[2025-12-02T20:15:02.789841] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-12-02T20:15:02.955952] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-12-02T20:15:03.120535] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-12-02T20:15:03.288203] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-12-02T20:15:03.288530] [WARN ] [STATE ] State set to: WAITING [2025-12-02T20:15:03.288611] [INFO ] [STATE ] Checking TDM service status... [2025-12-02T20:15:03.294764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:03.298930] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:03.302323] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:03.306689] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:03.306777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:06.313250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:06.317552] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:06.321834] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:06.325483] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:06.325614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:09.331717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:09.336769] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:09.343208] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:09.348252] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:09.348368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:12.352977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:12.357206] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:12.361107] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:12.365347] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:12.365448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:15.370260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:15.373988] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:15.378028] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:15.381745] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:15.381851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:18.386736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:18.390527] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:18.394236] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:18.397703] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:18.397784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:21.404025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:21.409086] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:21.413051] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:21.416654] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:21.416731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:24.421282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:24.424880] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:24.428565] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:24.432251] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:24.432332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:27.438223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:27.442912] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:27.448245] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:27.452200] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:27.452272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:30.457419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:30.460847] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:30.464235] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:30.467436] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:30.467500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:33.473314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:33.478317] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:33.482338] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:33.486415] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:33.486528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:36.491620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:36.496498] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:36.501217] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:36.505743] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:36.505874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:39.511377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:39.515234] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:39.518773] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:39.522085] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:39.522173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:42.527237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:42.533282] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:42.536808] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:42.540210] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:42.540280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:45.544649] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:45.548298] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:45.552200] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:45.555567] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:45.555679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:48.560520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:48.564533] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:48.568767] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:48.573130] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:48.573245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:51.578085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:51.582552] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:51.586892] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:51.591149] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:51.591264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:54.595947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:54.599825] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:54.603300] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:54.606889] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:54.606975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:15:57.613015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:15:57.618316] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:15:57.622650] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:15:57.626364] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:15:57.626439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:00.631119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:00.635680] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:00.639710] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:00.643100] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:00.643179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:03.647486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:03.651056] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:03.654412] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:03.657866] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:03.657945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:06.663182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:06.667215] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:06.671103] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:06.674745] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:06.674822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:09.679375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:09.682788] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:09.686185] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:09.689566] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:09.689664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:12.695313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:12.699142] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:12.702774] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:12.706005] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:12.706085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:15.714420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:15.718331] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:15.722086] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:15.725714] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:15.725816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:18.731990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:18.735741] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:18.739837] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:18.744454] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:18.744543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:21.750979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:21.755488] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:21.761109] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:21.766732] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:21.766879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:24.771631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:24.775431] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:24.780877] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:24.785233] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:24.785364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:27.790775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:27.794715] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:27.798656] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:27.802225] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:27.802303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:30.807047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:30.811090] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:30.815015] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:30.818848] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:30.818946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:33.823951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:33.827425] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:33.830668] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:33.834292] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:33.834363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:36.839446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:36.843448] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:36.849098] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:36.852775] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:36.852852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:39.857902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:39.861494] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:39.864976] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:39.868448] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:39.868530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:42.872858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:42.876153] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:42.879385] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:42.882544] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:42.882629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:45.887461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:45.891630] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:45.895510] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:45.899135] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:45.899247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:48.903879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:48.907720] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:48.911502] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:48.915224] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:48.915301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:51.920195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:51.925385] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:51.929956] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:51.933656] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:51.933728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:54.938054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:54.941748] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:54.944984] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:54.948272] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:54.948339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:16:57.953055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:16:57.956607] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:16:57.959973] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:16:57.963213] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:16:57.963281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:00.969292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:00.974512] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:00.980038] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:00.984676] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:00.984788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:03.989208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:03.992626] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:03.995870] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:03.999124] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:03.999193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:07.004319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:07.007831] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:07.011137] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:07.014498] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:07.014569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:10.019441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:10.025172] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:10.029102] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:10.032355] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:10.032430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:13.037280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:13.040940] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:13.044276] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:13.047496] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:13.047564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:16.053152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:16.058151] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:16.061896] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:16.065811] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:16.065885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:19.070924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:19.075958] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:19.081531] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:19.086720] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:19.086831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:22.092327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:22.097547] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:22.105230] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:22.109696] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:22.109788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:25.114217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:25.118291] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:25.122176] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:25.125863] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:25.125972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:28.130836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:28.134871] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:28.139533] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:28.145152] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:28.145278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:31.150668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:31.155874] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:31.161320] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:31.166896] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:31.167031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:34.171733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:34.175792] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:34.179842] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:34.184317] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:34.184404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:37.189890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:37.194163] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:37.198411] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:37.202202] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:37.202296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:40.245109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:40.249983] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:40.295950] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:40.299738] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:40.299917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:43.304912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:43.309175] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:43.313098] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:43.317526] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:43.317778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:46.323526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:46.327918] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:46.333443] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:46.338911] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:46.339034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:49.345218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:49.350062] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:49.354340] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:49.359159] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:49.359272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:52.365976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:52.371246] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:52.375166] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:52.379348] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:52.379548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:55.384419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:55.388272] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:55.392134] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:55.396163] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:55.396280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:17:58.401157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:17:58.406069] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:17:58.410793] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:17:58.416953] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:17:58.417120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:01.421870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:01.425685] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:01.429094] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:01.434400] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:01.434560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:04.440661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:04.444424] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:04.448318] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:04.451693] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:04.451758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:07.458114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:07.463601] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:07.467417] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:07.471165] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:07.471234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:10.478040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:10.482684] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:10.486523] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:10.491036] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:10.491125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:13.496675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:13.501109] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:13.504878] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:13.508928] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:13.509008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:16.514125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:16.518074] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:16.522945] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:16.527497] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:16.527641] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:19.534472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:19.540294] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:19.545630] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:19.550767] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:19.550890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:22.556412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:22.560183] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:22.563479] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:22.566737] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:22.566801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:25.571845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:25.575886] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:25.579547] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:25.582809] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:25.582880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:28.588789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:28.593437] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:28.598197] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:28.603175] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:28.603281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:31.608086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:31.611593] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:31.614911] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:31.618266] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:31.618336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:34.623071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:34.627039] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:34.631280] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:34.635944] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:34.636038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:37.640546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:37.644017] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:37.648090] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:37.651909] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:37.652032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:40.657453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:40.661681] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:40.665530] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:40.669267] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:40.669333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:43.673671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:43.677105] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:43.681330] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:43.684902] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:43.684978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:46.689561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:46.693031] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:46.696449] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:46.699762] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:46.699831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:49.704443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:49.708073] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:49.711598] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:49.715176] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:49.715264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:52.720481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:52.724316] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:52.727646] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:52.731676] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:52.731740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:55.736410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:55.740107] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:55.743746] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:55.747549] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:55.747660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:18:58.753556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:18:58.757753] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:18:58.761375] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:18:58.764693] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:18:58.764766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:01.770349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:01.775453] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:01.781173] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:01.785371] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:01.785447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:04.790441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:04.794009] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:04.797387] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:04.800725] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:04.800816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:07.805719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:07.809429] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:07.813377] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:07.818001] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:07.818108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:10.823222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:10.827077] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:10.831270] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:10.844395] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:10.844493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:13.849451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:13.853197] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:13.856649] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:13.860267] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:13.860335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:16.864944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:16.869282] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:16.873867] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:16.879618] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:16.879777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:19.885345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:19.889276] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:19.893294] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:19.897172] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:19.897278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:22.903162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:22.907063] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:22.910730] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:22.915082] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:22.915251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:25.920199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:25.924166] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:25.927903] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:25.931603] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:25.931709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:28.938008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:28.943606] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:28.947429] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:28.952629] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:28.952772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:31.957243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:31.962789] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:31.966939] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:31.970897] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:31.970994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:34.976416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:34.981394] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:34.985867] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:34.989743] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:34.989833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:37.994777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:37.998547] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:38.001899] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:38.005169] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:38.005238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:41.105267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:41.139127] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:41.173083] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:41.176842] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:41.176927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:44.181891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:44.186291] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:44.190171] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:44.193991] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:44.194084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:47.199337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:47.203729] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:47.208887] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:47.213527] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:47.213643] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:50.219373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:50.222899] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:50.227442] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:50.231807] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:50.232010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:53.236651] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:53.240590] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:53.244148] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:53.248294] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:53.248404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:56.254297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:56.259649] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:56.264667] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:56.268311] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:56.268516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:19:59.272910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:19:59.276567] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:19:59.280890] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:19:59.284432] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:19:59.284515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:02.290408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:02.326188] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:02.330928] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:02.336958] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:02.337051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:05.343006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:05.347634] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:05.352287] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:05.357426] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:05.357528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:08.362164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:08.366049] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:08.369933] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:08.374005] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:08.374119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:11.379027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:11.383304] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:11.387472] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:11.391768] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:11.391848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:14.397142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:14.401623] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:14.406000] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:14.411450] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:14.411632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:17.416298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:17.420142] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:17.423892] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:17.427917] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:17.428004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:20.433210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:20.438173] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:20.443397] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:20.447977] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:20.448129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:23.454344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:23.460041] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:23.466038] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:23.469993] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:23.470078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:26.475993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:26.480425] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:26.484134] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:26.487985] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:26.488089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:29.494079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:29.501967] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:29.506308] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:29.510026] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:29.510135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:32.516012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:32.521328] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:32.526011] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:32.530351] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:32.530447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:35.535715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:35.540152] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:35.544412] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:35.548395] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:35.548492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:38.554238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:38.559213] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:38.563981] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:38.568772] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:38.568878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:41.574624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:41.578960] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:41.583477] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:41.588925] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:41.589384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:44.594052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:44.598117] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:44.601640] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:44.605059] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:44.605143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:47.611162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:47.616674] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:47.620872] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:47.624312] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:47.624426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:50.629260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:50.632907] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:50.636562] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:50.640527] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:50.640626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:53.646397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:53.651285] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:53.655010] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:53.658902] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:53.658995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:56.663600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:56.667258] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:56.670846] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:56.674214] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:56.674289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:20:59.678962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:20:59.682672] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:20:59.686133] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:20:59.689719] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:20:59.689786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:02.694727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:02.698841] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:02.702377] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:02.705718] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:02.705815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:05.711179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:05.715275] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:05.719149] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:05.722829] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:05.722911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:08.727691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:08.731279] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:08.735187] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:08.739133] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:08.739202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:11.748125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:11.752591] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:11.756778] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:11.761246] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:11.761345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:14.765895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:14.770004] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:14.773406] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:14.777242] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:14.777330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:17.782469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:17.787641] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:17.792838] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:17.798252] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:17.798427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:20.803248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:20.806633] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:20.810058] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:20.813268] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:20.813333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:23.817725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:23.822911] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:23.827055] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:23.830445] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:23.830517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:26.835305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:26.839698] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:26.843713] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:26.847772] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:26.847915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:29.852853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:29.857090] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:29.861129] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:29.865287] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:29.865397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:32.870762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:32.876528] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:32.881399] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:32.886451] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:32.886549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:35.891324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:35.895023] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:35.899504] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:35.903953] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:35.904052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:38.910074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:38.915130] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:38.919888] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:38.924623] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:38.924724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:41.932786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:41.939070] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:41.945085] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:41.951607] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:41.951779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:44.958200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:44.962662] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:44.967530] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:44.971873] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:44.971994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:47.978356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:47.982809] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:47.986689] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:47.990910] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:47.991028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:50.995843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:51.000070] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:51.005093] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:51.009452] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:51.009546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:54.014732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:54.018289] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:54.021975] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:54.026625] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:54.026782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:21:57.031121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-12-02T20:21:57.034676] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:21:57.037991] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:21:57.041216] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:21:57.041289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-12-02T20:22:00.047723] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-12-02T20:22:00.052984] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-02), and is a dependency of this service. [2025-12-02T20:22:00.058129] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-02T20:22:00.063257] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-02T20:22:00.069023] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-02T20:22:00.069356] [WARN ] [STATE ] State set to: RUNNING [2025-12-02T20:22:00.069449] [INFO ] [CACHE ] Starting cache update [2025-12-02T20:22:00.069502] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-12-02T20:22:00.074875] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-12-02T20:22:00.075308] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-12-02T20:22:00.075368] [INFO ] [CACHE ] Cache update completed successfully [2025-12-02T20:22:00.075410] [INFO ] [sig ] Resuming configuration (parallel mode, only unconfigured symbols) [2025-12-02T20:22:00.075451] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-12-02T20:22:00.166989] [DEBUG] [REMOTE ] Fetched 3544 unique symbols from directory listing. [2025-12-02T20:22:00.180223] [INFO ] [sig ] Skipping 3537 symbols with existing configuration [2025-12-02T20:22:00.181734] [INFO ] [sig ] Found 7 active symbols to configure [2025-12-02T20:22:00.181811] [INFO ] [sig ] Starting parallel configuration with 4 worker processes [2025-12-02T20:22:00.221007] [INFO ] [CONFIGURE ] BBWI: Configurate test run. [2025-12-02T20:22:00.221011] [INFO ] [CONFIGURE ] ARQQ: Configurate test run. [2025-12-02T20:22:00.221181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'. [2025-12-02T20:22:00.221181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-12-02T20:22:00.224115] [INFO ] [CONFIGURE ] BDX: Configurate test run. [2025-12-02T20:22:00.224279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-12-02T20:22:00.224351] [INFO ] [CONFIGURE ] BLBD: Configurate test run. [2025-12-02T20:22:00.224499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'. [2025-12-02T20:22:00.242736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'. [2025-12-02T20:22:00.243314] [INFO ] [CONFIGURE ] ARQQ: Testing with 29 available features [2025-12-02T20:22:00.243370] [INFO ] [CONFIGURE ] ARQQ: Establishing baseline with no features... [2025-12-02T20:22:00.245093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDX'. [2025-12-02T20:22:00.245668] [INFO ] [CONFIGURE ] BDX: Testing with 29 available features [2025-12-02T20:22:00.245724] [INFO ] [CONFIGURE ] BDX: Establishing baseline with no features... [2025-12-02T20:22:00.262293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLBD'. [2025-12-02T20:22:00.262460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBWI'. [2025-12-02T20:22:00.262906] [INFO ] [CONFIGURE ] BLBD: Testing with 29 available features [2025-12-02T20:22:00.262966] [INFO ] [CONFIGURE ] BLBD: Establishing baseline with no features... [2025-12-02T20:22:00.264820] [INFO ] [CONFIGURE ] BBWI: Testing with 29 available features [2025-12-02T20:22:00.264884] [INFO ] [CONFIGURE ] BBWI: Establishing baseline with no features... [2025-12-02T20:22:00.455147] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:00.461471] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:00.522242] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:00.628876] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:00.676924] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:00.679788] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:00.846352] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:00.880012] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:00.940595] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:00.950923] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:01.107721] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:01.125929] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:01.226861] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:01.301253] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:22:01.307906] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:01.311662] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:01.413822] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:22:01.491193] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:01.513653] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:01.607480] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:01.632892] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:22:01.672512] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:01.703655] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:01.795121] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:01.825003] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:01.861444] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:01.900108] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:01.985479] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:02.009356] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.064912] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:02.097238] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:02.166754] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.202360] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.249992] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.290265] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:02.349878] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:02.350018] [INFO ] [CONFIGURE ] ARQQ: Baseline score (no features): 40.00% [2025-12-02T20:22:02.352302] [INFO ] [CONFIGURE ] ARQQ: Testing feature 1/29: add_bollinger_bands [2025-12-02T20:22:02.352427] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_bollinger_bands'] [2025-12-02T20:22:02.397427] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.397610] [INFO ] [CONFIGURE ] BDX: Baseline score (no features): 50.00% [2025-12-02T20:22:02.399429] [INFO ] [CONFIGURE ] BDX: Testing feature 1/29: add_bollinger_bands [2025-12-02T20:22:02.399486] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands'] [2025-12-02T20:22:02.428876] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:22:02.491542] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.491747] [INFO ] [CONFIGURE ] BLBD: Baseline score (no features): 70.00% [2025-12-02T20:22:02.492996] [INFO ] [CONFIGURE ] BLBD: Testing feature 1/29: add_bollinger_bands [2025-12-02T20:22:02.493051] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_bollinger_bands'] [2025-12-02T20:22:02.580721] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.608405] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:02.608537] [INFO ] [CONFIGURE ] BBWI: Baseline score (no features): 40.00% [2025-12-02T20:22:02.609488] [INFO ] [CONFIGURE ] BBWI: Testing feature 1/29: add_bollinger_bands [2025-12-02T20:22:02.609540] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands'] [2025-12-02T20:22:02.624729] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:02.739099] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-12-02T20:22:02.804038] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:02.835290] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:02.852057] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:02.980909] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:03.032009] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:03.068910] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:03.082981] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:03.224781] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:03.269363] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:03.294469] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:03.312468] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:03.504814] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:03.506066] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:03.525082] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:03.545831] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:22:03.733047] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:03.743805] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:03.750037] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:03.777018] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:22:03.960089] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:03.976451] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:03.982537] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:04.002632] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:04.182976] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:04.203025] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:04.221507] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:04.231029] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:04.408328] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:04.438122] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:22:04.455287] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:04.458932] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:04.638318] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:04.638482] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_bollinger_bands (score: 30.00%) [2025-12-02T20:22:04.639472] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 5/210 | Remaining: 205 | Rate: 67.3/min [2025-12-02T20:22:04.639532] [INFO ] [CONFIGURE ] ARQQ: Testing feature 2/29: add_cumulative_delta [2025-12-02T20:22:04.639567] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_cumulative_delta'] [2025-12-02T20:22:04.670409] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:04.686444] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:04.686626] [INFO ] [CONFIGURE ] BDX: KEPT add_bollinger_bands (score: 60.00%) [2025-12-02T20:22:04.687409] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 6/210 | Remaining: 204 | Rate: 79.9/min [2025-12-02T20:22:04.687468] [INFO ] [CONFIGURE ] BDX: Testing feature 2/29: add_cumulative_delta [2025-12-02T20:22:04.687501] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-12-02T20:22:04.706327] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:04.888613] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:04.920989] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:04.921168] [INFO ] [CONFIGURE ] BBWI: KEPT add_bollinger_bands (score: 60.00%) [2025-12-02T20:22:04.921933] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 7/210 | Remaining: 203 | Rate: 88.6/min [2025-12-02T20:22:04.921996] [INFO ] [CONFIGURE ] BBWI: Testing feature 2/29: add_cumulative_delta [2025-12-02T20:22:04.922030] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-12-02T20:22:04.953023] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:04.953278] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_bollinger_bands (score: 60.00%) [2025-12-02T20:22:04.954218] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 8/210 | Remaining: 202 | Rate: 100.6/min [2025-12-02T20:22:04.954286] [INFO ] [CONFIGURE ] BLBD: Testing feature 2/29: add_cumulative_delta [2025-12-02T20:22:04.954324] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_cumulative_delta'] [2025-12-02T20:22:04.971916] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:05.140425] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:05.225049] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:05.232829] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:05.308075] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:05.424297] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:22:05.514810] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:05.555321] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:05.686184] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:05.706903] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:05.793382] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:05.918169] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:06.015334] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.053153] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.100845] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.232901] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:06.267467] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:06.382377] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:06.413312] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.529728] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.568060] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:06.680613] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.680596] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:06.768590] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:06.868851] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.927138] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:06.962966] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:07.002967] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:07.148635] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:07.179507] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:07.242346] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:22:07.246333] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:22:07.246473] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_cumulative_delta (score: 30.00%) [2025-12-02T20:22:07.247338] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 9/210 | Remaining: 201 | Rate: 76.4/min [2025-12-02T20:22:07.247390] [INFO ] [CONFIGURE ] ARQQ: Testing feature 3/29: add_daily_returns [2025-12-02T20:22:07.247424] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_daily_returns'] [2025-12-02T20:22:07.432094] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:07.434749] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:07.449717] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:07.524983] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:07.643519] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:07.687430] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:07.687717] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_cumulative_delta (score: 60.00%) [2025-12-02T20:22:07.688730] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 10/210 | Remaining: 200 | Rate: 79.9/min [2025-12-02T20:22:07.688788] [INFO ] [CONFIGURE ] BLBD: Testing feature 3/29: add_daily_returns [2025-12-02T20:22:07.688823] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_daily_returns'] [2025-12-02T20:22:07.720346] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:07.807671] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:07.807828] [INFO ] [CONFIGURE ] BDX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-12-02T20:22:07.808625] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 11/210 | Remaining: 199 | Rate: 86.5/min [2025-12-02T20:22:07.808679] [INFO ] [CONFIGURE ] BDX: Testing feature 3/29: add_daily_returns [2025-12-02T20:22:07.808713] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-12-02T20:22:07.839693] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:07.911169] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:08.012932] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:08.013106] [INFO ] [CONFIGURE ] BBWI: KEPT add_cumulative_delta (score: 70.00%) [2025-12-02T20:22:08.014093] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 12/210 | Remaining: 198 | Rate: 91.9/min [2025-12-02T20:22:08.014151] [INFO ] [CONFIGURE ] BBWI: Testing feature 3/29: add_daily_returns [2025-12-02T20:22:08.014185] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-12-02T20:22:08.033135] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:08.054489] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:08.130452] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:08.228321] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:08.289382] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:08.315456] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:08.409266] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:08.423947] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:08.530668] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:08.609136] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:08.614267] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:08.618771] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:08.768951] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:08.814421] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:08.827629] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:08.902144] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:09.008407] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:22:09.013972] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:09.086432] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:09.206877] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:09.219384] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:09.219518] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_daily_returns (score: 40.00%) [2025-12-02T20:22:09.220358] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 13/210 | Remaining: 197 | Rate: 86.3/min [2025-12-02T20:22:09.220409] [INFO ] [CONFIGURE ] ARQQ: Testing feature 4/29: add_ema [2025-12-02T20:22:09.220439] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_ema'] [2025-12-02T20:22:09.257891] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:22:09.354721] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:09.469317] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:09.542394] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:09.562186] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:09.592813] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:09.726231] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:09.797026] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:09.824847] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:09.907884] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:09.980096] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:10.053026] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:10.053227] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_daily_returns (score: 60.00%) [2025-12-02T20:22:10.054146] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 14/210 | Remaining: 196 | Rate: 85.1/min [2025-12-02T20:22:10.054203] [INFO ] [CONFIGURE ] BLBD: Testing feature 4/29: add_ema [2025-12-02T20:22:10.054237] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_ema'] [2025-12-02T20:22:10.065134] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:10.205303] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:10.233801] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:10.323450] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:10.323663] [INFO ] [CONFIGURE ] BDX: DISCARDED add_daily_returns (score: 60.00%) [2025-12-02T20:22:10.324662] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 15/210 | Remaining: 195 | Rate: 88.7/min [2025-12-02T20:22:10.324752] [INFO ] [CONFIGURE ] BDX: Testing feature 4/29: add_ema [2025-12-02T20:22:10.324790] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-12-02T20:22:10.337242] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:10.489136] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:10.508694] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:10.594605] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:10.623730] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:10.735819] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:10.812593] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:10.860074] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:10.920983] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:10.982843] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:11.118109] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:11.118262] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_daily_returns (score: 60.00%) [2025-12-02T20:22:11.119052] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 16/210 | Remaining: 194 | Rate: 87.8/min [2025-12-02T20:22:11.119104] [INFO ] [CONFIGURE ] BBWI: Testing feature 4/29: add_ema [2025-12-02T20:22:11.119135] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-12-02T20:22:11.125307] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:11.229904] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:11.233357] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:11.388976] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:11.456952] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:11.480240] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:11.529237] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:11.689441] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:11.738386] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:11.738529] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_ema (score: 30.00%) [2025-12-02T20:22:11.739323] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 17/210 | Remaining: 193 | Rate: 88.3/min [2025-12-02T20:22:11.739374] [INFO ] [CONFIGURE ] ARQQ: Testing feature 5/29: add_exhaustion_signals [2025-12-02T20:22:11.739406] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-12-02T20:22:11.797999] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:11.832628] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:11.948133] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:11.996926] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:12.134484] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:12.142230] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:12.216074] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:12.243955] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:12.434538] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:12.487405] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:12.493807] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:12.499709] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:12.752170] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:12.756888] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:12.757064] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_ema (score: 50.00%) [2025-12-02T20:22:12.757881] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 18/210 | Remaining: 192 | Rate: 85.9/min [2025-12-02T20:22:12.757937] [INFO ] [CONFIGURE ] BLBD: Testing feature 5/29: add_exhaustion_signals [2025-12-02T20:22:12.757971] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-12-02T20:22:12.767633] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:12.855320] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:12.992243] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:13.011286] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:13.077373] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:13.201405] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:13.234780] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:13.258389] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:13.382843] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:13.383216] [INFO ] [CONFIGURE ] BDX: KEPT add_ema (score: 70.00%) [2025-12-02T20:22:13.384056] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 19/210 | Remaining: 191 | Rate: 86.4/min [2025-12-02T20:22:13.384313] [INFO ] [CONFIGURE ] BDX: Testing feature 5/29: add_exhaustion_signals [2025-12-02T20:22:13.384364] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-12-02T20:22:13.487987] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:13.517777] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:13.556340] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:13.738887] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:13.740282] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:13.774811] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:13.916223] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:14.001307] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:14.038302] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:14.081559] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:14.261449] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:14.261615] [INFO ] [CONFIGURE ] ARQQ: KEPT add_exhaustion_signals (score: 50.00%) [2025-12-02T20:22:14.262438] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 20/210 | Remaining: 190 | Rate: 85.2/min [2025-12-02T20:22:14.262490] [INFO ] [CONFIGURE ] ARQQ: Testing feature 6/29: add_failed_moves [2025-12-02T20:22:14.262524] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-12-02T20:22:14.289015] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:22:14.295660] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:14.439197] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:14.521084] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:14.544763] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:14.637455] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:14.637640] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_ema (score: 60.00%) [2025-12-02T20:22:14.638479] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 21/210 | Remaining: 189 | Rate: 87.2/min [2025-12-02T20:22:14.638534] [INFO ] [CONFIGURE ] BBWI: Testing feature 5/29: add_exhaustion_signals [2025-12-02T20:22:14.638567] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-12-02T20:22:14.770125] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:14.793113] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:14.796204] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:15.011478] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:15.027138] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:15.049729] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:15.154118] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:22:15.297108] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:15.325136] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:15.325299] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-12-02T20:22:15.326216] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 22/210 | Remaining: 188 | Rate: 87.2/min [2025-12-02T20:22:15.326271] [INFO ] [CONFIGURE ] BLBD: Testing feature 6/29: add_failed_moves [2025-12-02T20:22:15.326304] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_failed_moves'] [2025-12-02T20:22:15.382312] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:15.522031] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:15.538463] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:15.558198] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:15.739704] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:15.740425] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:15.835070] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:15.896972] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:15.933389] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:16.084561] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:16.093979] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:16.131125] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:16.248736] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:16.324383] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:16.354948] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:16.417214] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:16.525326] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:16.583965] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:16.622619] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:16.722497] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:16.751630] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:16.885492] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:16.885662] [INFO ] [CONFIGURE ] ARQQ: KEPT add_failed_moves (score: 60.00%) [2025-12-02T20:22:16.886503] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 23/210 | Remaining: 187 | Rate: 82.6/min [2025-12-02T20:22:16.886556] [INFO ] [CONFIGURE ] ARQQ: Testing feature 7/29: add_lag_shelf [2025-12-02T20:22:16.886606] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-12-02T20:22:16.916953] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:16.955336] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:16.955514] [INFO ] [CONFIGURE ] BDX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-12-02T20:22:16.956609] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 24/210 | Remaining: 186 | Rate: 85.8/min [2025-12-02T20:22:16.956674] [INFO ] [CONFIGURE ] BDX: Testing feature 6/29: add_failed_moves [2025-12-02T20:22:16.956719] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-12-02T20:22:17.084050] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:17.113684] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:17.146184] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:17.289557] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:17.318124] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:17.318292] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_failed_moves (score: 60.00%) [2025-12-02T20:22:17.319156] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 25/210 | Remaining: 185 | Rate: 87.5/min [2025-12-02T20:22:17.319384] [INFO ] [CONFIGURE ] BLBD: Testing feature 7/29: add_lag_shelf [2025-12-02T20:22:17.319417] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_lag_shelf'] [2025-12-02T20:22:17.424743] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:17.457793] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:17.504592] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:17.593921] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:17.689705] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:17.704221] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:17.811006] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:22:17.877736] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:17.880555] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:17.965257] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:18.069748] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:18.163746] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:18.163906] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-12-02T20:22:18.164897] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 26/210 | Remaining: 184 | Rate: 86.7/min [2025-12-02T20:22:18.164948] [INFO ] [CONFIGURE ] BBWI: Testing feature 6/29: add_failed_moves [2025-12-02T20:22:18.164979] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-12-02T20:22:18.172008] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:18.245683] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:18.256018] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:18.439203] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:18.461742] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:18.469167] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:18.507891] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:18.625545] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:18.768039] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:18.772279] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:18.812295] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:18.826538] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:19.005120] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:19.039700] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:19.067126] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:19.148708] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:19.192284] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:19.192412] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_lag_shelf (score: 70.00%) [2025-12-02T20:22:19.193245] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 27/210 | Remaining: 183 | Rate: 85.2/min [2025-12-02T20:22:19.193297] [INFO ] [CONFIGURE ] BLBD: Testing feature 8/29: add_macd [2025-12-02T20:22:19.193330] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_vwap', 'add_macd'] [2025-12-02T20:22:19.309673] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:19.352134] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:19.429917] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:19.494499] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:19.569415] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:19.569555] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_lag_shelf (score: 40.00%) [2025-12-02T20:22:19.570359] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 28/210 | Remaining: 182 | Rate: 86.7/min [2025-12-02T20:22:19.570414] [INFO ] [CONFIGURE ] ARQQ: Testing feature 8/29: add_macd [2025-12-02T20:22:19.570447] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-12-02T20:22:19.631070] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:19.717098] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:19.805430] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:19.893212] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:19.934225] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:20.018016] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:20.018161] [INFO ] [CONFIGURE ] BDX: DISCARDED add_failed_moves (score: 70.00%) [2025-12-02T20:22:20.019066] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 29/210 | Remaining: 181 | Rate: 87.7/min [2025-12-02T20:22:20.019121] [INFO ] [CONFIGURE ] BDX: Testing feature 7/29: add_lag_shelf [2025-12-02T20:22:20.019161] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-12-02T20:22:20.098656] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:20.224040] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:20.243908] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:20.320791] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:20.404340] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:20.561267] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:20.572834] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:20.594877] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:20.707305] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:20.874696] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:20.880423] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:20.909756] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:21.014148] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:21.176422] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-12-02T20:22:21.203109] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:21.203279] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_failed_moves (score: 50.00%) [2025-12-02T20:22:21.204184] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 30/210 | Remaining: 180 | Rate: 85.6/min [2025-12-02T20:22:21.204249] [INFO ] [CONFIGURE ] BBWI: Testing feature 7/29: add_lag_shelf [2025-12-02T20:22:21.204287] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-12-02T20:22:21.252001] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:21.325376] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:21.464379] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:21.523039] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:21.599200] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:21.623489] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:22:21.754212] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:21.850032] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:21.923951] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:21.944083] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:22.059786] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:22.156657] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:22.228174] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:22.228320] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_macd (score: 40.00%) [2025-12-02T20:22:22.229181] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 31/210 | Remaining: 179 | Rate: 84.4/min [2025-12-02T20:22:22.229235] [INFO ] [CONFIGURE ] BLBD: Testing feature 9/29: add_mfi [2025-12-02T20:22:22.229268] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_mfi'] [2025-12-02T20:22:22.293383] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:22.354029] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:22.425836] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:22.459730] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:22.621201] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:22.635167] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:22.635935] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:22.762565] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:22.818272] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:22.922881] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:22.923050] [INFO ] [CONFIGURE ] BDX: DISCARDED add_lag_shelf (score: 70.00%) [2025-12-02T20:22:22.923884] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 32/210 | Remaining: 178 | Rate: 84.4/min [2025-12-02T20:22:22.923939] [INFO ] [CONFIGURE ] BDX: Testing feature 8/29: add_macd [2025-12-02T20:22:22.923973] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-12-02T20:22:22.988440] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:22.988629] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_macd (score: 60.00%) [2025-12-02T20:22:22.989445] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 33/210 | Remaining: 177 | Rate: 86.8/min [2025-12-02T20:22:22.989501] [INFO ] [CONFIGURE ] ARQQ: Testing feature 9/29: add_mfi [2025-12-02T20:22:22.989535] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-12-02T20:22:23.016913] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:23.071458] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:23.223868] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:23.268018] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:23.308658] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:23.379997] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:23.446584] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:23.551595] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:23.651116] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:23.698633] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:23.698989] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:23.838628] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:23.857386] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:24.011104] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:24.062445] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:24.088662] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:24.116044] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:24.268723] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:24.268916] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_mfi (score: 70.00%) [2025-12-02T20:22:24.269703] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 34/210 | Remaining: 176 | Rate: 84.7/min [2025-12-02T20:22:24.269756] [INFO ] [CONFIGURE ] BLBD: Testing feature 10/29: add_momentum_acceleration [2025-12-02T20:22:24.269789] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:22:24.319814] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:24.319969] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_lag_shelf (score: 50.00%) [2025-12-02T20:22:24.320882] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 35/210 | Remaining: 175 | Rate: 87.0/min [2025-12-02T20:22:24.320939] [INFO ] [CONFIGURE ] BBWI: Testing feature 8/29: add_macd [2025-12-02T20:22:24.320976] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-12-02T20:22:24.401248] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:24.484395] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-12-02T20:22:24.555768] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-12-02T20:22:24.678716] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:24.737334] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:24.838163] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:24.896130] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:24.961284] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:25.128224] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:25.174515] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:25.250457] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:25.296468] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:25.412129] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:25.549767] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:25.597990] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:25.686445] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:25.697803] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:25.837750] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:25.837986] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_mfi (score: 50.00%) [2025-12-02T20:22:25.838817] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 36/210 | Remaining: 174 | Rate: 84.2/min [2025-12-02T20:22:25.838875] [INFO ] [CONFIGURE ] ARQQ: Testing feature 10/29: add_momentum_acceleration [2025-12-02T20:22:25.838912] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:22:25.980171] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:26.020912] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:26.078542] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:26.197924] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:26.264486] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:26.441110] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:26.479864] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:26.552203] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:26.574609] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:22:26.830331] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:26.852029] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:26.906867] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:26.907053] [INFO ] [CONFIGURE ] BDX: DISCARDED add_macd (score: 50.00%) [2025-12-02T20:22:26.908001] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 37/210 | Remaining: 173 | Rate: 83.1/min [2025-12-02T20:22:26.908061] [INFO ] [CONFIGURE ] BDX: Testing feature 9/29: add_mfi [2025-12-02T20:22:26.908096] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-12-02T20:22:26.909420] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:27.126496] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:27.126656] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-12-02T20:22:27.127380] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 38/210 | Remaining: 172 | Rate: 84.6/min [2025-12-02T20:22:27.127430] [INFO ] [CONFIGURE ] BLBD: Testing feature 11/29: add_obv_daily [2025-12-02T20:22:27.127462] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_obv_daily'] [2025-12-02T20:22:27.220354] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:27.220789] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:27.279126] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:27.343515] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:27.531360] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:27.559662] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:27.614194] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:27.642325] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:27.773831] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:27.844096] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:28.009118] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:28.010134] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:28.012901] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:28.175222] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:28.230416] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:28.375781] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:28.423777] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:28.423953] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_macd (score: 50.00%) [2025-12-02T20:22:28.424769] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 39/210 | Remaining: 171 | Rate: 82.9/min [2025-12-02T20:22:28.424819] [INFO ] [CONFIGURE ] BBWI: Testing feature 9/29: add_mfi [2025-12-02T20:22:28.424852] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-12-02T20:22:28.446849] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:28.469131] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:28.672110] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:28.722297] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:28.733804] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:28.763899] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:28.893931] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:29.025204] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:29.065661] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:29.109157] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:29.118760] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:29.326982] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:29.345686] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:29.345828] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_obv_daily (score: 50.00%) [2025-12-02T20:22:29.346785] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 40/210 | Remaining: 170 | Rate: 82.3/min [2025-12-02T20:22:29.346834] [INFO ] [CONFIGURE ] BLBD: Testing feature 12/29: add_obv_interval [2025-12-02T20:22:29.346866] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_obv_interval'] [2025-12-02T20:22:29.374076] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:29.485949] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:29.486102] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-12-02T20:22:29.487096] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 41/210 | Remaining: 169 | Rate: 83.9/min [2025-12-02T20:22:29.487149] [INFO ] [CONFIGURE ] ARQQ: Testing feature 11/29: add_obv_daily [2025-12-02T20:22:29.487183] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-12-02T20:22:29.553057] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:29.625796] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:29.673746] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:29.758521] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:29.792879] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:29.931257] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:29.962899] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:29.976090] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:29.976245] [INFO ] [CONFIGURE ] BDX: DISCARDED add_mfi (score: 70.00%) [2025-12-02T20:22:29.976990] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 42/210 | Remaining: 168 | Rate: 84.6/min [2025-12-02T20:22:29.977042] [INFO ] [CONFIGURE ] BDX: Testing feature 10/29: add_momentum_acceleration [2025-12-02T20:22:29.977075] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:22:30.096251] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:30.168386] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:30.230592] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:30.346925] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:30.373345] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:30.388737] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:30.531187] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:30.583660] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:30.673207] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:30.721658] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:30.789016] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:30.828808] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:30.972143] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:31.002294] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:31.098996] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:31.132590] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:31.212755] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:31.264892] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:31.423872] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:31.424013] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_obv_interval (score: 60.00%) [2025-12-02T20:22:31.425029] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 43/210 | Remaining: 167 | Rate: 82.6/min [2025-12-02T20:22:31.425082] [INFO ] [CONFIGURE ] BLBD: Testing feature 13/29: add_opening_strength [2025-12-02T20:22:31.425115] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-12-02T20:22:31.432053] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:31.432187] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_mfi (score: 60.00%) [2025-12-02T20:22:31.432928] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 44/210 | Remaining: 166 | Rate: 84.5/min [2025-12-02T20:22:31.432994] [INFO ] [CONFIGURE ] BBWI: Testing feature 10/29: add_momentum_acceleration [2025-12-02T20:22:31.433026] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:22:31.473291] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:31.573444] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:31.666138] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:31.809320] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:31.841842] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:31.870884] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:31.908672] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:32.150178] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:32.159661] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:32.182994] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:32.230470] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:32.387643] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:32.450712] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:32.450862] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_obv_daily (score: 50.00%) [2025-12-02T20:22:32.451696] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 45/210 | Remaining: 165 | Rate: 83.7/min [2025-12-02T20:22:32.451747] [INFO ] [CONFIGURE ] ARQQ: Testing feature 12/29: add_obv_interval [2025-12-02T20:22:32.451780] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-12-02T20:22:32.569954] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:32.604839] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:32.634387] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:32.717252] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:32.877539] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:32.954797] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:32.979999] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:32.982944] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:33.119068] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:33.243443] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:33.338034] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:33.360962] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:33.377408] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:33.510274] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:33.603212] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:33.725111] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:33.776264] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:33.776429] [INFO ] [CONFIGURE ] BDX: KEPT add_momentum_acceleration (score: 80.00%) [2025-12-02T20:22:33.777180] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 46/210 | Remaining: 164 | Rate: 82.2/min [2025-12-02T20:22:33.777233] [INFO ] [CONFIGURE ] BDX: Testing feature 11/29: add_obv_daily [2025-12-02T20:22:33.777266] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-12-02T20:22:33.786168] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:33.857405] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:33.857542] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_opening_strength (score: 40.00%) [2025-12-02T20:22:33.858405] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 47/210 | Remaining: 163 | Rate: 83.7/min [2025-12-02T20:22:33.858459] [INFO ] [CONFIGURE ] BLBD: Testing feature 14/29: add_order_flow_imbalance [2025-12-02T20:22:33.858491] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance'] [2025-12-02T20:22:34.085508] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:34.088503] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:34.121849] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:34.200888] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:34.309334] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:34.380608] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:34.506357] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:34.536358] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:34.636885] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:34.648722] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:34.764287] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:34.912561] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:34.929540] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:34.992297] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:35.059037] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:35.217656] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:35.217843] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_obv_interval (score: 50.00%) [2025-12-02T20:22:35.218691] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 48/210 | Remaining: 162 | Rate: 82.2/min [2025-12-02T20:22:35.218745] [INFO ] [CONFIGURE ] ARQQ: Testing feature 13/29: add_opening_strength [2025-12-02T20:22:35.218780] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-12-02T20:22:35.224956] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:35.310067] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:35.310224] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-12-02T20:22:35.311041] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 49/210 | Remaining: 161 | Rate: 83.7/min [2025-12-02T20:22:35.311111] [INFO ] [CONFIGURE ] BBWI: Testing feature 11/29: add_obv_daily [2025-12-02T20:22:35.311144] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-12-02T20:22:35.452878] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:35.502723] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:35.516094] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:35.626653] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:35.696751] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:35.811221] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:35.919405] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:35.933675] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:35.984681] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:36.107132] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:36.170261] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:36.170405] [INFO ] [CONFIGURE ] BLBD: KEPT add_order_flow_imbalance (score: 80.00%) [2025-12-02T20:22:36.171271] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 50/210 | Remaining: 160 | Rate: 83.4/min [2025-12-02T20:22:36.171325] [INFO ] [CONFIGURE ] BLBD: Testing feature 15/29: add_pbf_morning_momentum [2025-12-02T20:22:36.171359] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-12-02T20:22:36.324221] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:36.376315] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:36.403104] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:36.404353] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:36.640906] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:36.646747] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:36.703738] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:36.806212] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:36.890981] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:36.952188] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:37.012997] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:37.139855] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:37.236756] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:37.287764] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:37.335006] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:37.373500] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:37.605945] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:37.615560] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:37.652695] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:37.652966] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:37.840221] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:37.934481] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:37.965371] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:38.069738] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:22:38.079121] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:38.079233] [INFO ] [CONFIGURE ] BDX: DISCARDED add_obv_daily (score: 60.00%) [2025-12-02T20:22:38.080055] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 51/210 | Remaining: 159 | Rate: 80.7/min [2025-12-02T20:22:38.080110] [INFO ] [CONFIGURE ] BDX: Testing feature 12/29: add_obv_interval [2025-12-02T20:22:38.080144] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-12-02T20:22:38.254893] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:22:38.266811] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:38.266956] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_opening_strength (score: 40.00%) [2025-12-02T20:22:38.267986] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 52/210 | Remaining: 158 | Rate: 81.9/min [2025-12-02T20:22:38.268038] [INFO ] [CONFIGURE ] ARQQ: Testing feature 14/29: add_order_flow_imbalance [2025-12-02T20:22:38.268070] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-12-02T20:22:38.311397] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:38.485753] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:38.548081] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:38.548207] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-12-02T20:22:38.549053] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 53/210 | Remaining: 157 | Rate: 82.9/min [2025-12-02T20:22:38.549103] [INFO ] [CONFIGURE ] BLBD: Testing feature 16/29: add_pbf_overnight_gap [2025-12-02T20:22:38.549135] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-12-02T20:22:38.558001] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:38.576038] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:38.576187] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_obv_daily (score: 60.00%) [2025-12-02T20:22:38.576958] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 54/210 | Remaining: 156 | Rate: 84.4/min [2025-12-02T20:22:38.577009] [INFO ] [CONFIGURE ] BBWI: Testing feature 12/29: add_obv_interval [2025-12-02T20:22:38.577041] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-12-02T20:22:38.800963] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:38.843118] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:38.878201] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:38.882643] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:39.052018] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:39.133254] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:39.182258] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:39.271410] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:39.304672] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:39.421223] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:39.481929] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:39.558488] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:39.671259] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:39.712547] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:39.786235] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:39.815758] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:40.006029] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:40.071598] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:40.096492] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:40.106606] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:40.297492] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:40.327797] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:40.419939] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:40.497386] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:40.579276] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:40.594095] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:40.744994] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:40.829566] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:40.892185] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:40.911872] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:41.069098] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:41.077912] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:41.078053] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-12-02T20:22:41.078834] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 55/210 | Remaining: 155 | Rate: 80.7/min [2025-12-02T20:22:41.078885] [INFO ] [CONFIGURE ] BLBD: Testing feature 17/29: add_pbf_return_2d [2025-12-02T20:22:41.078916] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-12-02T20:22:41.194388] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:41.194531] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-12-02T20:22:41.195340] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 56/210 | Remaining: 154 | Rate: 81.9/min [2025-12-02T20:22:41.195391] [INFO ] [CONFIGURE ] ARQQ: Testing feature 15/29: add_pbf_morning_momentum [2025-12-02T20:22:41.195423] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-12-02T20:22:41.315395] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:41.325218] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-12-02T20:22:41.395452] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:41.453989] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:41.575470] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:41.717083] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:41.717237] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_obv_interval (score: 60.00%) [2025-12-02T20:22:41.718138] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 57/210 | Remaining: 153 | Rate: 82.3/min [2025-12-02T20:22:41.718194] [INFO ] [CONFIGURE ] BBWI: Testing feature 13/29: add_opening_strength [2025-12-02T20:22:41.718228] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-12-02T20:22:41.718454] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:41.726893] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:41.843646] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:41.996403] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:42.082252] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:42.103419] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:42.136224] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:42.136383] [INFO ] [CONFIGURE ] BDX: DISCARDED add_obv_interval (score: 60.00%) [2025-12-02T20:22:42.137270] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 58/210 | Remaining: 152 | Rate: 82.9/min [2025-12-02T20:22:42.137326] [INFO ] [CONFIGURE ] BDX: Testing feature 13/29: add_opening_strength [2025-12-02T20:22:42.137360] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-12-02T20:22:42.278020] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:42.360849] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:42.452651] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:42.548682] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:42.574592] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:42.620480] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:42.815775] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:42.831173] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:42.879226] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:43.048631] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:43.100595] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:43.144539] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:43.185969] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:43.371443] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:43.406696] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:43.494525] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:43.556802] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:43.641529] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:43.673931] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:43.674081] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-12-02T20:22:43.674900] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 59/210 | Remaining: 151 | Rate: 81.4/min [2025-12-02T20:22:43.674953] [INFO ] [CONFIGURE ] BLBD: Testing feature 18/29: add_pbf_volatility_5d [2025-12-02T20:22:43.674986] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-12-02T20:22:43.906299] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:43.911353] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:43.911490] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-12-02T20:22:43.912334] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 60/210 | Remaining: 150 | Rate: 82.3/min [2025-12-02T20:22:43.912389] [INFO ] [CONFIGURE ] ARQQ: Testing feature 16/29: add_pbf_overnight_gap [2025-12-02T20:22:43.912423] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-12-02T20:22:43.914164] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:43.926330] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:44.147391] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:44.191763] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:44.275846] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:44.370696] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:44.382828] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:44.474449] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:44.619389] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:44.639910] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:44.753125] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:44.815052] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:44.850964] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:45.007212] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:45.041527] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:45.090487] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:45.256045] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:45.331098] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:45.334720] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:45.371266] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:45.371442] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_opening_strength (score: 60.00%) [2025-12-02T20:22:45.372409] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 61/210 | Remaining: 149 | Rate: 81.0/min [2025-12-02T20:22:45.372462] [INFO ] [CONFIGURE ] BBWI: Testing feature 14/29: add_order_flow_imbalance [2025-12-02T20:22:45.372495] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-12-02T20:22:45.582280] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:45.618895] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:45.698201] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:45.709635] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:45.817911] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:45.902267] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:46.069381] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:46.078666] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:46.078766] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-12-02T20:22:46.079430] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 62/210 | Remaining: 148 | Rate: 81.1/min [2025-12-02T20:22:46.079479] [INFO ] [CONFIGURE ] BLBD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-12-02T20:22:46.079510] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-12-02T20:22:46.141810] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:46.191738] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:46.305567] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:46.409605] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:46.477653] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:46.529795] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:46.582235] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:46.582370] [INFO ] [CONFIGURE ] BDX: DISCARDED add_opening_strength (score: 70.00%) [2025-12-02T20:22:46.583175] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 63/210 | Remaining: 147 | Rate: 81.5/min [2025-12-02T20:22:46.583227] [INFO ] [CONFIGURE ] BDX: Testing feature 14/29: add_order_flow_imbalance [2025-12-02T20:22:46.583259] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-12-02T20:22:46.733466] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:46.757805] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:46.763549] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:46.763717] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-12-02T20:22:46.764697] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 64/210 | Remaining: 146 | Rate: 82.4/min [2025-12-02T20:22:46.764749] [INFO ] [CONFIGURE ] ARQQ: Testing feature 17/29: add_pbf_return_2d [2025-12-02T20:22:46.764780] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-12-02T20:22:46.983395] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:46.983731] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:47.046898] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:47.049915] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:47.216078] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:47.334832] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:47.374675] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:22:47.390644] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:47.444352] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:47.637058] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:47.672843] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:47.692305] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:47.818073] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:47.901384] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:47.946614] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:48.011692] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:48.130138] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:48.216901] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:48.253953] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:48.333507] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:22:48.360735] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:48.360881] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-12-02T20:22:48.361687] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 65/210 | Remaining: 145 | Rate: 80.9/min [2025-12-02T20:22:48.361738] [INFO ] [CONFIGURE ] BLBD: Testing feature 20/29: add_price_rejection [2025-12-02T20:22:48.361770] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-12-02T20:22:48.543420] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:48.611619] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:48.620214] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:48.653591] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:48.653733] [INFO ] [CONFIGURE ] BBWI: KEPT add_order_flow_imbalance (score: 90.00%) [2025-12-02T20:22:48.654528] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 66/210 | Remaining: 144 | Rate: 81.7/min [2025-12-02T20:22:48.654595] [INFO ] [CONFIGURE ] BBWI: Testing feature 15/29: add_pbf_morning_momentum [2025-12-02T20:22:48.654630] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-12-02T20:22:48.850394] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:48.881183] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:48.986469] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:49.045803] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:49.156905] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:49.160646] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:49.321811] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:49.413838] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:49.468550] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:49.485064] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:49.654843] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:49.666558] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:49.762437] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:49.762599] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-12-02T20:22:49.763397] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 67/210 | Remaining: 143 | Rate: 81.1/min [2025-12-02T20:22:49.763451] [INFO ] [CONFIGURE ] ARQQ: Testing feature 18/29: add_pbf_volatility_5d [2025-12-02T20:22:49.763487] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-12-02T20:22:49.918159] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:49.920532] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:49.991408] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:50.038347] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:50.176312] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:50.301330] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:50.329306] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:50.357451] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:50.431795] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:50.576698] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:50.657714] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:50.687719] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:50.760591] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:50.760727] [INFO ] [CONFIGURE ] BDX: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-12-02T20:22:50.761505] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 68/210 | Remaining: 142 | Rate: 80.7/min [2025-12-02T20:22:50.761557] [INFO ] [CONFIGURE ] BDX: Testing feature 16/29: add_pbf_overnight_gap [2025-12-02T20:22:50.761606] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-12-02T20:22:50.833392] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:50.939275] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:50.939418] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_price_rejection (score: 70.00%) [2025-12-02T20:22:50.940259] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 69/210 | Remaining: 141 | Rate: 81.6/min [2025-12-02T20:22:50.940327] [INFO ] [CONFIGURE ] BLBD: Testing feature 21/29: add_range_position [2025-12-02T20:22:50.940360] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_range_position'] [2025-12-02T20:22:50.986357] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:51.089326] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:51.151528] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:51.203816] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-12-02T20:22:51.321548] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:51.349285] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:51.467706] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:51.547922] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:51.606902] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:51.663740] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:22:51.729815] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:51.868852] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:51.945001] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:51.996271] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:52.006462] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:52.006629] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-12-02T20:22:52.007654] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 70/210 | Remaining: 140 | Rate: 81.0/min [2025-12-02T20:22:52.007709] [INFO ] [CONFIGURE ] BBWI: Testing feature 16/29: add_pbf_overnight_gap [2025-12-02T20:22:52.007743] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-12-02T20:22:52.125872] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:52.281135] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:52.355838] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:52.358730] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:52.384423] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:52.384596] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-12-02T20:22:52.385440] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 71/210 | Remaining: 139 | Rate: 81.6/min [2025-12-02T20:22:52.385499] [INFO ] [CONFIGURE ] ARQQ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-12-02T20:22:52.385534] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-12-02T20:22:52.543795] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:52.644819] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:52.707137] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:52.752484] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:52.809701] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:52.898598] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:53.068196] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:53.074399] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:53.149016] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:53.153452] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:53.350634] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:53.407035] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:53.414262] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:53.538413] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:53.635729] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:53.635875] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_range_position (score: 70.00%) [2025-12-02T20:22:53.636904] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 72/210 | Remaining: 138 | Rate: 80.8/min [2025-12-02T20:22:53.636958] [INFO ] [CONFIGURE ] BLBD: Testing feature 22/29: add_realized_volatility [2025-12-02T20:22:53.636992] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility'] [2025-12-02T20:22:53.670047] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:53.767028] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:53.941170] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:53.944490] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:54.008093] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:54.122184] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:54.202178] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:54.341962] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:54.350259] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:54.460965] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:54.483653] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:54.673209] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:54.719149] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:54.743311] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:54.743452] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-12-02T20:22:54.744408] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 73/210 | Remaining: 137 | Rate: 80.3/min [2025-12-02T20:22:54.744459] [INFO ] [CONFIGURE ] BDX: Testing feature 17/29: add_pbf_return_2d [2025-12-02T20:22:54.744491] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-12-02T20:22:54.835230] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:54.976267] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:54.976408] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-12-02T20:22:54.977245] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 74/210 | Remaining: 136 | Rate: 81.0/min [2025-12-02T20:22:54.977296] [INFO ] [CONFIGURE ] ARQQ: Testing feature 20/29: add_price_rejection [2025-12-02T20:22:54.977328] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-12-02T20:22:55.016810] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:55.138145] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:55.187191] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:22:55.256812] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:55.370267] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:55.538021] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:55.538276] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:22:55.538427] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-12-02T20:22:55.539251] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 75/210 | Remaining: 135 | Rate: 81.3/min [2025-12-02T20:22:55.539304] [INFO ] [CONFIGURE ] BBWI: Testing feature 17/29: add_pbf_return_2d [2025-12-02T20:22:55.539338] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-12-02T20:22:55.540663] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:55.697413] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:55.816195] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:55.888798] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:55.936219] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:56.026378] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:56.095881] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:56.239308] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:22:56.340678] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:56.355984] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:56.382424] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:56.608335] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:56.670982] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:22:56.686363] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:56.746861] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:22:56.963819] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:56.964790] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:22:57.014647] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:57.014794] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_realized_volatility (score: 70.00%) [2025-12-02T20:22:57.015585] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 76/210 | Remaining: 134 | Rate: 80.2/min [2025-12-02T20:22:57.015637] [INFO ] [CONFIGURE ] BLBD: Testing feature 23/29: add_recent_range_context [2025-12-02T20:22:57.015686] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context'] [2025-12-02T20:22:57.153454] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:57.251111] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:57.264316] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:22:57.333560] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:22:57.493701] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:57.546352] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:22:57.566162] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:57.708118] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:22:57.752172] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:22:57.873381] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:22:57.873557] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_price_rejection (score: 40.00%) [2025-12-02T20:22:57.874440] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 77/210 | Remaining: 133 | Rate: 80.1/min [2025-12-02T20:22:57.874499] [INFO ] [CONFIGURE ] ARQQ: Testing feature 21/29: add_range_position [2025-12-02T20:22:57.874534] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-12-02T20:22:58.008069] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:58.012177] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:22:58.085521] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:22:58.177825] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:22:58.293054] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:58.415884] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:58.449688] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:58.479080] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:22:58.536804] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:58.778141] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:22:58.778808] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:22:58.800567] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:22:58.819964] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:58.820113] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-12-02T20:22:58.820914] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 78/210 | Remaining: 132 | Rate: 79.8/min [2025-12-02T20:22:58.820965] [INFO ] [CONFIGURE ] BDX: Testing feature 18/29: add_pbf_volatility_5d [2025-12-02T20:22:58.820999] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-12-02T20:22:59.022998] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:22:59.083983] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:22:59.155448] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:59.155619] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-12-02T20:22:59.156480] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 79/210 | Remaining: 131 | Rate: 80.4/min [2025-12-02T20:22:59.156533] [INFO ] [CONFIGURE ] BBWI: Testing feature 18/29: add_pbf_volatility_5d [2025-12-02T20:22:59.156566] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-12-02T20:22:59.192837] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:59.268057] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:22:59.385112] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:22:59.477981] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:22:59.517136] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:22:59.517277] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_recent_range_context (score: 80.00%) [2025-12-02T20:22:59.518137] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 80/210 | Remaining: 130 | Rate: 80.9/min [2025-12-02T20:22:59.518477] [INFO ] [CONFIGURE ] BLBD: Testing feature 24/29: add_rsi [2025-12-02T20:22:59.518514] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-12-02T20:22:59.569120] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:59.692702] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:22:59.802106] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:22:59.816927] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:22:59.952318] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:22:59.993427] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:00.140927] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:00.143313] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:00.296367] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:00.334256] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:00.443990] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:00.475202] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:00.596525] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:00.844915] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:23:00.856001] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:00.937137] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:00.937279] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_range_position (score: 50.00%) [2025-12-02T20:23:00.938104] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 81/210 | Remaining: 129 | Rate: 80.0/min [2025-12-02T20:23:00.938157] [INFO ] [CONFIGURE ] ARQQ: Testing feature 22/29: add_realized_volatility [2025-12-02T20:23:00.938189] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-12-02T20:23:01.032486] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:01.206447] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:01.384375] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:01.395773] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:01.412961] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:01.599009] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:01.723798] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:01.780405] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:01.895030] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:01.934755] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:02.049942] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:02.142819] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:02.274647] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:02.283261] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:02.343302] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:02.500109] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:02.608467] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:02.608635] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-12-02T20:23:02.609425] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 82/210 | Remaining: 128 | Rate: 78.8/min [2025-12-02T20:23:02.609476] [INFO ] [CONFIGURE ] BBWI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-12-02T20:23:02.609509] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-12-02T20:23:02.644184] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:02.671444] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:02.881502] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:02.926227] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:02.942798] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:02.942937] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_rsi (score: 60.00%) [2025-12-02T20:23:02.951931] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 83/210 | Remaining: 127 | Rate: 79.3/min [2025-12-02T20:23:02.952066] [INFO ] [CONFIGURE ] BLBD: Testing feature 25/29: add_tick_distribution [2025-12-02T20:23:02.952101] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution'] [2025-12-02T20:23:03.063724] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:03.063861] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-12-02T20:23:03.064686] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 84/210 | Remaining: 126 | Rate: 80.1/min [2025-12-02T20:23:03.064740] [INFO ] [CONFIGURE ] BDX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-12-02T20:23:03.064774] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-12-02T20:23:03.183399] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:23:03.241334] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:03.245796] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:03.416814] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:03.450565] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:03.550135] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:03.629265] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:03.650945] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:03.831561] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:03.869225] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:03.886251] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:04.016754] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:04.120042] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:04.187045] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:04.214643] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:04.360485] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:04.438263] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:04.501739] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:23:04.598274] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:04.606009] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:04.811153] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:04.811309] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_realized_volatility (score: 60.00%) [2025-12-02T20:23:04.812161] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 85/210 | Remaining: 125 | Rate: 78.9/min [2025-12-02T20:23:04.812216] [INFO ] [CONFIGURE ] ARQQ: Testing feature 23/29: add_recent_range_context [2025-12-02T20:23:04.812251] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-12-02T20:23:04.812734] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:04.833554] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:04.975047] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:23:05.068817] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:05.087408] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:05.125752] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:05.305406] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:05.305534] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_tick_distribution (score: 60.00%) [2025-12-02T20:23:05.306355] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 86/210 | Remaining: 124 | Rate: 79.2/min [2025-12-02T20:23:05.306408] [INFO ] [CONFIGURE ] BLBD: Testing feature 26/29: add_volume_momentum_confirmation [2025-12-02T20:23:05.306439] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-12-02T20:23:05.362122] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:05.369829] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:05.463440] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:23:05.548984] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:23:05.644318] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:05.752370] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:05.791018] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:05.792755] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:05.792892] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-12-02T20:23:05.793705] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 87/210 | Remaining: 123 | Rate: 79.6/min [2025-12-02T20:23:05.793758] [INFO ] [CONFIGURE ] BBWI: Testing feature 20/29: add_price_rejection [2025-12-02T20:23:05.793790] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-12-02T20:23:05.925504] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:06.036014] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:06.140022] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:06.142340] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:06.206099] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:06.283845] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:06.493430] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:06.495114] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:23:06.520591] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:06.535341] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:06.769764] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:06.783164] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:06.848285] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:06.892564] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:06.893006] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-12-02T20:23:06.893816] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 88/210 | Remaining: 122 | Rate: 79.1/min [2025-12-02T20:23:06.893867] [INFO ] [CONFIGURE ] BDX: Testing feature 20/29: add_price_rejection [2025-12-02T20:23:06.893900] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-12-02T20:23:07.029488] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:07.045817] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:07.196467] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:07.278663] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:07.286662] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:07.354449] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:07.523742] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:07.550888] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:07.639197] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:07.639351] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_recent_range_context (score: 30.00%) [2025-12-02T20:23:07.640199] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 89/210 | Remaining: 121 | Rate: 79.2/min [2025-12-02T20:23:07.640254] [INFO ] [CONFIGURE ] ARQQ: Testing feature 24/29: add_rsi [2025-12-02T20:23:07.640287] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-12-02T20:23:07.676809] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:07.773601] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:07.773738] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-12-02T20:23:07.774726] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 90/210 | Remaining: 120 | Rate: 79.9/min [2025-12-02T20:23:07.774777] [INFO ] [CONFIGURE ] BLBD: Testing feature 27/29: add_volume_price_divergence [2025-12-02T20:23:07.774809] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-12-02T20:23:07.910233] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:07.977955] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:08.036509] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:23:08.071300] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:08.287802] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:08.293364] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:08.309480] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:08.474620] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:08.567386] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:08.647245] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:08.650807] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:08.848259] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:08.877016] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:23:08.985992] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:09.011697] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:09.126436] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:09.285053] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:09.324703] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:09.387247] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:09.387382] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_price_rejection (score: 50.00%) [2025-12-02T20:23:09.388175] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 91/210 | Remaining: 119 | Rate: 78.9/min [2025-12-02T20:23:09.388226] [INFO ] [CONFIGURE ] BBWI: Testing feature 21/29: add_range_position [2025-12-02T20:23:09.388258] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position'] [2025-12-02T20:23:09.412846] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:09.657697] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:23:09.673353] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:09.693412] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:09.746800] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:09.928627] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:09.985777] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:10.092949] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:10.101986] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:10.185046] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:10.339982] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:10.450754] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:10.450906] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-12-02T20:23:10.451718] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 92/210 | Remaining: 118 | Rate: 78.6/min [2025-12-02T20:23:10.451771] [INFO ] [CONFIGURE ] BLBD: Testing feature 28/29: add_volume_profile [2025-12-02T20:23:10.451802] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile'] [2025-12-02T20:23:10.469140] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:10.499034] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:10.675323] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:10.726861] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:23:10.834779] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:10.907338] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:10.907491] [INFO ] [CONFIGURE ] BDX: DISCARDED add_price_rejection (score: 60.00%) [2025-12-02T20:23:10.908263] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 93/210 | Remaining: 117 | Rate: 78.9/min [2025-12-02T20:23:10.908316] [INFO ] [CONFIGURE ] BDX: Testing feature 21/29: add_range_position [2025-12-02T20:23:10.908349] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-12-02T20:23:11.001858] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:11.013319] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:11.013469] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_rsi (score: 20.00%) [2025-12-02T20:23:11.014302] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 94/210 | Remaining: 116 | Rate: 79.6/min [2025-12-02T20:23:11.014357] [INFO ] [CONFIGURE ] ARQQ: Testing feature 25/29: add_tick_distribution [2025-12-02T20:23:11.014391] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-12-02T20:23:11.207987] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:11.280907] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:11.296072] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:11.326559] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:11.564802] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:11.624284] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:11.684093] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:11.757610] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:11.841666] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:11.875756] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:12.054098] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:12.108328] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:12.124721] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:12.166743] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:12.376439] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:12.382537] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:12.423091] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:12.575642] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:12.624643] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:12.663257] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:23:12.793729] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:12.881952] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:12.941233] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:12.998837] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:23:13.131597] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:13.131743] [INFO ] [CONFIGURE ] BLBD: KEPT add_volume_profile (score: 90.00%) [2025-12-02T20:23:13.132524] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 95/210 | Remaining: 115 | Rate: 78.1/min [2025-12-02T20:23:13.132590] [INFO ] [CONFIGURE ] BLBD: Testing feature 29/29: add_vwap [2025-12-02T20:23:13.132625] [INFO ] [CONFIGURE ] BLBD: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile', 'add_vwap'] [2025-12-02T20:23:13.163739] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:13.163893] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_range_position (score: 50.00%) [2025-12-02T20:23:13.164714] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 96/210 | Remaining: 114 | Rate: 78.9/min [2025-12-02T20:23:13.164767] [INFO ] [CONFIGURE ] BBWI: Testing feature 22/29: add_realized_volatility [2025-12-02T20:23:13.164801] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-12-02T20:23:13.227358] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:13.409672] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-12-02T20:23:13.434704] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:13.551770] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:13.598589] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:13.682141] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:13.830935] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:13.831070] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_tick_distribution (score: 40.00%) [2025-12-02T20:23:13.831847] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 97/210 | Remaining: 113 | Rate: 79.0/min [2025-12-02T20:23:13.831900] [INFO ] [CONFIGURE ] ARQQ: Testing feature 26/29: add_volume_momentum_confirmation [2025-12-02T20:23:13.831933] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-12-02T20:23:13.867155] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:13.959414] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:14.039310] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:14.107284] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:14.235788] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:14.299348] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:14.387683] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:14.477755] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:14.543257] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:14.665658] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:14.736988] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:14.824857] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:14.905251] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:14.940286] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:15.110561] [DEBUG] [FORECASTER] BLBD: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:15.175116] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:15.175262] [INFO ] [CONFIGURE ] BDX: DISCARDED add_range_position (score: 80.00%) [2025-12-02T20:23:15.176118] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 98/210 | Remaining: 112 | Rate: 78.4/min [2025-12-02T20:23:15.176172] [INFO ] [CONFIGURE ] BDX: Testing feature 22/29: add_realized_volatility [2025-12-02T20:23:15.176206] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-12-02T20:23:15.224035] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:15.337703] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:15.413168] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:15.507690] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:23:15.666086] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:15.711683] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:15.763671] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:15.807843] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:16.010847] [DEBUG] [FORECASTER] BLBD: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:16.010996] [INFO ] [CONFIGURE ] BLBD: DISCARDED add_vwap (score: 80.00%) [2025-12-02T20:23:16.011817] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 99/210 | Remaining: 111 | Rate: 78.3/min [2025-12-02T20:23:16.011871] [INFO ] [CONFIGURE ] BLBD: ===== FEATURE SELECTION COMPLETE ===== [2025-12-02T20:23:16.011901] [INFO ] [CONFIGURE ] BLBD: Best accuracy: 90.00% [2025-12-02T20:23:16.011932] [INFO ] [CONFIGURE ] BLBD: Best feature set (2 features): ['add_order_flow_imbalance', 'add_volume_profile'] [2025-12-02T20:23:16.011963] [INFO ] [CONFIGURE ] BLBD: Improvement over baseline: 20.00% [2025-12-02T20:23:16.011990] [INFO ] [CONFIGURE ] BLBD: Total time: 1.2 minutes [2025-12-02T20:23:16.012014] [INFO ] [CONFIGURE ] BLBD: Average time per feature: 2.5 seconds [2025-12-02T20:23:16.012038] [INFO ] [CONFIGURE ] BLBD: Average speed: 0.39 features/sec [2025-12-02T20:23:16.012293] [INFO ] [LOCAL ] Saved configuration for BLBD: 2 features, 90.00% accuracy -> ./output/feature-sets/BLBD.json [2025-12-02T20:23:16.012333] [INFO ] [CONFIGURE ] BLBD: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-12-02T20:23:16.013355] [INFO ] [sig ] [1/7] BLBD OK in 1m 16s. ETA: 7m 35s. Rate: 0.8 sym/min [2025-12-02T20:23:16.017710] [INFO ] [CONFIGURE ] LPL: Configurate test run. [2025-12-02T20:23:16.017769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-12-02T20:23:16.029967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPL'. [2025-12-02T20:23:16.030560] [INFO ] [CONFIGURE ] LPL: Testing with 29 available features [2025-12-02T20:23:16.030640] [INFO ] [CONFIGURE ] LPL: Establishing baseline with no features... [2025-12-02T20:23:16.088084] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:16.168776] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:16.200625] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:16.222351] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:16.386748] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:16.456114] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:16.658607] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:16.662659] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:16.709441] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:16.717642] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:16.717820] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-12-02T20:23:16.718787] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 100/210 | Remaining: 110 | Rate: 78.4/min [2025-12-02T20:23:16.718851] [INFO ] [CONFIGURE ] ARQQ: Testing feature 27/29: add_volume_price_divergence [2025-12-02T20:23:16.718892] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence'] [2025-12-02T20:23:16.849168] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:17.041264] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:17.053016] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:17.178152] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:17.253013] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:17.274639] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:17.339505] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:17.461444] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:17.650528] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:17.661740] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:17.680236] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:17.680397] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_realized_volatility (score: 60.00%) [2025-12-02T20:23:17.681204] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 101/210 | Remaining: 109 | Rate: 78.2/min [2025-12-02T20:23:17.681257] [INFO ] [CONFIGURE ] BBWI: Testing feature 23/29: add_recent_range_context [2025-12-02T20:23:17.681290] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-12-02T20:23:17.829839] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:23:17.855470] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:17.948141] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:18.017416] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:18.041171] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:18.041299] [INFO ] [CONFIGURE ] LPL: Baseline score (no features): 20.00% [2025-12-02T20:23:18.041764] [INFO ] [CONFIGURE ] LPL: Testing feature 1/29: add_bollinger_bands [2025-12-02T20:23:18.041813] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands'] [2025-12-02T20:23:18.256594] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:18.264667] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:18.326892] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:18.359936] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:18.484385] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:18.555555] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:18.715566] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:23:18.721774] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:18.828750] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:18.850544] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:18.953497] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:19.058414] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:19.144655] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:19.186398] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:19.321405] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:19.397417] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:19.408638] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:19.453597] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:19.634832] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:19.734009] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:19.747817] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:19.747995] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-12-02T20:23:19.748824] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 103/210 | Remaining: 107 | Rate: 77.7/min [2025-12-02T20:23:19.748879] [INFO ] [CONFIGURE ] ARQQ: Testing feature 28/29: add_volume_profile [2025-12-02T20:23:19.748937] [INFO ] [CONFIGURE ] ARQQ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile'] [2025-12-02T20:23:19.814879] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:19.857889] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:20.033517] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:20.071978] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:20.077490] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:20.299164] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:20.299303] [INFO ] [CONFIGURE ] LPL: KEPT add_bollinger_bands (score: 30.00%) [2025-12-02T20:23:20.300099] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 104/210 | Remaining: 106 | Rate: 77.9/min [2025-12-02T20:23:20.300150] [INFO ] [CONFIGURE ] LPL: Testing feature 2/29: add_cumulative_delta [2025-12-02T20:23:20.300182] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-12-02T20:23:20.315834] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:20.315989] [INFO ] [CONFIGURE ] BDX: DISCARDED add_realized_volatility (score: 50.00%) [2025-12-02T20:23:20.316857] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 105/210 | Remaining: 105 | Rate: 78.6/min [2025-12-02T20:23:20.316912] [INFO ] [CONFIGURE ] BDX: Testing feature 23/29: add_recent_range_context [2025-12-02T20:23:20.316947] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-12-02T20:23:20.325781] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:20.410943] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:20.571363] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:20.608759] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:20.717742] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:20.749912] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:20.868416] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:20.890967] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:21.096051] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:21.096186] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_recent_range_context (score: 50.00%) [2025-12-02T20:23:21.096978] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 106/210 | Remaining: 104 | Rate: 78.6/min [2025-12-02T20:23:21.097029] [INFO ] [CONFIGURE ] BBWI: Testing feature 24/29: add_rsi [2025-12-02T20:23:21.097078] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-12-02T20:23:21.117907] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:21.172856] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:21.186405] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:21.454704] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:21.476860] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:23:21.482608] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:21.512946] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:21.729955] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:21.776237] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:21.875840] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:21.908740] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:22.014378] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:22.085682] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:22.258390] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:22.296462] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:22.305185] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:23:22.392403] [DEBUG] [FORECASTER] ARQQ: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:22.613254] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:22.664160] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:22.709416] [DEBUG] [FORECASTER] ARQQ: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:22.709599] [INFO ] [CONFIGURE ] ARQQ: DISCARDED add_volume_profile (score: 50.00%) [2025-12-02T20:23:22.710802] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 107/210 | Remaining: 103 | Rate: 77.8/min [2025-12-02T20:23:22.710879] [INFO ] [CONFIGURE ] ARQQ: ===== FEATURE SELECTION COMPLETE ===== [2025-12-02T20:23:22.710933] [INFO ] [CONFIGURE ] ARQQ: Best accuracy: 60.00% [2025-12-02T20:23:22.710987] [INFO ] [CONFIGURE ] ARQQ: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-12-02T20:23:22.711037] [INFO ] [CONFIGURE ] ARQQ: Improvement over baseline: 20.00% [2025-12-02T20:23:22.711082] [INFO ] [CONFIGURE ] ARQQ: Total time: 1.3 minutes [2025-12-02T20:23:22.711129] [INFO ] [CONFIGURE ] ARQQ: Average time per feature: 2.9 seconds [2025-12-02T20:23:22.711176] [INFO ] [CONFIGURE ] ARQQ: Average speed: 0.36 features/sec [2025-12-02T20:23:22.711509] [INFO ] [LOCAL ] Saved configuration for ARQQ: 3 features, 60.00% accuracy -> ./output/feature-sets/ARQQ.json [2025-12-02T20:23:22.711591] [INFO ] [CONFIGURE ] ARQQ: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-12-02T20:23:22.712420] [INFO ] [sig ] [2/7] ARQQ OK in 1m 22s. ETA: 3m 26s. Rate: 1.5 sym/min [2025-12-02T20:23:22.714008] [INFO ] [CONFIGURE ] NXPI: Configurate test run. [2025-12-02T20:23:22.714084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'. [2025-12-02T20:23:22.721839] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:22.731203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXPI'. [2025-12-02T20:23:22.731762] [INFO ] [CONFIGURE ] NXPI: Testing with 29 available features [2025-12-02T20:23:22.731834] [INFO ] [CONFIGURE ] NXPI: Establishing baseline with no features... [2025-12-02T20:23:22.889803] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:22.926529] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:23.057743] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:23.113999] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:23.163971] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:23.164427] [INFO ] [CONFIGURE ] LPL: KEPT add_cumulative_delta (score: 40.00%) [2025-12-02T20:23:23.165223] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 108/210 | Remaining: 102 | Rate: 78.1/min [2025-12-02T20:23:23.165274] [INFO ] [CONFIGURE ] LPL: Testing feature 3/29: add_daily_returns [2025-12-02T20:23:23.165307] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-12-02T20:23:23.166924] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:23.308731] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:23.446619] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:23.456072] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:23.503356] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:23.588748] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:23.702310] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:23.737009] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:23.866178] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:23.882435] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:23.983031] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:24.023748] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:24.070248] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:24.258617] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:24.262361] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:24.314732] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:24.372434] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:24.372570] [INFO ] [CONFIGURE ] BDX: DISCARDED add_recent_range_context (score: 60.00%) [2025-12-02T20:23:24.373383] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 109/210 | Remaining: 101 | Rate: 77.7/min [2025-12-02T20:23:24.373434] [INFO ] [CONFIGURE ] BDX: Testing feature 24/29: add_rsi [2025-12-02T20:23:24.373468] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi'] [2025-12-02T20:23:24.447377] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:24.620544] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:24.644892] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:24.645024] [INFO ] [CONFIGURE ] NXPI: Baseline score (no features): 20.00% [2025-12-02T20:23:24.645421] [INFO ] [CONFIGURE ] NXPI: Testing feature 1/29: add_bollinger_bands [2025-12-02T20:23:24.645469] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_bollinger_bands'] [2025-12-02T20:23:24.676845] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:23:24.763550] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:24.869979] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:24.908445] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:25.073219] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:25.073373] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_rsi (score: 70.00%) [2025-12-02T20:23:25.074229] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 111/210 | Remaining: 99 | Rate: 78.5/min [2025-12-02T20:23:25.074282] [INFO ] [CONFIGURE ] BBWI: Testing feature 25/29: add_tick_distribution [2025-12-02T20:23:25.074315] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-12-02T20:23:25.094698] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:25.143310] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:25.202218] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:25.319104] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:25.402950] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:25.521174] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:25.526266] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:25.545650] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:25.733975] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:25.770020] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:25.809814] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:25.917443] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:25.994827] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:26.062443] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:26.097592] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.097741] [INFO ] [CONFIGURE ] LPL: DISCARDED add_daily_returns (score: 30.00%) [2025-12-02T20:23:26.098531] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 112/210 | Remaining: 98 | Rate: 78.2/min [2025-12-02T20:23:26.098600] [INFO ] [CONFIGURE ] LPL: Testing feature 4/29: add_ema [2025-12-02T20:23:26.098638] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-12-02T20:23:26.223598] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.299966] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:23:26.402029] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:26.428493] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:26.457157] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.690516] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.702930] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.726680] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.759394] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.921287] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:26.921420] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_bollinger_bands (score: 10.00%) [2025-12-02T20:23:26.922221] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 113/210 | Remaining: 97 | Rate: 78.2/min [2025-12-02T20:23:26.922271] [INFO ] [CONFIGURE ] NXPI: Testing feature 2/29: add_cumulative_delta [2025-12-02T20:23:26.922302] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_cumulative_delta'] [2025-12-02T20:23:27.047660] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:27.080368] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:27.127878] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:27.153466] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:27.375707] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:27.387164] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:27.412466] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:27.559957] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:27.620301] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:27.707138] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:27.739992] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:27.854343] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:27.976840] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:28.034927] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:28.063230] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:28.090492] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:28.332280] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-12-02T20:23:28.368934] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:28.369069] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_tick_distribution (score: 70.00%) [2025-12-02T20:23:28.370008] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 114/210 | Remaining: 96 | Rate: 77.6/min [2025-12-02T20:23:28.370060] [INFO ] [CONFIGURE ] BBWI: Testing feature 26/29: add_volume_momentum_confirmation [2025-12-02T20:23:28.370091] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-12-02T20:23:28.396209] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:28.396367] [INFO ] [CONFIGURE ] BDX: DISCARDED add_rsi (score: 50.00%) [2025-12-02T20:23:28.397229] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 115/210 | Remaining: 95 | Rate: 78.2/min [2025-12-02T20:23:28.397285] [INFO ] [CONFIGURE ] BDX: Testing feature 25/29: add_tick_distribution [2025-12-02T20:23:28.397338] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-12-02T20:23:28.400218] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:28.571767] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:28.701653] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:28.755474] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:28.807741] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:28.814705] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:29.039570] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:29.056454] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:29.110200] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:29.209628] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:29.300452] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:29.300604] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_cumulative_delta (score: 10.00%) [2025-12-02T20:23:29.301414] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 116/210 | Remaining: 94 | Rate: 78.1/min [2025-12-02T20:23:29.301464] [INFO ] [CONFIGURE ] NXPI: Testing feature 3/29: add_daily_returns [2025-12-02T20:23:29.301495] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns'] [2025-12-02T20:23:29.374851] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:29.464613] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:29.464779] [INFO ] [CONFIGURE ] LPL: KEPT add_ema (score: 50.00%) [2025-12-02T20:23:29.465490] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 117/210 | Remaining: 93 | Rate: 78.6/min [2025-12-02T20:23:29.465542] [INFO ] [CONFIGURE ] LPL: Testing feature 5/29: add_exhaustion_signals [2025-12-02T20:23:29.465592] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-12-02T20:23:29.502701] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:29.626333] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:29.709852] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:29.719559] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:29.864149] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:29.924225] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:30.027956] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:30.049315] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:30.126678] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:30.252640] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:30.331989] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:30.383730] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:30.472508] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:23:30.535147] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:30.635832] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:23:30.736139] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:30.740987] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:30.872734] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:30.956928] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:31.018065] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:31.096097] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:31.190857] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:31.305077] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:31.416755] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:31.417092] [INFO ] [CONFIGURE ] NXPI: KEPT add_daily_returns (score: 30.00%) [2025-12-02T20:23:31.417900] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 118/210 | Remaining: 92 | Rate: 77.6/min [2025-12-02T20:23:31.417967] [INFO ] [CONFIGURE ] NXPI: Testing feature 4/29: add_ema [2025-12-02T20:23:31.418000] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_ema'] [2025-12-02T20:23:31.424949] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:31.456435] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:31.681869] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:31.797963] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:31.809196] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:31.809343] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-12-02T20:23:31.810166] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 119/210 | Remaining: 91 | Rate: 77.9/min [2025-12-02T20:23:31.810220] [INFO ] [CONFIGURE ] BBWI: Testing feature 27/29: add_volume_price_divergence [2025-12-02T20:23:31.810253] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-12-02T20:23:31.820781] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:31.940251] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:32.167698] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:32.201179] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:32.210272] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:32.218479] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:32.461717] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:32.551701] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:32.593459] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:32.606637] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:32.606785] [INFO ] [CONFIGURE ] BDX: DISCARDED add_tick_distribution (score: 50.00%) [2025-12-02T20:23:32.607601] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 120/210 | Remaining: 90 | Rate: 77.9/min [2025-12-02T20:23:32.607653] [INFO ] [CONFIGURE ] BDX: Testing feature 26/29: add_volume_momentum_confirmation [2025-12-02T20:23:32.607686] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-12-02T20:23:32.739588] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:32.930846] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:32.980102] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:32.996256] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:33.013707] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:33.274143] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:33.307125] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:33.374094] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:33.374240] [INFO ] [CONFIGURE ] LPL: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-12-02T20:23:33.375060] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 121/210 | Remaining: 89 | Rate: 77.9/min [2025-12-02T20:23:33.375113] [INFO ] [CONFIGURE ] LPL: Testing feature 6/29: add_failed_moves [2025-12-02T20:23:33.375146] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-12-02T20:23:33.378717] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:33.535877] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:33.690549] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:33.714065] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:33.760361] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:33.796288] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:34.054245] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:34.054386] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_ema (score: 20.00%) [2025-12-02T20:23:34.055141] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 122/210 | Remaining: 88 | Rate: 78.0/min [2025-12-02T20:23:34.055191] [INFO ] [CONFIGURE ] NXPI: Testing feature 5/29: add_exhaustion_signals [2025-12-02T20:23:34.055223] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-12-02T20:23:34.056686] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:34.064127] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:34.139732] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:34.313541] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:34.389287] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:34.447372] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:34.527836] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:23:34.585248] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:34.727099] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:34.813637] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:34.849971] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:34.934434] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:35.051637] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:35.104626] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:35.170609] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:35.326518] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:35.369209] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:35.386049] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:35.526685] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:35.526838] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-12-02T20:23:35.527652] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 123/210 | Remaining: 87 | Rate: 77.4/min [2025-12-02T20:23:35.527705] [INFO ] [CONFIGURE ] BBWI: Testing feature 28/29: add_volume_profile [2025-12-02T20:23:35.531054] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-12-02T20:23:35.654974] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:35.715330] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:35.718498] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:35.868204] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:35.917443] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:36.044082] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:36.107414] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:36.176531] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:36.210641] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:36.377230] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:36.440882] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:36.508743] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:36.508878] [INFO ] [CONFIGURE ] BDX: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-12-02T20:23:36.509684] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 124/210 | Remaining: 86 | Rate: 77.2/min [2025-12-02T20:23:36.509736] [INFO ] [CONFIGURE ] BDX: Testing feature 27/29: add_volume_price_divergence [2025-12-02T20:23:36.509770] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-12-02T20:23:36.549437] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:36.707951] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:36.708086] [INFO ] [CONFIGURE ] NXPI: KEPT add_exhaustion_signals (score: 40.00%) [2025-12-02T20:23:36.708887] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 125/210 | Remaining: 85 | Rate: 77.7/min [2025-12-02T20:23:36.708938] [INFO ] [CONFIGURE ] NXPI: Testing feature 6/29: add_failed_moves [2025-12-02T20:23:36.708987] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-12-02T20:23:36.712756] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:36.712899] [INFO ] [CONFIGURE ] LPL: DISCARDED add_failed_moves (score: 40.00%) [2025-12-02T20:23:36.713729] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 126/210 | Remaining: 84 | Rate: 78.3/min [2025-12-02T20:23:36.713781] [INFO ] [CONFIGURE ] LPL: Testing feature 7/29: add_lag_shelf [2025-12-02T20:23:36.713816] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-12-02T20:23:36.887282] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:36.908031] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:36.986488] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:37.046486] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:37.242784] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:37.271490] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:37.308548] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:37.392739] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:23:37.561702] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:37.611679] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:37.738866] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:37.752463] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:23:37.851488] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:37.981450] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:38.083664] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:38.141807] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:38.145054] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:38.346677] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:38.409350] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:38.430184] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:38.553668] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:23:38.699684] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:38.716266] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:38.735299] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:38.967208] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:39.005204] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:39.053197] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:39.053336] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_volume_profile (score: 70.00%) [2025-12-02T20:23:39.054160] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 127/210 | Remaining: 83 | Rate: 77.1/min [2025-12-02T20:23:39.054231] [INFO ] [CONFIGURE ] BBWI: Testing feature 29/29: add_vwap [2025-12-02T20:23:39.054267] [INFO ] [CONFIGURE ] BBWI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_vwap'] [2025-12-02T20:23:39.066357] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:39.300201] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:39.385689] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:39.400043] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:39.424961] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:39.596358] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:39.596500] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_failed_moves (score: 40.00%) [2025-12-02T20:23:39.597387] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 128/210 | Remaining: 82 | Rate: 77.3/min [2025-12-02T20:23:39.597443] [INFO ] [CONFIGURE ] NXPI: Testing feature 7/29: add_lag_shelf [2025-12-02T20:23:39.597477] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-12-02T20:23:39.730109] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:39.782517] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:39.794662] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:39.880600] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:40.071948] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:40.072092] [INFO ] [CONFIGURE ] LPL: DISCARDED add_lag_shelf (score: 40.00%) [2025-12-02T20:23:40.072900] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 129/210 | Remaining: 81 | Rate: 77.5/min [2025-12-02T20:23:40.072952] [INFO ] [CONFIGURE ] LPL: Testing feature 8/29: add_macd [2025-12-02T20:23:40.072984] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-12-02T20:23:40.136726] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:40.162746] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:40.213540] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:40.440856] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:40.483535] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:40.502461] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:40.631741] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:40.631874] [INFO ] [CONFIGURE ] BDX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-12-02T20:23:40.632674] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 130/210 | Remaining: 80 | Rate: 77.7/min [2025-12-02T20:23:40.632729] [INFO ] [CONFIGURE ] BDX: Testing feature 28/29: add_volume_profile [2025-12-02T20:23:40.632762] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-12-02T20:23:40.727307] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:40.860119] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:40.945927] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:41.009654] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:41.029735] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:41.202674] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:41.290291] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:41.377810] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:23:41.429715] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:41.553138] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:41.575880] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:41.805083] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:41.828947] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:41.864392] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:23:41.901775] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:42.147810] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:42.224756] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-12-02T20:23:42.236509] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:42.252956] [DEBUG] [FORECASTER] BBWI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:42.436832] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:42.437367] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_lag_shelf (score: 30.00%) [2025-12-02T20:23:42.438507] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 131/210 | Remaining: 79 | Rate: 76.9/min [2025-12-02T20:23:42.438593] [INFO ] [CONFIGURE ] NXPI: Testing feature 8/29: add_macd [2025-12-02T20:23:42.438665] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-12-02T20:23:42.615284] [DEBUG] [FORECASTER] BBWI: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:42.615434] [INFO ] [CONFIGURE ] BBWI: DISCARDED add_vwap (score: 60.00%) [2025-12-02T20:23:42.616192] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 132/210 | Remaining: 78 | Rate: 77.3/min [2025-12-02T20:23:42.616247] [INFO ] [CONFIGURE ] BBWI: ===== FEATURE SELECTION COMPLETE ===== [2025-12-02T20:23:42.616279] [INFO ] [CONFIGURE ] BBWI: Best accuracy: 90.00% [2025-12-02T20:23:42.616309] [INFO ] [CONFIGURE ] BBWI: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-12-02T20:23:42.616337] [INFO ] [CONFIGURE ] BBWI: Improvement over baseline: 50.00% [2025-12-02T20:23:42.616362] [INFO ] [CONFIGURE ] BBWI: Total time: 1.7 minutes [2025-12-02T20:23:42.616389] [INFO ] [CONFIGURE ] BBWI: Average time per feature: 3.4 seconds [2025-12-02T20:23:42.616414] [INFO ] [CONFIGURE ] BBWI: Average speed: 0.29 features/sec [2025-12-02T20:23:42.616676] [INFO ] [LOCAL ] Saved configuration for BBWI: 3 features, 90.00% accuracy -> ./output/feature-sets/BBWI.json [2025-12-02T20:23:42.616718] [INFO ] [CONFIGURE ] BBWI: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-12-02T20:23:42.617308] [INFO ] [sig ] [3/7] BBWI OK in 1m 42s. ETA: 2m 17s. Rate: 1.8 sym/min [2025-12-02T20:23:42.619161] [INFO ] [CONFIGURE ] PAX: Configurate test run. [2025-12-02T20:23:42.619223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'. [2025-12-02T20:23:42.624859] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-12-02T20:23:42.631146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAX'. [2025-12-02T20:23:42.631498] [INFO ] [CONFIGURE ] PAX: Testing with 29 available features [2025-12-02T20:23:42.631544] [INFO ] [CONFIGURE ] PAX: Establishing baseline with no features... [2025-12-02T20:23:42.670122] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:42.797749] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:42.811196] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:42.987567] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:43.022361] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:43.099094] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:43.132040] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:43.168114] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:43.347894] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:43.423688] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:43.478320] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:43.533861] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:43.538190] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:43.746372] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:23:43.818661] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:43.836504] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:43.941998] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:43.995382] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:44.127774] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:44.155451] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:44.239166] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:44.324506] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:23:44.431817] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:44.431980] [INFO ] [CONFIGURE ] LPL: DISCARDED add_macd (score: 30.00%) [2025-12-02T20:23:44.432787] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 133/210 | Remaining: 77 | Rate: 76.5/min [2025-12-02T20:23:44.432839] [INFO ] [CONFIGURE ] LPL: Testing feature 9/29: add_mfi [2025-12-02T20:23:44.432873] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-12-02T20:23:44.492231] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:44.520174] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:44.520314] [INFO ] [CONFIGURE ] PAX: Baseline score (no features): 80.00% [2025-12-02T20:23:44.520769] [INFO ] [CONFIGURE ] PAX: Testing feature 1/29: add_bollinger_bands [2025-12-02T20:23:44.520822] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands'] [2025-12-02T20:23:44.648190] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:23:44.648346] [INFO ] [CONFIGURE ] BDX: DISCARDED add_volume_profile (score: 70.00%) [2025-12-02T20:23:44.649205] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 135/210 | Remaining: 75 | Rate: 77.5/min [2025-12-02T20:23:44.649259] [INFO ] [CONFIGURE ] BDX: Testing feature 29/29: add_vwap [2025-12-02T20:23:44.649293] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-12-02T20:23:44.767917] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:44.771879] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:44.832401] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:45.008183] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:45.056380] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:45.112936] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:45.180252] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:45.260845] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:45.456283] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:45.464251] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-12-02T20:23:45.498192] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:45.522827] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:45.729891] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:45.796358] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:45.863949] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:45.874813] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:45.874984] [INFO ] [CONFIGURE ] NXPI: KEPT add_macd (score: 50.00%) [2025-12-02T20:23:45.875925] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 136/210 | Remaining: 74 | Rate: 77.2/min [2025-12-02T20:23:45.875982] [INFO ] [CONFIGURE ] NXPI: Testing feature 9/29: add_mfi [2025-12-02T20:23:45.876016] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi'] [2025-12-02T20:23:45.960680] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:23:46.160862] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:46.190832] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:46.238963] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:46.272023] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-12-02T20:23:46.418711] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:46.507436] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:46.590401] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:46.647786] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:23:46.678553] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-12-02T20:23:46.869142] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:46.888648] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:46.888841] [INFO ] [CONFIGURE ] PAX: KEPT add_bollinger_bands (score: 90.00%) [2025-12-02T20:23:46.889687] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 137/210 | Remaining: 73 | Rate: 77.0/min [2025-12-02T20:23:46.889741] [INFO ] [CONFIGURE ] PAX: Testing feature 2/29: add_cumulative_delta [2025-12-02T20:23:46.889776] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-12-02T20:23:46.944391] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:47.079547] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:47.187900] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:47.212698] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:47.297148] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:47.460393] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:23:47.503110] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:47.561957] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:47.656734] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:47.737092] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:47.902075] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:47.902224] [INFO ] [CONFIGURE ] LPL: DISCARDED add_mfi (score: 50.00%) [2025-12-02T20:23:47.903024] [INFO ] [CONFIGURE ] JOB ETA: 56s | Tests: 138/210 | Remaining: 72 | Rate: 76.9/min [2025-12-02T20:23:47.903074] [INFO ] [CONFIGURE ] LPL: Testing feature 10/29: add_momentum_acceleration [2025-12-02T20:23:47.903106] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:23:47.919927] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0 [2025-12-02T20:23:48.032695] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:48.034607] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:48.304586] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:48.320483] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:48.333386] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:48.403221] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:48.581802] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:48.734609] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:48.734771] [INFO ] [CONFIGURE ] BDX: DISCARDED add_vwap (score: 60.00%) [2025-12-02T20:23:48.735507] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 139/210 | Remaining: 71 | Rate: 76.8/min [2025-12-02T20:23:48.735562] [INFO ] [CONFIGURE ] BDX: ===== FEATURE SELECTION COMPLETE ===== [2025-12-02T20:23:48.735609] [INFO ] [CONFIGURE ] BDX: Best accuracy: 80.00% [2025-12-02T20:23:48.735641] [INFO ] [CONFIGURE ] BDX: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:23:48.735668] [INFO ] [CONFIGURE ] BDX: Improvement over baseline: 30.00% [2025-12-02T20:23:48.735692] [INFO ] [CONFIGURE ] BDX: Total time: 1.8 minutes [2025-12-02T20:23:48.735716] [INFO ] [CONFIGURE ] BDX: Average time per feature: 3.8 seconds [2025-12-02T20:23:48.735757] [INFO ] [CONFIGURE ] BDX: Average speed: 0.27 features/sec [2025-12-02T20:23:48.735997] [INFO ] [LOCAL ] Saved configuration for BDX: 4 features, 80.00% accuracy -> ./output/feature-sets/BDX.json [2025-12-02T20:23:48.736039] [INFO ] [CONFIGURE ] BDX: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-12-02T20:23:48.736622] [INFO ] [sig ] [4/7] BDX OK in 1m 49s. ETA: 1m 21s. Rate: 2.2 sym/min [2025-12-02T20:23:48.763947] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:48.769287] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:48.860359] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:49.155405] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:49.158742] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:49.189436] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:23:49.440822] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:49.524771] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:49.524951] [INFO ] [CONFIGURE ] NXPI: KEPT add_mfi (score: 60.00%) [2025-12-02T20:23:49.525760] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 140/210 | Remaining: 70 | Rate: 76.8/min [2025-12-02T20:23:49.525812] [INFO ] [CONFIGURE ] NXPI: Testing feature 10/29: add_momentum_acceleration [2025-12-02T20:23:49.525846] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:23:49.615593] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:49.721714] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:49.721845] [INFO ] [CONFIGURE ] PAX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-12-02T20:23:49.722609] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 141/210 | Remaining: 69 | Rate: 77.2/min [2025-12-02T20:23:49.722668] [INFO ] [CONFIGURE ] PAX: Testing feature 3/29: add_daily_returns [2025-12-02T20:23:49.722701] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-12-02T20:23:49.955221] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:49.983671] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:50.042089] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:50.211309] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:23:50.443005] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:50.449030] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:50.456107] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:23:50.686208] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:50.871542] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:50.887257] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:50.922551] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:51.167473] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:51.296449] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:51.350497] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:51.409524] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:51.648012] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:51.716388] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:51.809236] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:51.885509] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:23:52.122346] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:52.122477] [INFO ] [CONFIGURE ] PAX: DISCARDED add_daily_returns (score: 80.00%) [2025-12-02T20:23:52.123277] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 142/210 | Remaining: 68 | Rate: 76.1/min [2025-12-02T20:23:52.123328] [INFO ] [CONFIGURE ] PAX: Testing feature 4/29: add_ema [2025-12-02T20:23:52.123359] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-12-02T20:23:52.133164] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:52.133326] [INFO ] [CONFIGURE ] LPL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-12-02T20:23:52.134341] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 143/210 | Remaining: 67 | Rate: 76.6/min [2025-12-02T20:23:52.134391] [INFO ] [CONFIGURE ] LPL: Testing feature 11/29: add_obv_daily [2025-12-02T20:23:52.134424] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-12-02T20:23:52.281428] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:52.398632] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:52.480732] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:52.672162] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:23:52.744942] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:52.829057] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:52.949353] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:23:53.174903] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:23:53.219772] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:53.226161] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:53.507070] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:53.527227] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:53.673030] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:53.783441] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:53.880363] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:54.058800] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:54.136560] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:54.136725] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-12-02T20:23:54.137563] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 144/210 | Remaining: 66 | Rate: 75.8/min [2025-12-02T20:23:54.137635] [INFO ] [CONFIGURE ] NXPI: Testing feature 11/29: add_obv_daily [2025-12-02T20:23:54.137670] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-12-02T20:23:54.232678] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:54.336089] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:54.524371] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:54.585442] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:54.615763] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:54.890286] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:54.890448] [INFO ] [CONFIGURE ] PAX: DISCARDED add_ema (score: 60.00%) [2025-12-02T20:23:54.891314] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 145/210 | Remaining: 65 | Rate: 75.8/min [2025-12-02T20:23:54.891365] [INFO ] [CONFIGURE ] PAX: Testing feature 5/29: add_exhaustion_signals [2025-12-02T20:23:54.891397] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-12-02T20:23:54.918558] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:54.933733] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:55.167719] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:55.284869] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:23:55.313659] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:55.445498] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:23:55.645823] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:55.645969] [INFO ] [CONFIGURE ] LPL: DISCARDED add_obv_daily (score: 30.00%) [2025-12-02T20:23:55.647009] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 146/210 | Remaining: 64 | Rate: 75.9/min [2025-12-02T20:23:55.647058] [INFO ] [CONFIGURE ] LPL: Testing feature 12/29: add_obv_interval [2025-12-02T20:23:55.647090] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-12-02T20:23:55.708596] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:55.724448] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:55.984428] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:56.004169] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:56.097350] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:56.281293] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:56.313694] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:56.497907] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:23:56.574868] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:23:56.648250] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:23:56.854501] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:56.893599] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:56.978055] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:57.132376] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:57.285356] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:57.311555] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:23:57.410531] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:23:57.644205] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:23:57.691146] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:23:57.692946] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:23:57.693079] [INFO ] [CONFIGURE ] PAX: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-12-02T20:23:57.693874] [INFO ] [CONFIGURE ] JOB ETA: 50s | Tests: 147/210 | Remaining: 63 | Rate: 75.1/min [2025-12-02T20:23:57.693925] [INFO ] [CONFIGURE ] PAX: Testing feature 6/29: add_failed_moves [2025-12-02T20:23:57.693957] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-12-02T20:23:57.922459] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:57.988145] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:23:58.079568] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:23:58.079738] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_obv_daily (score: 60.00%) [2025-12-02T20:23:58.080512] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 148/210 | Remaining: 62 | Rate: 75.3/min [2025-12-02T20:23:58.080562] [INFO ] [CONFIGURE ] NXPI: Testing feature 12/29: add_obv_interval [2025-12-02T20:23:58.080613] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-12-02T20:23:58.150168] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:23:58.323918] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:23:58.381708] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:58.447981] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:23:58.631136] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:23:58.656929] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:23:58.820455] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:23:58.862272] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:23:58.988291] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:23:58.988434] [INFO ] [CONFIGURE ] LPL: DISCARDED add_obv_interval (score: 40.00%) [2025-12-02T20:23:58.989525] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 149/210 | Remaining: 61 | Rate: 75.2/min [2025-12-02T20:23:58.989591] [INFO ] [CONFIGURE ] LPL: Testing feature 13/29: add_opening_strength [2025-12-02T20:23:58.989626] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-12-02T20:23:59.110945] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:23:59.198073] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:23:59.339805] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:23:59.357339] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:23:59.568712] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:23:59.582939] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:23:59.726100] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:23:59.799686] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:23:59.973118] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:00.032222] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:00.032346] [INFO ] [CONFIGURE ] PAX: KEPT add_failed_moves (score: 100.00%) [2025-12-02T20:24:00.033145] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 150/210 | Remaining: 60 | Rate: 75.1/min [2025-12-02T20:24:00.033478] [INFO ] [CONFIGURE ] PAX: Testing feature 7/29: add_lag_shelf [2025-12-02T20:24:00.033513] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-12-02T20:24:00.095897] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:00.265823] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:00.365594] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:00.483887] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:00.497554] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:00.736394] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:00.753353] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:00.906617] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:01.018085] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:01.177506] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:01.257991] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:01.293036] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:01.516381] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:01.558768] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:01.683459] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:01.774924] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:01.964458] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:01.964628] [INFO ] [CONFIGURE ] NXPI: KEPT add_obv_interval (score: 70.00%) [2025-12-02T20:24:01.965426] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 151/210 | Remaining: 59 | Rate: 74.4/min [2025-12-02T20:24:01.965477] [INFO ] [CONFIGURE ] NXPI: Testing feature 13/29: add_opening_strength [2025-12-02T20:24:01.965510] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_opening_strength'] [2025-12-02T20:24:02.027072] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:02.093308] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:02.270843] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:02.373135] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:02.470672] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:02.509601] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:02.509768] [INFO ] [CONFIGURE ] PAX: DISCARDED add_lag_shelf (score: 70.00%) [2025-12-02T20:24:02.510567] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 152/210 | Remaining: 58 | Rate: 74.6/min [2025-12-02T20:24:02.510638] [INFO ] [CONFIGURE ] PAX: Testing feature 8/29: add_macd [2025-12-02T20:24:02.510671] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-12-02T20:24:02.783473] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:02.853417] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:02.853604] [INFO ] [CONFIGURE ] LPL: DISCARDED add_opening_strength (score: 30.00%) [2025-12-02T20:24:02.854857] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 153/210 | Remaining: 57 | Rate: 74.8/min [2025-12-02T20:24:02.854906] [INFO ] [CONFIGURE ] LPL: Testing feature 14/29: add_order_flow_imbalance [2025-12-02T20:24:02.854939] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-12-02T20:24:02.855659] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:03.194935] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:03.203199] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:03.211932] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:03.553966] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:03.573396] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:03.619257] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:03.905205] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:03.957557] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:04.053474] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:04.249754] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:04.322077] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:04.460656] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:04.596943] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:04.684621] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:04.892309] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:04.955698] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:05.131442] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:05.401297] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:24:05.454219] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:05.625625] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:05.863237] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:06.026836] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:06.107140] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:06.292071] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:24:06.292279] [INFO ] [CONFIGURE ] PAX: DISCARDED add_macd (score: 50.00%) [2025-12-02T20:24:06.293112] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 154/210 | Remaining: 56 | Rate: 73.3/min [2025-12-02T20:24:06.293167] [INFO ] [CONFIGURE ] PAX: Testing feature 9/29: add_mfi [2025-12-02T20:24:06.293201] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-12-02T20:24:06.538016] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:06.538164] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_opening_strength (score: 50.00%) [2025-12-02T20:24:06.538955] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 155/210 | Remaining: 55 | Rate: 73.6/min [2025-12-02T20:24:06.539009] [INFO ] [CONFIGURE ] NXPI: Testing feature 14/29: add_order_flow_imbalance [2025-12-02T20:24:06.539043] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-12-02T20:24:06.540279] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:06.545535] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:06.785963] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:06.922395] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:06.922538] [INFO ] [CONFIGURE ] LPL: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-12-02T20:24:06.924107] [INFO ] [CONFIGURE ] JOB ETA: 44s | Tests: 156/210 | Remaining: 54 | Rate: 73.9/min [2025-12-02T20:24:06.924160] [INFO ] [CONFIGURE ] LPL: Testing feature 15/29: add_pbf_morning_momentum [2025-12-02T20:24:06.924192] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-12-02T20:24:06.977192] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:07.032512] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:07.268610] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:07.281534] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:07.394447] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:07.532524] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:07.605113] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:07.776510] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:07.809437] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:07.937458] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:08.018664] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:08.226813] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:08.258020] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:08.266263] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:08.501184] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:08.595539] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:08.661611] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:08.745381] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:08.745535] [INFO ] [CONFIGURE ] PAX: DISCARDED add_mfi (score: 80.00%) [2025-12-02T20:24:08.746357] [INFO ] [CONFIGURE ] JOB ETA: 43s | Tests: 157/210 | Remaining: 53 | Rate: 73.3/min [2025-12-02T20:24:08.746408] [INFO ] [CONFIGURE ] PAX: Testing feature 10/29: add_momentum_acceleration [2025-12-02T20:24:08.746440] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-12-02T20:24:08.924626] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:09.061149] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:09.090533] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:09.303059] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:09.393261] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:09.535289] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:09.636117] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:09.714956] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:09.958768] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:09.969457] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:24:10.035001] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:10.325992] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:10.326138] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-12-02T20:24:10.327159] [INFO ] [CONFIGURE ] JOB ETA: 43s | Tests: 158/210 | Remaining: 52 | Rate: 72.8/min [2025-12-02T20:24:10.327214] [INFO ] [CONFIGURE ] LPL: Testing feature 16/29: add_pbf_overnight_gap [2025-12-02T20:24:10.327247] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-12-02T20:24:10.355989] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:10.380751] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:10.677383] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:10.693426] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:10.819683] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:10.820034] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-12-02T20:24:10.820758] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 159/210 | Remaining: 51 | Rate: 73.0/min [2025-12-02T20:24:10.820815] [INFO ] [CONFIGURE ] NXPI: Testing feature 15/29: add_pbf_morning_momentum [2025-12-02T20:24:10.820847] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-12-02T20:24:11.007595] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:11.069960] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:11.201436] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:11.336422] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:11.416020] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:11.588394] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:11.667650] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:11.766151] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:11.974189] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:11.997746] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:11.997917] [INFO ] [CONFIGURE ] PAX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-12-02T20:24:11.998696] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 160/210 | Remaining: 50 | Rate: 72.8/min [2025-12-02T20:24:11.998749] [INFO ] [CONFIGURE ] PAX: Testing feature 11/29: add_obv_daily [2025-12-02T20:24:11.998782] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-12-02T20:24:12.113252] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:12.259622] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:12.354346] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:12.457886] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:12.545409] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:12.738887] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:12.803979] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:12.821114] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:13.086085] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:13.123482] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:13.148453] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:13.347618] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:13.494529] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:13.501757] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:13.609159] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:13.848590] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:13.848738] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-12-02T20:24:13.849954] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 161/210 | Remaining: 49 | Rate: 72.3/min [2025-12-02T20:24:13.850162] [INFO ] [CONFIGURE ] LPL: Testing feature 17/29: add_pbf_return_2d [2025-12-02T20:24:13.850497] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-12-02T20:24:13.876775] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:13.887039] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:14.149967] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:14.203776] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:14.275212] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:14.428245] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:14.554673] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:14.673142] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:14.673272] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-12-02T20:24:14.674497] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 162/210 | Remaining: 48 | Rate: 72.3/min [2025-12-02T20:24:14.674546] [INFO ] [CONFIGURE ] NXPI: Testing feature 16/29: add_pbf_overnight_gap [2025-12-02T20:24:14.674595] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-12-02T20:24:14.692928] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:14.693071] [INFO ] [CONFIGURE ] PAX: DISCARDED add_obv_daily (score: 70.00%) [2025-12-02T20:24:14.694048] [INFO ] [CONFIGURE ] JOB ETA: 39s | Tests: 163/210 | Remaining: 47 | Rate: 72.7/min [2025-12-02T20:24:14.694097] [INFO ] [CONFIGURE ] PAX: Testing feature 12/29: add_obv_interval [2025-12-02T20:24:14.694129] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-12-02T20:24:14.901409] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:24:14.936475] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:15.057932] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:15.182624] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:15.253050] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:15.445252] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:15.451709] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:15.617688] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:15.715079] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:15.843437] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:15.964297] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:15.976274] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:16.213267] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:16.227843] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:16.361551] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:16.462772] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:16.620892] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:16.716910] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:16.753198] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:16.972156] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:17.011799] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:17.142641] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:17.233369] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:17.233521] [INFO ] [CONFIGURE ] PAX: DISCARDED add_obv_interval (score: 60.00%) [2025-12-02T20:24:17.234736] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 164/210 | Remaining: 46 | Rate: 71.8/min [2025-12-02T20:24:17.234791] [INFO ] [CONFIGURE ] PAX: Testing feature 13/29: add_opening_strength [2025-12-02T20:24:17.234844] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-12-02T20:24:17.397822] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:17.510502] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:17.510663] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-12-02T20:24:17.511744] [INFO ] [CONFIGURE ] JOB ETA: 37s | Tests: 165/210 | Remaining: 45 | Rate: 72.1/min [2025-12-02T20:24:17.511805] [INFO ] [CONFIGURE ] LPL: Testing feature 18/29: add_pbf_volatility_5d [2025-12-02T20:24:17.511846] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-12-02T20:24:17.566179] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:17.811271] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:17.854431] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:17.860254] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:18.137235] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:18.209327] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:18.228002] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:18.429986] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:18.587457] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:24:18.688874] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:18.689036] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-12-02T20:24:18.690507] [INFO ] [CONFIGURE ] JOB ETA: 37s | Tests: 166/210 | Remaining: 44 | Rate: 71.9/min [2025-12-02T20:24:18.690558] [INFO ] [CONFIGURE ] NXPI: Testing feature 17/29: add_pbf_return_2d [2025-12-02T20:24:18.690647] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_pbf_return_2d'] [2025-12-02T20:24:18.732188] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:18.930959] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:19.040453] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:19.130268] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:19.266942] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:19.333156] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:19.568127] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:19.596890] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:19.622016] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1 [2025-12-02T20:24:19.924349] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:19.942550] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:20.014623] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:20.242246] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:24:20.242381] [INFO ] [CONFIGURE ] PAX: DISCARDED add_opening_strength (score: 60.00%) [2025-12-02T20:24:20.243924] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 167/210 | Remaining: 43 | Rate: 71.5/min [2025-12-02T20:24:20.243976] [INFO ] [CONFIGURE ] PAX: Testing feature 14/29: add_order_flow_imbalance [2025-12-02T20:24:20.244008] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-12-02T20:24:20.280306] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:20.448661] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:20.530444] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:20.623143] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0 [2025-12-02T20:24:20.809752] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:20.881509] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:20.984548] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:20.984713] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-12-02T20:24:20.986497] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 168/210 | Remaining: 42 | Rate: 71.6/min [2025-12-02T20:24:20.986553] [INFO ] [CONFIGURE ] LPL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-12-02T20:24:20.986621] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-12-02T20:24:21.090596] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:21.312308] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:21.333456] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:21.370802] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:21.638831] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:21.672424] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:21.747195] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:21.906560] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:21.996106] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:22.169319] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:22.172249] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:22.318252] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:22.433239] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:22.567698] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:22.640373] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:22.697332] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:22.963898] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0 [2025-12-02T20:24:22.964042] [INFO ] [CONFIGURE ] PAX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-12-02T20:24:22.965235] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 169/210 | Remaining: 41 | Rate: 71.0/min [2025-12-02T20:24:22.965285] [INFO ] [CONFIGURE ] PAX: Testing feature 15/29: add_pbf_morning_momentum [2025-12-02T20:24:22.965318] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-12-02T20:24:22.982009] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:22.982165] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-12-02T20:24:22.983294] [INFO ] [CONFIGURE ] JOB ETA: 34s | Tests: 170/210 | Remaining: 40 | Rate: 71.4/min [2025-12-02T20:24:22.983346] [INFO ] [CONFIGURE ] NXPI: Testing feature 18/29: add_pbf_volatility_5d [2025-12-02T20:24:22.983380] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-12-02T20:24:22.990372] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:23.200610] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:23.338015] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:23.365453] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:23.436324] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:23.674663] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:23.682740] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:23.742057] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:23.911175] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:24.028257] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:24.124707] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:24.151741] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:24.373150] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:24.373489] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-12-02T20:24:24.375012] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 171/210 | Remaining: 39 | Rate: 71.2/min [2025-12-02T20:24:24.375064] [INFO ] [CONFIGURE ] LPL: Testing feature 20/29: add_price_rejection [2025-12-02T20:24:24.375096] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-12-02T20:24:24.392063] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:24.503132] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:24.629636] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:24.736150] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:24.870514] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:24.888948] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:25.103934] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:25.135200] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:25.266384] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:25.394843] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:25.394976] [INFO ] [CONFIGURE ] PAX: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-12-02T20:24:25.396119] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 172/210 | Remaining: 38 | Rate: 71.1/min [2025-12-02T20:24:25.396173] [INFO ] [CONFIGURE ] PAX: Testing feature 16/29: add_pbf_overnight_gap [2025-12-02T20:24:25.396224] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-12-02T20:24:25.471672] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:25.647033] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:25.668525] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:25.846412] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:25.934548] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:26.042185] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:26.199119] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:26.209309] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:26.426886] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:26.450817] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:26.579472] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:26.705510] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:26.810908] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:26.811058] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-12-02T20:24:26.812431] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 173/210 | Remaining: 37 | Rate: 70.8/min [2025-12-02T20:24:26.812483] [INFO ] [CONFIGURE ] NXPI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-12-02T20:24:26.812517] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-12-02T20:24:26.957014] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:26.960884] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:27.195456] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:27.215563] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:27.327828] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:27.470716] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:27.574664] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:27.686215] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:27.728820] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:27.957669] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:27.985647] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:27.985793] [INFO ] [CONFIGURE ] PAX: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-12-02T20:24:27.987083] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 174/210 | Remaining: 36 | Rate: 70.6/min [2025-12-02T20:24:27.987133] [INFO ] [CONFIGURE ] PAX: Testing feature 17/29: add_pbf_return_2d [2025-12-02T20:24:27.987165] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-12-02T20:24:28.038273] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:28.038424] [INFO ] [CONFIGURE ] LPL: DISCARDED add_price_rejection (score: 30.00%) [2025-12-02T20:24:28.039728] [INFO ] [CONFIGURE ] JOB ETA: 30s | Tests: 175/210 | Remaining: 35 | Rate: 71.0/min [2025-12-02T20:24:28.039777] [INFO ] [CONFIGURE ] LPL: Testing feature 21/29: add_range_position [2025-12-02T20:24:28.039809] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-12-02T20:24:28.245814] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:28.339625] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:28.392906] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:28.502747] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:28.722433] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:28.754729] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:28.763029] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:29.023470] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:29.116068] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:29.118164] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:24:29.286066] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:29.477926] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:29.502027] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:29.543470] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:29.803631] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:29.838150] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:29.908907] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:30.060871] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:30.199426] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:30.285839] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:30.320400] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:30.565540] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:30.581997] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:30.582127] [INFO ] [CONFIGURE ] PAX: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-12-02T20:24:30.583447] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 176/210 | Remaining: 34 | Rate: 70.2/min [2025-12-02T20:24:30.583496] [INFO ] [CONFIGURE ] PAX: Testing feature 18/29: add_pbf_volatility_5d [2025-12-02T20:24:30.583528] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-12-02T20:24:30.661300] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:30.661436] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-12-02T20:24:30.662728] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 177/210 | Remaining: 33 | Rate: 70.6/min [2025-12-02T20:24:30.662779] [INFO ] [CONFIGURE ] NXPI: Testing feature 20/29: add_price_rejection [2025-12-02T20:24:30.662811] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_price_rejection'] [2025-12-02T20:24:30.818147] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:30.938319] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:31.051376] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:31.066112] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:31.284605] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:31.302169] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:31.464805] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:31.519127] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:31.670896] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:31.671038] [INFO ] [CONFIGURE ] LPL: DISCARDED add_range_position (score: 20.00%) [2025-12-02T20:24:31.672175] [INFO ] [CONFIGURE ] JOB ETA: 27s | Tests: 178/210 | Remaining: 32 | Rate: 70.5/min [2025-12-02T20:24:31.672223] [INFO ] [CONFIGURE ] LPL: Testing feature 22/29: add_realized_volatility [2025-12-02T20:24:31.672254] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-12-02T20:24:31.760028] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:31.876001] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:31.996045] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:32.107987] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:32.233504] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:32.291695] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:32.472022] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:32.534354] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:32.694397] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:32.708501] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:32.945079] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:32.945218] [INFO ] [CONFIGURE ] PAX: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-12-02T20:24:32.946339] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 179/210 | Remaining: 31 | Rate: 70.3/min [2025-12-02T20:24:32.946389] [INFO ] [CONFIGURE ] PAX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-12-02T20:24:32.946420] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-12-02T20:24:32.960453] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:33.088382] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:33.172163] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:33.398118] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:33.401839] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:33.484475] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:33.633409] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:33.839873] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:33.865642] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:33.883466] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:34.097270] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:34.278824] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:34.279002] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:34.325897] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:34.556752] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:34.679438] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:34.679569] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_price_rejection (score: 50.00%) [2025-12-02T20:24:34.680450] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 180/210 | Remaining: 30 | Rate: 69.9/min [2025-12-02T20:24:34.680499] [INFO ] [CONFIGURE ] NXPI: Testing feature 21/29: add_range_position [2025-12-02T20:24:34.680535] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_range_position'] [2025-12-02T20:24:34.716473] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:34.791774] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:35.025056] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:35.085686] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:35.152465] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:35.259656] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:35.259793] [INFO ] [CONFIGURE ] PAX: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-12-02T20:24:35.260992] [INFO ] [CONFIGURE ] JOB ETA: 25s | Tests: 181/210 | Remaining: 29 | Rate: 70.0/min [2025-12-02T20:24:35.261042] [INFO ] [CONFIGURE ] PAX: Testing feature 20/29: add_price_rejection [2025-12-02T20:24:35.261073] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-12-02T20:24:35.489158] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:35.516845] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:35.589993] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:35.771348] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:35.891826] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:36.024138] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:36.024298] [INFO ] [CONFIGURE ] LPL: DISCARDED add_realized_volatility (score: 40.00%) [2025-12-02T20:24:36.025533] [INFO ] [CONFIGURE ] JOB ETA: 24s | Tests: 182/210 | Remaining: 28 | Rate: 70.1/min [2025-12-02T20:24:36.025598] [INFO ] [CONFIGURE ] LPL: Testing feature 23/29: add_recent_range_context [2025-12-02T20:24:36.025632] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-12-02T20:24:36.025705] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:36.277698] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:36.302646] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:36.362474] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:36.531770] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:36.692338] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:36.735520] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:36.786511] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:37.028784] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:37.043227] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:37.160218] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:37.299540] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:37.399032] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:37.560841] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:37.584550] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:37.774740] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:37.819155] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:37.819282] [INFO ] [CONFIGURE ] PAX: DISCARDED add_price_rejection (score: 70.00%) [2025-12-02T20:24:37.820625] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 183/210 | Remaining: 27 | Rate: 69.7/min [2025-12-02T20:24:37.820675] [INFO ] [CONFIGURE ] PAX: Testing feature 21/29: add_range_position [2025-12-02T20:24:37.820707] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-12-02T20:24:37.998658] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:38.089854] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:38.142962] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:38.358123] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:38.410206] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:38.501324] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:38.628083] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:38.831628] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:38.831823] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_range_position (score: 60.00%) [2025-12-02T20:24:38.833062] [INFO ] [CONFIGURE ] JOB ETA: 22s | Tests: 184/210 | Remaining: 26 | Rate: 69.6/min [2025-12-02T20:24:38.833114] [INFO ] [CONFIGURE ] NXPI: Testing feature 22/29: add_realized_volatility [2025-12-02T20:24:38.833147] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_realized_volatility'] [2025-12-02T20:24:38.863075] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:38.898709] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:39.169871] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:39.223206] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:39.307691] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:39.444934] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:39.594162] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:39.594342] [INFO ] [CONFIGURE ] LPL: DISCARDED add_recent_range_context (score: 50.00%) [2025-12-02T20:24:39.595796] [INFO ] [CONFIGURE ] JOB ETA: 22s | Tests: 185/210 | Remaining: 25 | Rate: 69.6/min [2025-12-02T20:24:39.595852] [INFO ] [CONFIGURE ] LPL: Testing feature 24/29: add_rsi [2025-12-02T20:24:39.595888] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-12-02T20:24:39.729481] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:39.783224] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:39.969296] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:40.011905] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:40.258362] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:40.295612] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:40.354277] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:40.577953] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:40.578098] [INFO ] [CONFIGURE ] PAX: DISCARDED add_range_position (score: 50.00%) [2025-12-02T20:24:40.579501] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 186/210 | Remaining: 24 | Rate: 69.6/min [2025-12-02T20:24:40.579554] [INFO ] [CONFIGURE ] PAX: Testing feature 22/29: add_realized_volatility [2025-12-02T20:24:40.579603] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-12-02T20:24:40.717690] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:40.735232] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:40.922743] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:41.059337] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:41.223206] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:41.265541] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:41.397216] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:41.603854] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:41.714433] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:41.756097] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:41.952764] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:42.123340] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:42.205388] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:42.300152] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:42.488895] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:42.652560] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:42.694018] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:42.859024] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:42.994802] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:43.185862] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:43.218108] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:43.218249] [INFO ] [CONFIGURE ] LPL: DISCARDED add_rsi (score: 50.00%) [2025-12-02T20:24:43.219604] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 187/210 | Remaining: 23 | Rate: 68.8/min [2025-12-02T20:24:43.219654] [INFO ] [CONFIGURE ] LPL: Testing feature 25/29: add_tick_distribution [2025-12-02T20:24:43.219687] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-12-02T20:24:43.339051] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:43.553153] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:43.670953] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:43.671100] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_realized_volatility (score: 60.00%) [2025-12-02T20:24:43.672342] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 188/210 | Remaining: 22 | Rate: 69.0/min [2025-12-02T20:24:43.672392] [INFO ] [CONFIGURE ] NXPI: Testing feature 23/29: add_recent_range_context [2025-12-02T20:24:43.672425] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_recent_range_context'] [2025-12-02T20:24:43.679653] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:43.880188] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:44.030253] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:44.030396] [INFO ] [CONFIGURE ] PAX: DISCARDED add_realized_volatility (score: 60.00%) [2025-12-02T20:24:44.031827] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 189/210 | Remaining: 21 | Rate: 69.2/min [2025-12-02T20:24:44.031881] [INFO ] [CONFIGURE ] PAX: Testing feature 23/29: add_recent_range_context [2025-12-02T20:24:44.031913] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context'] [2025-12-02T20:24:44.062202] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:44.221121] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:44.278659] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:44.463108] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:44.531309] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:44.558651] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:44.781593] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:44.855611] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:44.885982] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:45.033497] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:45.216875] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:45.251652] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:45.284993] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:45.540840] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:45.555380] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:45.643188] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:45.790520] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:45.889398] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:46.030656] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:46.045045] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:46.221853] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:46.298329] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:46.417003] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:46.546871] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:46.547013] [INFO ] [CONFIGURE ] PAX: DISCARDED add_recent_range_context (score: 90.00%) [2025-12-02T20:24:46.548356] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 190/210 | Remaining: 20 | Rate: 68.5/min [2025-12-02T20:24:46.548408] [INFO ] [CONFIGURE ] PAX: Testing feature 24/29: add_rsi [2025-12-02T20:24:46.548441] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-12-02T20:24:46.551959] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:46.552096] [INFO ] [CONFIGURE ] LPL: DISCARDED add_tick_distribution (score: 40.00%) [2025-12-02T20:24:46.553213] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 191/210 | Remaining: 19 | Rate: 68.9/min [2025-12-02T20:24:46.553264] [INFO ] [CONFIGURE ] LPL: Testing feature 26/29: add_volume_momentum_confirmation [2025-12-02T20:24:46.553297] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-12-02T20:24:46.804645] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:46.867726] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:46.889171] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:47.186990] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:47.193152] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:47.222753] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:47.508187] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:47.565256] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:47.585993] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:47.586145] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_recent_range_context (score: 60.00%) [2025-12-02T20:24:47.587480] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 192/210 | Remaining: 18 | Rate: 68.8/min [2025-12-02T20:24:47.587530] [INFO ] [CONFIGURE ] NXPI: Testing feature 24/29: add_rsi [2025-12-02T20:24:47.587563] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-12-02T20:24:47.812894] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:47.908174] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:48.019225] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:48.120114] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:48.242539] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:48.448773] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:48.457504] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:48.580329] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:48.789927] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:48.881592] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:48.920984] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:49.097828] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:49.263946] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:49.310868] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:49.410816] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:49.614298] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:49.719900] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:49.720045] [INFO ] [CONFIGURE ] PAX: DISCARDED add_rsi (score: 70.00%) [2025-12-02T20:24:49.721283] [INFO ] [CONFIGURE ] JOB ETA: 15s | Tests: 193/210 | Remaining: 17 | Rate: 68.3/min [2025-12-02T20:24:49.721333] [INFO ] [CONFIGURE ] PAX: Testing feature 25/29: add_tick_distribution [2025-12-02T20:24:49.721365] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution'] [2025-12-02T20:24:49.751681] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:49.958151] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:49.958303] [INFO ] [CONFIGURE ] LPL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-12-02T20:24:49.959518] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 194/210 | Remaining: 16 | Rate: 68.6/min [2025-12-02T20:24:49.959588] [INFO ] [CONFIGURE ] LPL: Testing feature 27/29: add_volume_price_divergence [2025-12-02T20:24:49.959645] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-12-02T20:24:49.960953] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:50.189871] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:50.204342] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:50.329814] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:50.464277] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:50.630963] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:50.691286] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:50.722555] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:50.967367] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:51.053125] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:51.111865] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:51.206715] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:24:51.405175] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:51.448617] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:51.587000] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:24:51.691824] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:51.765396] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:51.936683] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:52.067978] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:52.068136] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_rsi (score: 50.00%) [2025-12-02T20:24:52.069375] [INFO ] [CONFIGURE ] JOB ETA: 13s | Tests: 195/210 | Remaining: 15 | Rate: 68.1/min [2025-12-02T20:24:52.069437] [INFO ] [CONFIGURE ] NXPI: Testing feature 25/29: add_tick_distribution [2025-12-02T20:24:52.069472] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_tick_distribution'] [2025-12-02T20:24:52.135758] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:52.179640] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:52.179780] [INFO ] [CONFIGURE ] PAX: DISCARDED add_tick_distribution (score: 80.00%) [2025-12-02T20:24:52.181047] [INFO ] [CONFIGURE ] JOB ETA: 12s | Tests: 196/210 | Remaining: 14 | Rate: 68.4/min [2025-12-02T20:24:52.181095] [INFO ] [CONFIGURE ] PAX: Testing feature 26/29: add_volume_momentum_confirmation [2025-12-02T20:24:52.181154] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-12-02T20:24:52.430731] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:52.464839] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:52.495708] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:52.679715] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:52.838280] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:52.851025] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:52.934038] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:53.188062] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:53.213446] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:53.218207] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:53.442546] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:53.579184] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:53.579327] [INFO ] [CONFIGURE ] LPL: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-12-02T20:24:53.580631] [INFO ] [CONFIGURE ] JOB ETA: 11s | Tests: 197/210 | Remaining: 13 | Rate: 68.2/min [2025-12-02T20:24:53.580684] [INFO ] [CONFIGURE ] LPL: Testing feature 28/29: add_volume_profile [2025-12-02T20:24:53.580717] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-12-02T20:24:53.619536] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:53.700351] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:53.933155] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:53.951999] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:54.041811] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:54.204868] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:54.280658] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:54.453090] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:54.471780] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:54.636326] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-12-02T20:24:54.737204] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:54.737362] [INFO ] [CONFIGURE ] PAX: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-12-02T20:24:54.738192] [INFO ] [CONFIGURE ] JOB ETA: 11s | Tests: 198/210 | Remaining: 12 | Rate: 68.1/min [2025-12-02T20:24:54.738245] [INFO ] [CONFIGURE ] PAX: Testing feature 27/29: add_volume_price_divergence [2025-12-02T20:24:54.738277] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence'] [2025-12-02T20:24:54.862211] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:54.989440] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:55.006563] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:55.274057] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:55.290275] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:55.335967] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:55.579098] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:55.688835] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:55.700202] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:55.868095] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:56.045827] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:56.114484] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:24:56.114745] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_tick_distribution (score: 70.00%) [2025-12-02T20:24:56.116431] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 199/210 | Remaining: 11 | Rate: 67.9/min [2025-12-02T20:24:56.116511] [INFO ] [CONFIGURE ] NXPI: Testing feature 26/29: add_volume_momentum_confirmation [2025-12-02T20:24:56.116593] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-12-02T20:24:56.140124] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:56.394813] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:24:56.411035] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:56.533419] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:24:56.681397] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:56.747394] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:24:56.928435] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:24:56.944857] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:57.092049] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:24:57.092186] [INFO ] [CONFIGURE ] LPL: DISCARDED add_volume_profile (score: 30.00%) [2025-12-02T20:24:57.093422] [INFO ] [CONFIGURE ] JOB ETA: 9s | Tests: 200/210 | Remaining: 10 | Rate: 67.8/min [2025-12-02T20:24:57.093472] [INFO ] [CONFIGURE ] LPL: Testing feature 29/29: add_vwap [2025-12-02T20:24:57.093504] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-12-02T20:24:57.216526] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:57.330884] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:24:57.440713] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:57.487969] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:24:57.488115] [INFO ] [CONFIGURE ] PAX: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-12-02T20:24:57.488992] [INFO ] [CONFIGURE ] JOB ETA: 8s | Tests: 201/210 | Remaining: 9 | Rate: 68.0/min [2025-12-02T20:24:57.489046] [INFO ] [CONFIGURE ] PAX: Testing feature 28/29: add_volume_profile [2025-12-02T20:24:57.489080] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile'] [2025-12-02T20:24:57.751114] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-12-02T20:24:57.754532] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:24:57.794542] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-12-02T20:24:58.010914] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:24:58.140780] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-12-02T20:24:58.153718] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:58.272460] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-12-02T20:24:58.490356] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:58.528915] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-12-02T20:24:58.542811] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:24:58.788642] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:24:58.842702] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-12-02T20:24:58.940901] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:24:59.051546] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:59.211728] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-12-02T20:24:59.348023] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:59.377336] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:59.638987] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:24:59.655543] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:24:59.860034] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:24:59.944127] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:25:00.071850] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0 [2025-12-02T20:25:00.272422] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:25:00.272612] [INFO ] [CONFIGURE ] PAX: DISCARDED add_volume_profile (score: 70.00%) [2025-12-02T20:25:00.273442] [INFO ] [CONFIGURE ] JOB ETA: 7s | Tests: 202/210 | Remaining: 8 | Rate: 67.3/min [2025-12-02T20:25:00.273499] [INFO ] [CONFIGURE ] PAX: Testing feature 29/29: add_vwap [2025-12-02T20:25:00.273533] [INFO ] [CONFIGURE ] PAX: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap'] [2025-12-02T20:25:00.381566] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:25:00.381755] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-12-02T20:25:00.383115] [INFO ] [CONFIGURE ] JOB ETA: 6s | Tests: 203/210 | Remaining: 7 | Rate: 67.6/min [2025-12-02T20:25:00.383173] [INFO ] [CONFIGURE ] NXPI: Testing feature 27/29: add_volume_price_divergence [2025-12-02T20:25:00.383209] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_volume_price_divergence'] [2025-12-02T20:25:00.460034] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0 [2025-12-02T20:25:00.553722] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:25:00.822304] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:25:00.825068] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-12-02T20:25:00.831976] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-28, Predicted=0.0, Actual=1 [2025-12-02T20:25:00.832118] [INFO ] [CONFIGURE ] LPL: DISCARDED add_vwap (score: 20.00%) [2025-12-02T20:25:00.832863] [INFO ] [CONFIGURE ] JOB ETA: 5s | Tests: 204/210 | Remaining: 6 | Rate: 67.8/min [2025-12-02T20:25:00.832919] [INFO ] [CONFIGURE ] LPL: ===== FEATURE SELECTION COMPLETE ===== [2025-12-02T20:25:00.832950] [INFO ] [CONFIGURE ] LPL: Best accuracy: 50.00% [2025-12-02T20:25:00.832980] [INFO ] [CONFIGURE ] LPL: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-12-02T20:25:00.833008] [INFO ] [CONFIGURE ] LPL: Improvement over baseline: 30.00% [2025-12-02T20:25:00.833033] [INFO ] [CONFIGURE ] LPL: Total time: 1.7 minutes [2025-12-02T20:25:00.833058] [INFO ] [CONFIGURE ] LPL: Average time per feature: 3.5 seconds [2025-12-02T20:25:00.833084] [INFO ] [CONFIGURE ] LPL: Average speed: 0.28 features/sec [2025-12-02T20:25:00.833996] [INFO ] [LOCAL ] Saved configuration for LPL: 3 features, 50.00% accuracy -> ./output/feature-sets/LPL.json [2025-12-02T20:25:00.834049] [INFO ] [CONFIGURE ] LPL: Configuration saved successfully: 3 features, 50.00% accuracy. [2025-12-02T20:25:00.834404] [INFO ] [sig ] [5/7] LPL OK in 1m 45s. ETA: 1m 12s. Rate: 1.7 sym/min [2025-12-02T20:25:01.113271] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:25:01.296292] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:25:01.379878] [DEBUG] [FORECASTER] PAX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:25:01.646405] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:25:01.725649] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:25:01.990194] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-12-02T20:25:02.168463] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:25:02.275819] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:25:02.549471] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:25:02.598826] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:25:02.819894] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1 [2025-12-02T20:25:03.001411] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:25:03.098739] [DEBUG] [FORECASTER] PAX: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0 [2025-12-02T20:25:03.098915] [INFO ] [CONFIGURE ] PAX: DISCARDED add_vwap (score: 80.00%) [2025-12-02T20:25:03.100167] [INFO ] [CONFIGURE ] JOB ETA: 4s | Tests: 205/210 | Remaining: 5 | Rate: 67.2/min [2025-12-02T20:25:03.100225] [INFO ] [CONFIGURE ] PAX: ===== FEATURE SELECTION COMPLETE ===== [2025-12-02T20:25:03.100258] [INFO ] [CONFIGURE ] PAX: Best accuracy: 100.00% [2025-12-02T20:25:03.100290] [INFO ] [CONFIGURE ] PAX: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves'] [2025-12-02T20:25:03.100317] [INFO ] [CONFIGURE ] PAX: Improvement over baseline: 20.00% [2025-12-02T20:25:03.100342] [INFO ] [CONFIGURE ] PAX: Total time: 1.3 minutes [2025-12-02T20:25:03.100366] [INFO ] [CONFIGURE ] PAX: Average time per feature: 2.7 seconds [2025-12-02T20:25:03.100392] [INFO ] [CONFIGURE ] PAX: Average speed: 0.37 features/sec [2025-12-02T20:25:03.100652] [INFO ] [LOCAL ] Saved configuration for PAX: 2 features, 100.00% accuracy -> ./output/feature-sets/PAX.json [2025-12-02T20:25:03.100697] [INFO ] [CONFIGURE ] PAX: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-12-02T20:25:03.101186] [INFO ] [sig ] [6/7] PAX OK in 1m 20s. ETA: 30.5s. Rate: 2.0 sym/min [2025-12-02T20:25:03.395372] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-12-02T20:25:03.812359] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:25:04.221700] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:25:04.625160] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:25:04.625313] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-12-02T20:25:04.626568] [INFO ] [CONFIGURE ] JOB ETA: 4s | Tests: 206/210 | Remaining: 4 | Rate: 67.0/min [2025-12-02T20:25:04.626635] [INFO ] [CONFIGURE ] NXPI: Testing feature 28/29: add_volume_profile [2025-12-02T20:25:04.626668] [INFO ] [CONFIGURE ] NXPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval', 'add_volume_profile'] [2025-12-02T20:25:05.020618] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-12-02T20:25:05.442453] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-12-02T20:25:05.845710] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-12-02T20:25:06.247984] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-12-02T20:25:06.641241] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-12-02T20:25:07.031336] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-12-02T20:25:07.425808] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-12-02T20:25:07.823096] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1 [2025-12-02T20:25:08.215236] [DEBUG] [FORECASTER] NXPI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1 [2025-12-02T20:25:08.621392] [DEBUG] [FORECASTER] NXPI: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1 [2025-12-02T20:25:08.621502] [INFO ] [CONFIGURE ] NXPI: DISCARDED add_volume_profile (score: 60.00%) [2025-12-02T20:25:08.622301] [INFO ] [CONFIGURE ] JOB ETA: 3s | Tests: 207/210 | Remaining: 3 | Rate: 65.9/min [2025-12-02T20:25:08.622353] [INFO ] [CONFIGURE ] NXPI: ===== FEATURE SELECTION COMPLETE ===== [2025-12-02T20:25:08.622384] [INFO ] [CONFIGURE ] NXPI: Best accuracy: 70.00% [2025-12-02T20:25:08.622415] [INFO ] [CONFIGURE ] NXPI: Best feature set (6 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-12-02T20:25:08.622442] [INFO ] [CONFIGURE ] NXPI: Improvement over baseline: 50.00% [2025-12-02T20:25:08.622467] [INFO ] [CONFIGURE ] NXPI: Total time: 1.7 minutes [2025-12-02T20:25:08.622491] [INFO ] [CONFIGURE ] NXPI: Average time per feature: 3.7 seconds [2025-12-02T20:25:08.622516] [INFO ] [CONFIGURE ] NXPI: Average speed: 0.28 features/sec [2025-12-02T20:25:08.622777] [INFO ] [LOCAL ] Saved configuration for NXPI: 6 features, 70.00% accuracy -> ./output/feature-sets/NXPI.json [2025-12-02T20:25:08.622817] [INFO ] [CONFIGURE ] NXPI: Configuration saved successfully: 6 features, 70.00% accuracy. [2025-12-02T20:25:08.623155] [INFO ] [sig ] [7/7] NXPI OK in 1m 46s. ETA: 0.0s. Rate: 2.2 sym/min [2025-12-02T20:25:08.645519] [INFO ] [sig ] ================================================== [2025-12-02T20:25:08.645708] [INFO ] [sig ] Parallel configuration completed in 3m 8s [2025-12-02T20:25:08.645758] [INFO ] [sig ] Success rate: 100.0% (7/7 symbols) [2025-12-02T20:25:09.486134] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)' [2025-12-02T20:25:09.486308] [INFO ] [sig ] Email notification sent [2025-12-02T20:25:09.493711] [INFO ] [sig ] Generating forecasts for all active symbols [2025-12-02T20:25:09.493799] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-12-02T20:25:09.612549] [DEBUG] [REMOTE ] Fetched 3544 unique symbols from directory listing. [2025-12-02T20:25:09.616505] [INFO ] [sig ] Found 3544 active symbols to forecast [2025-12-02T20:25:09.619443] [INFO ] [sig ] [1/3544] Forecasting A... [2025-12-02T20:25:09.619491] [INFO ] [sig ] Generating forecast for: A [2025-12-02T20:25:09.619527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-12-02T20:25:09.632074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'A'. [2025-12-02T20:25:09.632395] [INFO ] [FORECASTER] Starting predict_future for A [2025-12-02T20:25:09.633407] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-12-02T20:25:09.633460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:09.633493] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:09.633519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:09.633594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:09.690738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:09.691523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:09.691639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:09.691674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:09.813277] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:09.813413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:09.813452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:09.813480] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:09.817022] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-12-02T20:25:09.817320] [INFO ] [FORECASTER] Completed predict_future for A [2025-12-02T20:25:09.817462] [INFO ] [sig ] A: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:09.959216] [INFO ] [LOCAL ] Saved forecast: A 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/A.txt [2025-12-02T20:25:09.959357] [INFO ] [sig ] [1/3544] Completed A in 0.3s | 2.94 sym/s | Total: 0.3s | ETA: 20.1m [2025-12-02T20:25:09.959397] [INFO ] [sig ] [2/3544] Forecasting AAL... [2025-12-02T20:25:09.959426] [INFO ] [sig ] Generating forecast for: AAL [2025-12-02T20:25:09.959457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'. [2025-12-02T20:25:09.970437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAL'. [2025-12-02T20:25:09.970759] [INFO ] [FORECASTER] Starting predict_future for AAL [2025-12-02T20:25:09.971551] [DEBUG] [LOCAL ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt [2025-12-02T20:25:09.971618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:09.971654] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:09.971681] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:09.971738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:10.027764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:10.028431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:10.028524] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:10.028556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:10.146116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:10.146262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:10.146305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:10.146332] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:10.149727] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=24.90%) [2025-12-02T20:25:10.150034] [INFO ] [FORECASTER] Completed predict_future for AAL [2025-12-02T20:25:10.150168] [INFO ] [sig ] AAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:10.291700] [INFO ] [LOCAL ] Saved forecast: AAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AAL.txt [2025-12-02T20:25:10.291851] [INFO ] [sig ] [2/3544] Completed AAL in 0.3s | 2.97 sym/s | Total: 0.7s | ETA: 19.8m [2025-12-02T20:25:10.291891] [INFO ] [sig ] [3/3544] Forecasting AAOI... [2025-12-02T20:25:10.291918] [INFO ] [sig ] Generating forecast for: AAOI [2025-12-02T20:25:10.291947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'. [2025-12-02T20:25:10.303597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAOI'. [2025-12-02T20:25:10.303986] [INFO ] [FORECASTER] Starting predict_future for AAOI [2025-12-02T20:25:10.304855] [DEBUG] [LOCAL ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt [2025-12-02T20:25:10.304907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:10.304939] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:10.304966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:10.305023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:10.363588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:10.364423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:10.364505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:10.364538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:10.486587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:10.486718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:10.486802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:10.486841] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:10.491282] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=31.00%) [2025-12-02T20:25:10.491565] [INFO ] [FORECASTER] Completed predict_future for AAOI [2025-12-02T20:25:10.491734] [INFO ] [sig ] AAOI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:10.630619] [INFO ] [LOCAL ] Saved forecast: AAOI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AAOI.txt [2025-12-02T20:25:10.630746] [INFO ] [sig ] [3/3544] Completed AAOI in 0.3s | 2.97 sym/s | Total: 1.0s | ETA: 19.9m [2025-12-02T20:25:10.630782] [INFO ] [sig ] [4/3544] Forecasting AAON... [2025-12-02T20:25:10.630810] [INFO ] [sig ] Generating forecast for: AAON [2025-12-02T20:25:10.630839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'. [2025-12-02T20:25:10.642404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAON'. [2025-12-02T20:25:10.642712] [INFO ] [FORECASTER] Starting predict_future for AAON [2025-12-02T20:25:10.643515] [DEBUG] [LOCAL ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt [2025-12-02T20:25:10.643566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:10.643617] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:10.643644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:10.643702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:10.702875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:10.703622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:10.703701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:10.703734] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:10.822890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:10.823026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:10.823068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:10.823095] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:10.826527] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=30.45%) [2025-12-02T20:25:10.826823] [INFO ] [FORECASTER] Completed predict_future for AAON [2025-12-02T20:25:10.826954] [INFO ] [sig ] AAON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:10.965220] [INFO ] [LOCAL ] Saved forecast: AAON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AAON.txt [2025-12-02T20:25:10.965352] [INFO ] [sig ] [4/3544] Completed AAON in 0.3s | 2.97 sym/s | Total: 1.3s | ETA: 19.9m [2025-12-02T20:25:10.965390] [INFO ] [sig ] [5/3544] Forecasting AAP... [2025-12-02T20:25:10.965419] [INFO ] [sig ] Generating forecast for: AAP [2025-12-02T20:25:10.965448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-12-02T20:25:10.976541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAP'. [2025-12-02T20:25:10.976858] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-12-02T20:25:10.977666] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-12-02T20:25:10.977714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:10.977744] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:10.977770] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:10.977826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:11.035539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:11.036233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:11.036314] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:11.036346] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:11.155129] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:11.155267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:11.155308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:11.155337] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:11.158827] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=79.74%) [2025-12-02T20:25:11.159108] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-12-02T20:25:11.159237] [INFO ] [sig ] AAP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:11.360211] [INFO ] [LOCAL ] Saved forecast: AAP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AAP.txt [2025-12-02T20:25:11.360433] [INFO ] [sig ] [5/3544] Completed AAP in 0.4s | 2.87 sym/s | Total: 1.7s | ETA: 20.5m [2025-12-02T20:25:11.360497] [INFO ] [sig ] [6/3544] Forecasting AAPB... [2025-12-02T20:25:11.360547] [INFO ] [sig ] Generating forecast for: AAPB [2025-12-02T20:25:11.360616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'. [2025-12-02T20:25:11.376113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPB'. [2025-12-02T20:25:11.376602] [INFO ] [FORECASTER] Starting predict_future for AAPB [2025-12-02T20:25:11.377819] [DEBUG] [LOCAL ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt [2025-12-02T20:25:11.377921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:11.377967] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:11.378006] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:11.378091] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:11.468188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:11.469346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:11.469465] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:11.469512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:11.600971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:11.601104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:11.601143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:11.601170] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:11.604515] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=33.15%) [2025-12-02T20:25:11.604815] [INFO ] [FORECASTER] Completed predict_future for AAPB [2025-12-02T20:25:11.604947] [INFO ] [sig ] AAPB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:11.742313] [INFO ] [LOCAL ] Saved forecast: AAPB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AAPB.txt [2025-12-02T20:25:11.742432] [INFO ] [sig ] [6/3544] Completed AAPB in 0.4s | 2.83 sym/s | Total: 2.1s | ETA: 20.9m [2025-12-02T20:25:11.742470] [INFO ] [sig ] [7/3544] Forecasting AAPD... [2025-12-02T20:25:11.742497] [INFO ] [sig ] Generating forecast for: AAPD [2025-12-02T20:25:11.742550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'. [2025-12-02T20:25:11.753224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPD'. [2025-12-02T20:25:11.753495] [INFO ] [FORECASTER] Starting predict_future for AAPD [2025-12-02T20:25:11.754285] [DEBUG] [LOCAL ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt [2025-12-02T20:25:11.754334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:11.754376] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:11.754403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:11.754463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:11.810663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:11.811294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:11.811372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:11.811402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:11.933604] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:11.933708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:11.933743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:11.933770] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:11.936962] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=17.32%) [2025-12-02T20:25:11.937257] [INFO ] [FORECASTER] Completed predict_future for AAPD [2025-12-02T20:25:11.937378] [INFO ] [sig ] AAPD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:12.075512] [INFO ] [LOCAL ] Saved forecast: AAPD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AAPD.txt [2025-12-02T20:25:12.075638] [INFO ] [sig ] [7/3544] Completed AAPD in 0.3s | 2.85 sym/s | Total: 2.5s | ETA: 20.7m [2025-12-02T20:25:12.075678] [INFO ] [sig ] [8/3544] Forecasting AAXJ... [2025-12-02T20:25:12.075705] [INFO ] [sig ] Generating forecast for: AAXJ [2025-12-02T20:25:12.075734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'. [2025-12-02T20:25:12.086775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'. [2025-12-02T20:25:12.087026] [INFO ] [FORECASTER] Starting predict_future for AAXJ [2025-12-02T20:25:12.087809] [DEBUG] [LOCAL ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt [2025-12-02T20:25:12.087881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:12.087912] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:12.087937] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:12.087993] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:12.144323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:12.144937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:12.145013] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:12.145043] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:12.265292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:12.265407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:12.265445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:12.265473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:12.268764] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=10.43%) [2025-12-02T20:25:12.269031] [INFO ] [FORECASTER] Completed predict_future for AAXJ [2025-12-02T20:25:12.269169] [INFO ] [sig ] AAXJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:12.411705] [INFO ] [LOCAL ] Saved forecast: AAXJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AAXJ.txt [2025-12-02T20:25:12.411877] [INFO ] [sig ] [8/3544] Completed AAXJ in 0.3s | 2.86 sym/s | Total: 2.8s | ETA: 20.6m [2025-12-02T20:25:12.411915] [INFO ] [sig ] [9/3544] Forecasting AB... [2025-12-02T20:25:12.411944] [INFO ] [sig ] Generating forecast for: AB [2025-12-02T20:25:12.411973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-12-02T20:25:12.424282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AB'. [2025-12-02T20:25:12.424620] [INFO ] [FORECASTER] Starting predict_future for AB [2025-12-02T20:25:12.425416] [DEBUG] [LOCAL ] No optimal features file found for AB: ./output/feature-sets/AB.txt [2025-12-02T20:25:12.425467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:12.425497] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:12.425522] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:12.425597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:12.482684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:12.483290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:12.483369] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:12.483400] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:12.604232] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:12.604344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:12.604379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:12.604405] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:12.607531] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=18.16%) [2025-12-02T20:25:12.607811] [INFO ] [FORECASTER] Completed predict_future for AB [2025-12-02T20:25:12.607977] [INFO ] [sig ] AB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:12.744651] [INFO ] [LOCAL ] Saved forecast: AB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AB.txt [2025-12-02T20:25:12.744764] [INFO ] [sig ] [9/3544] Completed AB in 0.3s | 2.88 sym/s | Total: 3.1s | ETA: 20.5m [2025-12-02T20:25:12.744800] [INFO ] [sig ] [10/3544] Forecasting ABCB... [2025-12-02T20:25:12.744827] [INFO ] [sig ] Generating forecast for: ABCB [2025-12-02T20:25:12.744854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-12-02T20:25:12.756223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCB'. [2025-12-02T20:25:12.756493] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-12-02T20:25:12.757280] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-12-02T20:25:12.757329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:12.757359] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:12.757385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:12.757440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:12.814194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:12.814831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:12.814911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:12.814943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:12.930456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:12.930561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:12.930615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:12.930643] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:12.933809] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=21.46%) [2025-12-02T20:25:12.934075] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-12-02T20:25:12.934197] [INFO ] [sig ] ABCB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:13.070537] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ABCB.txt [2025-12-02T20:25:13.070668] [INFO ] [sig ] [10/3544] Completed ABCB in 0.3s | 2.90 sym/s | Total: 3.5s | ETA: 20.3m [2025-12-02T20:25:13.070706] [INFO ] [sig ] [11/3544] Forecasting ABCL... [2025-12-02T20:25:13.070740] [INFO ] [sig ] Generating forecast for: ABCL [2025-12-02T20:25:13.070770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'. [2025-12-02T20:25:13.082278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCL'. [2025-12-02T20:25:13.082547] [INFO ] [FORECASTER] Starting predict_future for ABCL [2025-12-02T20:25:13.083332] [DEBUG] [LOCAL ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt [2025-12-02T20:25:13.083380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:13.083411] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:13.083436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:13.083490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:13.139529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:13.140150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:13.140229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:13.140261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:13.260443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:13.260559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:13.260621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:13.260650] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:13.263862] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=28.90%) [2025-12-02T20:25:13.264129] [INFO ] [FORECASTER] Completed predict_future for ABCL [2025-12-02T20:25:13.264252] [INFO ] [sig ] ABCL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:13.399604] [INFO ] [LOCAL ] Saved forecast: ABCL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ABCL.txt [2025-12-02T20:25:13.399717] [INFO ] [sig ] [11/3544] Completed ABCL in 0.3s | 2.91 sym/s | Total: 3.8s | ETA: 20.2m [2025-12-02T20:25:13.399753] [INFO ] [sig ] [12/3544] Forecasting ABEO... [2025-12-02T20:25:13.399779] [INFO ] [sig ] Generating forecast for: ABEO [2025-12-02T20:25:13.399808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'. [2025-12-02T20:25:13.411347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABEO'. [2025-12-02T20:25:13.411630] [INFO ] [FORECASTER] Starting predict_future for ABEO [2025-12-02T20:25:13.412396] [DEBUG] [LOCAL ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt [2025-12-02T20:25:13.412445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:13.412475] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:13.412500] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:13.412554] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:13.467984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:13.468596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:13.468674] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:13.468704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:13.585100] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:13.585205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:13.585240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:13.585268] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:13.588418] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=99.66%) [2025-12-02T20:25:13.588699] [INFO ] [FORECASTER] Completed predict_future for ABEO [2025-12-02T20:25:13.588825] [INFO ] [sig ] ABEO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:13.725257] [INFO ] [LOCAL ] Saved forecast: ABEO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABEO.txt [2025-12-02T20:25:13.725376] [INFO ] [sig ] [12/3544] Completed ABEO in 0.3s | 2.92 sym/s | Total: 4.1s | ETA: 20.1m [2025-12-02T20:25:13.725413] [INFO ] [sig ] [13/3544] Forecasting ABG... [2025-12-02T20:25:13.725447] [INFO ] [sig ] Generating forecast for: ABG [2025-12-02T20:25:13.725475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-12-02T20:25:13.739845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABG'. [2025-12-02T20:25:13.740507] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-12-02T20:25:13.741607] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-12-02T20:25:13.741661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:13.741694] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:13.741720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:13.741783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:13.806321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:13.807507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:13.807627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:13.807663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:13.933810] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:13.934045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:13.934094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:13.934122] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:13.938335] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=76.97%) [2025-12-02T20:25:13.938715] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-12-02T20:25:13.938935] [INFO ] [sig ] ABG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:14.085094] [INFO ] [LOCAL ] Saved forecast: ABG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABG.txt [2025-12-02T20:25:14.085266] [INFO ] [sig ] [13/3544] Completed ABG in 0.4s | 2.91 sym/s | Total: 4.5s | ETA: 20.2m [2025-12-02T20:25:14.085306] [INFO ] [sig ] [14/3544] Forecasting ABL... [2025-12-02T20:25:14.085335] [INFO ] [sig ] Generating forecast for: ABL [2025-12-02T20:25:14.085365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'. [2025-12-02T20:25:14.098493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABL'. [2025-12-02T20:25:14.098863] [INFO ] [FORECASTER] Starting predict_future for ABL [2025-12-02T20:25:14.099702] [DEBUG] [LOCAL ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt [2025-12-02T20:25:14.099751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:14.099781] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:14.099805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:14.099860] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:14.155389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:14.156277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:14.156365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:14.156396] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:14.277623] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:14.277773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:14.277810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:14.277875] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:14.281224] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=5.64%) [2025-12-02T20:25:14.281494] [INFO ] [FORECASTER] Completed predict_future for ABL [2025-12-02T20:25:14.281636] [INFO ] [sig ] ABL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:14.417749] [INFO ] [LOCAL ] Saved forecast: ABL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ABL.txt [2025-12-02T20:25:14.417884] [INFO ] [sig ] [14/3544] Completed ABL in 0.3s | 2.92 sym/s | Total: 4.8s | ETA: 20.2m [2025-12-02T20:25:14.417923] [INFO ] [sig ] [15/3544] Forecasting ABM... [2025-12-02T20:25:14.417953] [INFO ] [sig ] Generating forecast for: ABM [2025-12-02T20:25:14.417981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-12-02T20:25:14.429330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABM'. [2025-12-02T20:25:14.429618] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-12-02T20:25:14.430381] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-12-02T20:25:14.430431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:14.430461] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:14.430486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:14.430540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:14.486559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:14.487178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:14.487252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:14.487283] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:14.606645] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:14.606757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:14.606793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:14.606818] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:14.610092] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=52.50%) [2025-12-02T20:25:14.610368] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-12-02T20:25:14.610498] [INFO ] [sig ] ABM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:14.746877] [INFO ] [LOCAL ] Saved forecast: ABM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABM.txt [2025-12-02T20:25:14.747006] [INFO ] [sig ] [15/3544] Completed ABM in 0.3s | 2.93 sym/s | Total: 5.1s | ETA: 20.1m [2025-12-02T20:25:14.747043] [INFO ] [sig ] [16/3544] Forecasting ABNB... [2025-12-02T20:25:14.747069] [INFO ] [sig ] Generating forecast for: ABNB [2025-12-02T20:25:14.747096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'. [2025-12-02T20:25:14.759220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABNB'. [2025-12-02T20:25:14.759493] [INFO ] [FORECASTER] Starting predict_future for ABNB [2025-12-02T20:25:14.760292] [DEBUG] [LOCAL ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt [2025-12-02T20:25:14.760341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:14.760370] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:14.760394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:14.760448] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:14.815708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:14.816354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:14.816429] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:14.816459] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:14.933081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:14.933186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:14.933221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:14.933247] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:14.936347] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=57.50%) [2025-12-02T20:25:14.936628] [INFO ] [FORECASTER] Completed predict_future for ABNB [2025-12-02T20:25:14.936750] [INFO ] [sig ] ABNB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:15.072872] [INFO ] [LOCAL ] Saved forecast: ABNB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABNB.txt [2025-12-02T20:25:15.072983] [INFO ] [sig ] [16/3544] Completed ABNB in 0.3s | 2.93 sym/s | Total: 5.5s | ETA: 20.0m [2025-12-02T20:25:15.073021] [INFO ] [sig ] [17/3544] Forecasting ABOS... [2025-12-02T20:25:15.073049] [INFO ] [sig ] Generating forecast for: ABOS [2025-12-02T20:25:15.073078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'. [2025-12-02T20:25:15.084151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABOS'. [2025-12-02T20:25:15.084451] [INFO ] [FORECASTER] Starting predict_future for ABOS [2025-12-02T20:25:15.085269] [DEBUG] [LOCAL ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt [2025-12-02T20:25:15.085319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:15.085350] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:15.085376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:15.085431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:15.141309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:15.141920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:15.141995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:15.142025] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:15.261000] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:15.261152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:15.261190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:15.261217] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:15.264561] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=1.45%) [2025-12-02T20:25:15.264846] [INFO ] [FORECASTER] Completed predict_future for ABOS [2025-12-02T20:25:15.264971] [INFO ] [sig ] ABOS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:15.402438] [INFO ] [LOCAL ] Saved forecast: ABOS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ABOS.txt [2025-12-02T20:25:15.402594] [INFO ] [sig ] [17/3544] Completed ABOS in 0.3s | 2.94 sym/s | Total: 5.8s | ETA: 20.0m [2025-12-02T20:25:15.402635] [INFO ] [sig ] [18/3544] Forecasting ABSI... [2025-12-02T20:25:15.402663] [INFO ] [sig ] Generating forecast for: ABSI [2025-12-02T20:25:15.402691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'. [2025-12-02T20:25:15.413880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABSI'. [2025-12-02T20:25:15.414250] [INFO ] [FORECASTER] Starting predict_future for ABSI [2025-12-02T20:25:15.415062] [DEBUG] [LOCAL ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt [2025-12-02T20:25:15.415111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:15.415141] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:15.415167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:15.415232] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:15.471023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:15.471899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:15.471982] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:15.472013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:15.598029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:15.598190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:15.598231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:15.598261] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:15.601947] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=64.12%) [2025-12-02T20:25:15.602275] [INFO ] [FORECASTER] Completed predict_future for ABSI [2025-12-02T20:25:15.602416] [INFO ] [sig ] ABSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:15.747801] [INFO ] [LOCAL ] Saved forecast: ABSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABSI.txt [2025-12-02T20:25:15.747967] [INFO ] [sig ] [18/3544] Completed ABSI in 0.3s | 2.94 sym/s | Total: 6.1s | ETA: 20.0m [2025-12-02T20:25:15.748009] [INFO ] [sig ] [19/3544] Forecasting ABUS... [2025-12-02T20:25:15.748038] [INFO ] [sig ] Generating forecast for: ABUS [2025-12-02T20:25:15.748067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'. [2025-12-02T20:25:15.759494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABUS'. [2025-12-02T20:25:15.759828] [INFO ] [FORECASTER] Starting predict_future for ABUS [2025-12-02T20:25:15.760637] [DEBUG] [LOCAL ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt [2025-12-02T20:25:15.760686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:15.760717] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:15.760742] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:15.760797] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:15.818988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:15.819821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:15.819912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:15.819955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:15.940764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:15.940928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:15.940972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:15.941000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:15.944669] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=84.27%) [2025-12-02T20:25:15.944990] [INFO ] [FORECASTER] Completed predict_future for ABUS [2025-12-02T20:25:15.945127] [INFO ] [sig ] ABUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:16.096136] [INFO ] [LOCAL ] Saved forecast: ABUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABUS.txt [2025-12-02T20:25:16.096302] [INFO ] [sig ] [19/3544] Completed ABUS in 0.3s | 2.93 sym/s | Total: 6.5s | ETA: 20.0m [2025-12-02T20:25:16.096347] [INFO ] [sig ] [20/3544] Forecasting ABVC... [2025-12-02T20:25:16.096377] [INFO ] [sig ] Generating forecast for: ABVC [2025-12-02T20:25:16.096407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'. [2025-12-02T20:25:16.110238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVC'. [2025-12-02T20:25:16.110600] [INFO ] [FORECASTER] Starting predict_future for ABVC [2025-12-02T20:25:16.111403] [DEBUG] [LOCAL ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt [2025-12-02T20:25:16.111465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:16.111497] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:16.111524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:16.111599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:16.171155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:16.172149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:16.172239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:16.172271] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:16.295341] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:16.295527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:16.295570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:16.295618] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:16.299230] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=77.98%) [2025-12-02T20:25:16.299523] [INFO ] [FORECASTER] Completed predict_future for ABVC [2025-12-02T20:25:16.299691] [INFO ] [sig ] ABVC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:16.442297] [INFO ] [LOCAL ] Saved forecast: ABVC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABVC.txt [2025-12-02T20:25:16.442456] [INFO ] [sig ] [20/3544] Completed ABVC in 0.3s | 2.93 sym/s | Total: 6.8s | ETA: 20.0m [2025-12-02T20:25:16.442510] [INFO ] [sig ] [21/3544] Forecasting ABVE... [2025-12-02T20:25:16.442551] [INFO ] [sig ] Generating forecast for: ABVE [2025-12-02T20:25:16.442618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'. [2025-12-02T20:25:16.454085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVE'. [2025-12-02T20:25:16.454459] [INFO ] [FORECASTER] Starting predict_future for ABVE [2025-12-02T20:25:16.455310] [DEBUG] [LOCAL ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt [2025-12-02T20:25:16.455362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:16.455395] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:16.455422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:16.455481] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:16.513866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:16.514656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:16.514741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:16.514773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:16.637027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:16.637186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:16.637232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:16.637261] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:16.640790] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=63.07%) [2025-12-02T20:25:16.641112] [INFO ] [FORECASTER] Completed predict_future for ABVE [2025-12-02T20:25:16.641253] [INFO ] [sig ] ABVE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:16.784742] [INFO ] [LOCAL ] Saved forecast: ABVE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ABVE.txt [2025-12-02T20:25:16.784890] [INFO ] [sig ] [21/3544] Completed ABVE in 0.3s | 2.93 sym/s | Total: 7.2s | ETA: 20.0m [2025-12-02T20:25:16.784929] [INFO ] [sig ] [22/3544] Forecasting ABVX... [2025-12-02T20:25:16.784956] [INFO ] [sig ] Generating forecast for: ABVX [2025-12-02T20:25:16.784984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'. [2025-12-02T20:25:16.796475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVX'. [2025-12-02T20:25:16.796839] [INFO ] [FORECASTER] Starting predict_future for ABVX [2025-12-02T20:25:16.797674] [DEBUG] [LOCAL ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt [2025-12-02T20:25:16.797724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:16.797756] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:16.797782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:16.797838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:16.856410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:16.857204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:16.857286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:16.857319] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:16.984523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:16.984704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:16.984751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:16.984780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:16.988319] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=9.63%) [2025-12-02T20:25:16.988633] [INFO ] [FORECASTER] Completed predict_future for ABVX [2025-12-02T20:25:16.988775] [INFO ] [sig ] ABVX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:17.133248] [INFO ] [LOCAL ] Saved forecast: ABVX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ABVX.txt [2025-12-02T20:25:17.133388] [INFO ] [sig ] [22/3544] Completed ABVX in 0.3s | 2.93 sym/s | Total: 7.5s | ETA: 20.0m [2025-12-02T20:25:17.133430] [INFO ] [sig ] [23/3544] Forecasting ACA... [2025-12-02T20:25:17.133460] [INFO ] [sig ] Generating forecast for: ACA [2025-12-02T20:25:17.133489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-12-02T20:25:17.145318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACA'. [2025-12-02T20:25:17.145685] [INFO ] [FORECASTER] Starting predict_future for ACA [2025-12-02T20:25:17.146486] [DEBUG] [LOCAL ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt [2025-12-02T20:25:17.146536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:17.146568] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:17.146621] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:17.146679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:17.206223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:17.207055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:17.207139] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:17.207173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:17.333331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:17.333501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:17.333545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:17.333594] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:17.337385] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=28.73%) [2025-12-02T20:25:17.337693] [INFO ] [FORECASTER] Completed predict_future for ACA [2025-12-02T20:25:17.337827] [INFO ] [sig ] ACA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:17.481292] [INFO ] [LOCAL ] Saved forecast: ACA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACA.txt [2025-12-02T20:25:17.481460] [INFO ] [sig ] [23/3544] Completed ACA in 0.3s | 2.93 sym/s | Total: 7.9s | ETA: 20.1m [2025-12-02T20:25:17.481534] [INFO ] [sig ] [24/3544] Forecasting ACB... [2025-12-02T20:25:17.481565] [INFO ] [sig ] Generating forecast for: ACB [2025-12-02T20:25:17.481617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'. [2025-12-02T20:25:17.493311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACB'. [2025-12-02T20:25:17.493673] [INFO ] [FORECASTER] Starting predict_future for ACB [2025-12-02T20:25:17.494595] [DEBUG] [LOCAL ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt [2025-12-02T20:25:17.494658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:17.494698] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:17.494726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:17.494781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:17.558867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:17.559714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:17.559798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:17.559833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:17.690653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:17.690806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:17.690850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:17.690878] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:17.694453] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=53.93%) [2025-12-02T20:25:17.694753] [INFO ] [FORECASTER] Completed predict_future for ACB [2025-12-02T20:25:17.694896] [INFO ] [sig ] ACB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:17.841997] [INFO ] [LOCAL ] Saved forecast: ACB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACB.txt [2025-12-02T20:25:17.842162] [INFO ] [sig ] [24/3544] Completed ACB in 0.4s | 2.92 sym/s | Total: 8.2s | ETA: 20.1m [2025-12-02T20:25:17.842213] [INFO ] [sig ] [25/3544] Forecasting ACCO... [2025-12-02T20:25:17.842255] [INFO ] [sig ] Generating forecast for: ACCO [2025-12-02T20:25:17.842291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-12-02T20:25:17.854716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACCO'. [2025-12-02T20:25:17.855060] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-12-02T20:25:17.855893] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-12-02T20:25:17.855943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:17.855976] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:17.856002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:17.856059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:17.914857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:17.915698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:17.915782] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:17.915815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:18.038791] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:18.038940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:18.038980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:18.039007] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:18.042326] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=58.68%) [2025-12-02T20:25:18.042635] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-12-02T20:25:18.042762] [INFO ] [sig ] ACCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:18.177927] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACCO.txt [2025-12-02T20:25:18.178052] [INFO ] [sig ] [25/3544] Completed ACCO in 0.3s | 2.92 sym/s | Total: 8.6s | ETA: 20.1m [2025-12-02T20:25:18.178090] [INFO ] [sig ] [26/3544] Forecasting ACDC... [2025-12-02T20:25:18.178117] [INFO ] [sig ] Generating forecast for: ACDC [2025-12-02T20:25:18.178145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'. [2025-12-02T20:25:18.188997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACDC'. [2025-12-02T20:25:18.189295] [INFO ] [FORECASTER] Starting predict_future for ACDC [2025-12-02T20:25:18.190073] [DEBUG] [LOCAL ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt [2025-12-02T20:25:18.190122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:18.190152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:18.190178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:18.190234] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:18.244786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:18.245456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:18.245534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:18.245565] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:18.357928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:18.358077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:18.358116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:18.358142] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:18.361480] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-12-02T20:25:18.361773] [INFO ] [FORECASTER] Completed predict_future for ACDC [2025-12-02T20:25:18.361901] [INFO ] [sig ] ACDC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:18.498326] [INFO ] [LOCAL ] Saved forecast: ACDC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACDC.txt [2025-12-02T20:25:18.498470] [INFO ] [sig ] [26/3544] Completed ACDC in 0.3s | 2.93 sym/s | Total: 8.9s | ETA: 20.0m [2025-12-02T20:25:18.498509] [INFO ] [sig ] [27/3544] Forecasting ACEL... [2025-12-02T20:25:18.498537] [INFO ] [sig ] Generating forecast for: ACEL [2025-12-02T20:25:18.498565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-12-02T20:25:18.510130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACEL'. [2025-12-02T20:25:18.510467] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-12-02T20:25:18.511268] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-12-02T20:25:18.511317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:18.511347] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:18.511401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:18.511458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:18.566291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:18.567114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:18.567198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:18.567229] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:18.680627] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:18.680788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:18.680853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:18.680888] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:18.684194] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=69.10%) [2025-12-02T20:25:18.684456] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-12-02T20:25:18.684593] [INFO ] [sig ] ACEL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:18.822793] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACEL.txt [2025-12-02T20:25:18.822931] [INFO ] [sig ] [27/3544] Completed ACEL in 0.3s | 2.93 sym/s | Total: 9.2s | ETA: 20.0m [2025-12-02T20:25:18.822970] [INFO ] [sig ] [28/3544] Forecasting ACGLN... [2025-12-02T20:25:18.822998] [INFO ] [sig ] Generating forecast for: ACGLN [2025-12-02T20:25:18.823027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'. [2025-12-02T20:25:18.834507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'. [2025-12-02T20:25:18.834817] [INFO ] [FORECASTER] Starting predict_future for ACGLN [2025-12-02T20:25:18.835666] [DEBUG] [LOCAL ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt [2025-12-02T20:25:18.835718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:18.835751] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:18.835778] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:18.835835] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:18.893814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:18.894431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:18.894513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:18.894546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:19.014710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:19.014836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:19.014877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:19.014906] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:19.018253] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=64.81%) [2025-12-02T20:25:19.018550] [INFO ] [FORECASTER] Completed predict_future for ACGLN [2025-12-02T20:25:19.018699] [INFO ] [sig ] ACGLN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:19.155774] [INFO ] [LOCAL ] Saved forecast: ACGLN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACGLN.txt [2025-12-02T20:25:19.155889] [INFO ] [sig ] [28/3544] Completed ACGLN in 0.3s | 2.94 sym/s | Total: 9.5s | ETA: 20.0m [2025-12-02T20:25:19.155927] [INFO ] [sig ] [29/3544] Forecasting ACGLO... [2025-12-02T20:25:19.155954] [INFO ] [sig ] Generating forecast for: ACGLO [2025-12-02T20:25:19.155982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'. [2025-12-02T20:25:19.166567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'. [2025-12-02T20:25:19.166862] [INFO ] [FORECASTER] Starting predict_future for ACGLO [2025-12-02T20:25:19.167664] [DEBUG] [LOCAL ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt [2025-12-02T20:25:19.167713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:19.167742] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:19.167767] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:19.167821] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:19.223884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:19.224508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:19.224605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:19.224640] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:19.338786] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:19.338906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:19.338946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:19.338974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:19.342250] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=57.37%) [2025-12-02T20:25:19.342522] [INFO ] [FORECASTER] Completed predict_future for ACGLO [2025-12-02T20:25:19.342668] [INFO ] [sig ] ACGLO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:19.479720] [INFO ] [LOCAL ] Saved forecast: ACGLO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACGLO.txt [2025-12-02T20:25:19.479838] [INFO ] [sig ] [29/3544] Completed ACGLO in 0.3s | 2.94 sym/s | Total: 9.9s | ETA: 19.9m [2025-12-02T20:25:19.479877] [INFO ] [sig ] [30/3544] Forecasting ACI... [2025-12-02T20:25:19.479908] [INFO ] [sig ] Generating forecast for: ACI [2025-12-02T20:25:19.479939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-12-02T20:25:19.491213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACI'. [2025-12-02T20:25:19.491500] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-12-02T20:25:19.492328] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-12-02T20:25:19.492378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:19.492409] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:19.492435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:19.492491] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:19.551774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:19.552395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:19.552474] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:19.552507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:19.675440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:19.675585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:19.675628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:19.675657] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:19.679127] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=9.49%) [2025-12-02T20:25:19.679422] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-12-02T20:25:19.679558] [INFO ] [sig ] ACI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:19.817946] [INFO ] [LOCAL ] Saved forecast: ACI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACI.txt [2025-12-02T20:25:19.818074] [INFO ] [sig ] [30/3544] Completed ACI in 0.3s | 2.94 sym/s | Total: 10.2s | ETA: 19.9m [2025-12-02T20:25:19.818115] [INFO ] [sig ] [31/3544] Forecasting ACIC... [2025-12-02T20:25:19.818145] [INFO ] [sig ] Generating forecast for: ACIC [2025-12-02T20:25:19.818177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'. [2025-12-02T20:25:19.829773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACIC'. [2025-12-02T20:25:19.830084] [INFO ] [FORECASTER] Starting predict_future for ACIC [2025-12-02T20:25:19.830920] [DEBUG] [LOCAL ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt [2025-12-02T20:25:19.830970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:19.831013] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:19.831042] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:19.831100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:19.889174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:19.889832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:19.889912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:19.889944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:20.008045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:20.008165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:20.008203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:20.008229] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:20.011553] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=74.60%) [2025-12-02T20:25:20.011862] [INFO ] [FORECASTER] Completed predict_future for ACIC [2025-12-02T20:25:20.011994] [INFO ] [sig ] ACIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:20.148034] [INFO ] [LOCAL ] Saved forecast: ACIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACIC.txt [2025-12-02T20:25:20.148155] [INFO ] [sig ] [31/3544] Completed ACIC in 0.3s | 2.94 sym/s | Total: 10.5s | ETA: 19.9m [2025-12-02T20:25:20.148190] [INFO ] [sig ] [32/3544] Forecasting ACLS... [2025-12-02T20:25:20.148219] [INFO ] [sig ] Generating forecast for: ACLS [2025-12-02T20:25:20.148247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'. [2025-12-02T20:25:20.158956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLS'. [2025-12-02T20:25:20.159263] [INFO ] [FORECASTER] Starting predict_future for ACLS [2025-12-02T20:25:20.160057] [DEBUG] [LOCAL ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt [2025-12-02T20:25:20.160106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:20.160136] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:20.160161] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:20.160215] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:20.215590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:20.216269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:20.216349] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:20.216381] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:20.334238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:20.334383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:20.334422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:20.334449] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:20.337801] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=86.28%) [2025-12-02T20:25:20.338084] [INFO ] [FORECASTER] Completed predict_future for ACLS [2025-12-02T20:25:20.338206] [INFO ] [sig ] ACLS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:20.475025] [INFO ] [LOCAL ] Saved forecast: ACLS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACLS.txt [2025-12-02T20:25:20.475141] [INFO ] [sig ] [32/3544] Completed ACLS in 0.3s | 2.95 sym/s | Total: 10.9s | ETA: 19.9m [2025-12-02T20:25:20.475177] [INFO ] [sig ] [33/3544] Forecasting ACLX... [2025-12-02T20:25:20.475205] [INFO ] [sig ] Generating forecast for: ACLX [2025-12-02T20:25:20.475234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'. [2025-12-02T20:25:20.486380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLX'. [2025-12-02T20:25:20.486707] [INFO ] [FORECASTER] Starting predict_future for ACLX [2025-12-02T20:25:20.487525] [DEBUG] [LOCAL ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt [2025-12-02T20:25:20.487595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:20.487634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:20.487662] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:20.487717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:20.545562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:20.546206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:20.546288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:20.546321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:20.666769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:20.666882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:20.666918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:20.666944] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:20.670143] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=13.86%) [2025-12-02T20:25:20.670495] [INFO ] [FORECASTER] Completed predict_future for ACLX [2025-12-02T20:25:20.670683] [INFO ] [sig ] ACLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:20.824293] [INFO ] [LOCAL ] Saved forecast: ACLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACLX.txt [2025-12-02T20:25:20.824433] [INFO ] [sig ] [33/3544] Completed ACLX in 0.3s | 2.95 sym/s | Total: 11.2s | ETA: 19.9m [2025-12-02T20:25:20.824473] [INFO ] [sig ] [34/3544] Forecasting ACM... [2025-12-02T20:25:20.824501] [INFO ] [sig ] Generating forecast for: ACM [2025-12-02T20:25:20.824530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-12-02T20:25:20.835945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACM'. [2025-12-02T20:25:20.836223] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-12-02T20:25:20.837039] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-12-02T20:25:20.837087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:20.837118] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:20.837143] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:20.837199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:20.893623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:20.894243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:20.894323] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:20.894357] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:21.012354] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:21.012468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:21.012505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:21.012532] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:21.015746] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=24.42%) [2025-12-02T20:25:21.016008] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-12-02T20:25:21.016133] [INFO ] [sig ] ACM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:21.153205] [INFO ] [LOCAL ] Saved forecast: ACM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACM.txt [2025-12-02T20:25:21.153323] [INFO ] [sig ] [34/3544] Completed ACM in 0.3s | 2.95 sym/s | Total: 11.5s | ETA: 19.8m [2025-12-02T20:25:21.153367] [INFO ] [sig ] [35/3544] Forecasting ACN... [2025-12-02T20:25:21.153395] [INFO ] [sig ] Generating forecast for: ACN [2025-12-02T20:25:21.153424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-12-02T20:25:21.164422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACN'. [2025-12-02T20:25:21.164711] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-12-02T20:25:21.165471] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-12-02T20:25:21.165519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:21.165549] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:21.165590] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:21.165648] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:21.221675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:21.222272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:21.222348] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:21.222379] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:21.343362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:21.343485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:21.343521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:21.343548] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:21.346761] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=12.24%) [2025-12-02T20:25:21.347020] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-12-02T20:25:21.347141] [INFO ] [sig ] ACN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:21.484865] [INFO ] [LOCAL ] Saved forecast: ACN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACN.txt [2025-12-02T20:25:21.484990] [INFO ] [sig ] [35/3544] Completed ACN in 0.3s | 2.95 sym/s | Total: 11.9s | ETA: 19.8m [2025-12-02T20:25:21.485030] [INFO ] [sig ] [36/3544] Forecasting ACNB... [2025-12-02T20:25:21.485059] [INFO ] [sig ] Generating forecast for: ACNB [2025-12-02T20:25:21.485088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'. [2025-12-02T20:25:21.496270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACNB'. [2025-12-02T20:25:21.496601] [INFO ] [FORECASTER] Starting predict_future for ACNB [2025-12-02T20:25:21.497381] [DEBUG] [LOCAL ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt [2025-12-02T20:25:21.497431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:21.497461] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:21.497486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:21.497540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:21.552866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:21.553481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:21.553557] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:21.553607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:21.662780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:21.662886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:21.662923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:21.662949] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:21.666118] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=3.28%) [2025-12-02T20:25:21.666375] [INFO ] [FORECASTER] Completed predict_future for ACNB [2025-12-02T20:25:21.666511] [INFO ] [sig ] ACNB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:21.803427] [INFO ] [LOCAL ] Saved forecast: ACNB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACNB.txt [2025-12-02T20:25:21.803538] [INFO ] [sig ] [36/3544] Completed ACNB in 0.3s | 2.95 sym/s | Total: 12.2s | ETA: 19.8m [2025-12-02T20:25:21.803610] [INFO ] [sig ] [37/3544] Forecasting ACON... [2025-12-02T20:25:21.803639] [INFO ] [sig ] Generating forecast for: ACON [2025-12-02T20:25:21.803667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'. [2025-12-02T20:25:21.814725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACON'. [2025-12-02T20:25:21.815036] [INFO ] [FORECASTER] Starting predict_future for ACON [2025-12-02T20:25:21.815831] [DEBUG] [LOCAL ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt [2025-12-02T20:25:21.815879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:21.815909] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:21.815936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:21.815991] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:21.874141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:21.874770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:21.874885] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:21.874930] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:21.983058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:21.983177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:21.983215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:21.983242] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:21.986520] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=21.48%) [2025-12-02T20:25:21.986797] [INFO ] [FORECASTER] Completed predict_future for ACON [2025-12-02T20:25:21.986919] [INFO ] [sig ] ACON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:22.129751] [INFO ] [LOCAL ] Saved forecast: ACON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACON.txt [2025-12-02T20:25:22.129865] [INFO ] [sig ] [37/3544] Completed ACON in 0.3s | 2.96 sym/s | Total: 12.5s | ETA: 19.8m [2025-12-02T20:25:22.129901] [INFO ] [sig ] [38/3544] Forecasting ACP... [2025-12-02T20:25:22.129930] [INFO ] [sig ] Generating forecast for: ACP [2025-12-02T20:25:22.129958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-12-02T20:25:22.140605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACP'. [2025-12-02T20:25:22.140884] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-12-02T20:25:22.141684] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-12-02T20:25:22.141733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:22.141764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:22.141789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:22.141844] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:22.199144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:22.199795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:22.199889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:22.199921] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:22.318420] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:22.318595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:22.318640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:22.318685] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:22.322267] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=49.99%) [2025-12-02T20:25:22.322587] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-12-02T20:25:22.322740] [INFO ] [sig ] ACP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:22.468716] [INFO ] [LOCAL ] Saved forecast: ACP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACP.txt [2025-12-02T20:25:22.468857] [INFO ] [sig ] [38/3544] Completed ACP in 0.3s | 2.96 sym/s | Total: 12.8s | ETA: 19.8m [2025-12-02T20:25:22.468895] [INFO ] [sig ] [39/3544] Forecasting ACRE... [2025-12-02T20:25:22.468923] [INFO ] [sig ] Generating forecast for: ACRE [2025-12-02T20:25:22.468952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-12-02T20:25:22.480196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRE'. [2025-12-02T20:25:22.480494] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-12-02T20:25:22.481320] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-12-02T20:25:22.481381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:22.481418] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:22.481448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:22.481502] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:22.538709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:22.539543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:22.539649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:22.539683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:22.662544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:22.662716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:22.662759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:22.662785] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:22.666376] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=37.99%) [2025-12-02T20:25:22.666696] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-12-02T20:25:22.666829] [INFO ] [sig ] ACRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:22.804554] [INFO ] [LOCAL ] Saved forecast: ACRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACRE.txt [2025-12-02T20:25:22.804726] [INFO ] [sig ] [39/3544] Completed ACRE in 0.3s | 2.96 sym/s | Total: 13.2s | ETA: 19.7m [2025-12-02T20:25:22.804764] [INFO ] [sig ] [40/3544] Forecasting ACRS... [2025-12-02T20:25:22.804803] [INFO ] [sig ] Generating forecast for: ACRS [2025-12-02T20:25:22.804846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'. [2025-12-02T20:25:22.816855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRS'. [2025-12-02T20:25:22.817196] [INFO ] [FORECASTER] Starting predict_future for ACRS [2025-12-02T20:25:22.818051] [DEBUG] [LOCAL ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt [2025-12-02T20:25:22.818101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:22.818134] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:22.818159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:22.818214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:22.880007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:22.880901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:22.881003] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:22.881036] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:23.002888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:23.003042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:23.003085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:23.003115] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:23.006555] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: UP (p=90.27%) [2025-12-02T20:25:23.006849] [INFO ] [FORECASTER] Completed predict_future for ACRS [2025-12-02T20:25:23.006979] [INFO ] [sig ] ACRS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:23.144830] [INFO ] [LOCAL ] Saved forecast: ACRS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACRS.txt [2025-12-02T20:25:23.144988] [INFO ] [sig ] [40/3544] Completed ACRS in 0.3s | 2.96 sym/s | Total: 13.5s | ETA: 19.7m [2025-12-02T20:25:23.145029] [INFO ] [sig ] [41/3544] Forecasting ACTG... [2025-12-02T20:25:23.145059] [INFO ] [sig ] Generating forecast for: ACTG [2025-12-02T20:25:23.145088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'. [2025-12-02T20:25:23.156498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACTG'. [2025-12-02T20:25:23.156833] [INFO ] [FORECASTER] Starting predict_future for ACTG [2025-12-02T20:25:23.157637] [DEBUG] [LOCAL ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt [2025-12-02T20:25:23.157687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:23.157720] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:23.157747] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:23.157803] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:23.213983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:23.214636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:23.214715] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:23.214746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:23.339890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:23.340042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:23.340083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:23.340111] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:23.343542] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=15.73%) [2025-12-02T20:25:23.343867] [INFO ] [FORECASTER] Completed predict_future for ACTG [2025-12-02T20:25:23.344015] [INFO ] [sig ] ACTG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:23.482938] [INFO ] [LOCAL ] Saved forecast: ACTG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACTG.txt [2025-12-02T20:25:23.483074] [INFO ] [sig ] [41/3544] Completed ACTG in 0.3s | 2.96 sym/s | Total: 13.9s | ETA: 19.7m [2025-12-02T20:25:23.483111] [INFO ] [sig ] [42/3544] Forecasting ACWI... [2025-12-02T20:25:23.483139] [INFO ] [sig ] Generating forecast for: ACWI [2025-12-02T20:25:23.483168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'. [2025-12-02T20:25:23.496185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWI'. [2025-12-02T20:25:23.496695] [INFO ] [FORECASTER] Starting predict_future for ACWI [2025-12-02T20:25:23.497486] [DEBUG] [LOCAL ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt [2025-12-02T20:25:23.497534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:23.497591] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:23.497621] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:23.497675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:23.554020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:23.554693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:23.554773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:23.554805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:23.675017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:23.675158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:23.675195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:23.675222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:23.678504] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=43.95%) [2025-12-02T20:25:23.678788] [INFO ] [FORECASTER] Completed predict_future for ACWI [2025-12-02T20:25:23.678915] [INFO ] [sig ] ACWI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:23.821001] [INFO ] [LOCAL ] Saved forecast: ACWI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACWI.txt [2025-12-02T20:25:23.821125] [INFO ] [sig ] [42/3544] Completed ACWI in 0.3s | 2.96 sym/s | Total: 14.2s | ETA: 19.7m [2025-12-02T20:25:23.821162] [INFO ] [sig ] [43/3544] Forecasting ACWX... [2025-12-02T20:25:23.821189] [INFO ] [sig ] Generating forecast for: ACWX [2025-12-02T20:25:23.821217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'. [2025-12-02T20:25:23.832144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWX'. [2025-12-02T20:25:23.832415] [INFO ] [FORECASTER] Starting predict_future for ACWX [2025-12-02T20:25:23.833205] [DEBUG] [LOCAL ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt [2025-12-02T20:25:23.833253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:23.833285] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:23.833311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:23.833366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:23.890796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:23.891407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:23.891487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:23.891518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:24.016233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:24.016371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:24.016412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:24.016441] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:24.020007] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=75.05%) [2025-12-02T20:25:24.020312] [INFO ] [FORECASTER] Completed predict_future for ACWX [2025-12-02T20:25:24.020446] [INFO ] [sig ] ACWX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:24.166995] [INFO ] [LOCAL ] Saved forecast: ACWX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ACWX.txt [2025-12-02T20:25:24.167119] [INFO ] [sig ] [43/3544] Completed ACWX in 0.3s | 2.96 sym/s | Total: 14.5s | ETA: 19.7m [2025-12-02T20:25:24.167155] [INFO ] [sig ] [44/3544] Forecasting ACXP... [2025-12-02T20:25:24.167184] [INFO ] [sig ] Generating forecast for: ACXP [2025-12-02T20:25:24.167212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'. [2025-12-02T20:25:24.178805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACXP'. [2025-12-02T20:25:24.179146] [INFO ] [FORECASTER] Starting predict_future for ACXP [2025-12-02T20:25:24.179968] [DEBUG] [LOCAL ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt [2025-12-02T20:25:24.180016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:24.180073] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:24.180099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:24.180160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:24.235930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:24.236736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:24.236819] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:24.236851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:24.352331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:24.352490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:24.352531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:24.352558] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:24.356063] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=3.18%) [2025-12-02T20:25:24.356404] [INFO ] [FORECASTER] Completed predict_future for ACXP [2025-12-02T20:25:24.356564] [INFO ] [sig ] ACXP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:24.500512] [INFO ] [LOCAL ] Saved forecast: ACXP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ACXP.txt [2025-12-02T20:25:24.500657] [INFO ] [sig ] [44/3544] Completed ACXP in 0.3s | 2.96 sym/s | Total: 14.9s | ETA: 19.7m [2025-12-02T20:25:24.500698] [INFO ] [sig ] [45/3544] Forecasting ADBE... [2025-12-02T20:25:24.500726] [INFO ] [sig ] Generating forecast for: ADBE [2025-12-02T20:25:24.500755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'. [2025-12-02T20:25:24.512397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADBE'. [2025-12-02T20:25:24.512734] [INFO ] [FORECASTER] Starting predict_future for ADBE [2025-12-02T20:25:24.513556] [DEBUG] [LOCAL ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt [2025-12-02T20:25:24.513625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:24.513656] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:24.513683] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:24.513739] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:24.572460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:24.573362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:24.573450] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:24.573482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:24.694212] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:24.694361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:24.694403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:24.694431] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:24.697881] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=19.34%) [2025-12-02T20:25:24.698153] [INFO ] [FORECASTER] Completed predict_future for ADBE [2025-12-02T20:25:24.698281] [INFO ] [sig ] ADBE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:24.841212] [INFO ] [LOCAL ] Saved forecast: ADBE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADBE.txt [2025-12-02T20:25:24.841344] [INFO ] [sig ] [45/3544] Completed ADBE in 0.3s | 2.96 sym/s | Total: 15.2s | ETA: 19.7m [2025-12-02T20:25:24.841382] [INFO ] [sig ] [46/3544] Forecasting ADC... [2025-12-02T20:25:24.841416] [INFO ] [sig ] Generating forecast for: ADC [2025-12-02T20:25:24.841445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-12-02T20:25:24.852831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADC'. [2025-12-02T20:25:24.853123] [INFO ] [FORECASTER] Starting predict_future for ADC [2025-12-02T20:25:24.853911] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-12-02T20:25:24.853959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:24.853990] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:24.854015] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:24.854069] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:24.910196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:24.910913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:24.910993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:24.911026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:25.028253] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:25.028411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:25.028459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:25.028494] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:25.031934] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=56.96%) [2025-12-02T20:25:25.032205] [INFO ] [FORECASTER] Completed predict_future for ADC [2025-12-02T20:25:25.032330] [INFO ] [sig ] ADC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:25.176056] [INFO ] [LOCAL ] Saved forecast: ADC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ADC.txt [2025-12-02T20:25:25.176181] [INFO ] [sig ] [46/3544] Completed ADC in 0.3s | 2.96 sym/s | Total: 15.6s | ETA: 19.7m [2025-12-02T20:25:25.176219] [INFO ] [sig ] [47/3544] Forecasting ADEA... [2025-12-02T20:25:25.176246] [INFO ] [sig ] Generating forecast for: ADEA [2025-12-02T20:25:25.176275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'. [2025-12-02T20:25:25.187999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADEA'. [2025-12-02T20:25:25.188295] [INFO ] [FORECASTER] Starting predict_future for ADEA [2025-12-02T20:25:25.189149] [DEBUG] [LOCAL ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt [2025-12-02T20:25:25.189198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:25.189230] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:25.189256] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:25.189313] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:25.247412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:25.248087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:25.248166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:25.248197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:25.366545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:25.366698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:25.366737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:25.366794] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:25.370129] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=73.29%) [2025-12-02T20:25:25.370395] [INFO ] [FORECASTER] Completed predict_future for ADEA [2025-12-02T20:25:25.370518] [INFO ] [sig ] ADEA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:25.506887] [INFO ] [LOCAL ] Saved forecast: ADEA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ADEA.txt [2025-12-02T20:25:25.507020] [INFO ] [sig ] [47/3544] Completed ADEA in 0.3s | 2.96 sym/s | Total: 15.9s | ETA: 19.7m [2025-12-02T20:25:25.507059] [INFO ] [sig ] [48/3544] Forecasting ADI... [2025-12-02T20:25:25.507086] [INFO ] [sig ] Generating forecast for: ADI [2025-12-02T20:25:25.507114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'. [2025-12-02T20:25:25.518544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADI'. [2025-12-02T20:25:25.518850] [INFO ] [FORECASTER] Starting predict_future for ADI [2025-12-02T20:25:25.519631] [DEBUG] [LOCAL ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt [2025-12-02T20:25:25.519680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:25.519710] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:25.519735] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:25.519789] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:25.578766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:25.579654] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:25.579735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:25.579767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:25.708146] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:25.708296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:25.708338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:25.708367] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:25.711875] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=26.53%) [2025-12-02T20:25:25.712148] [INFO ] [FORECASTER] Completed predict_future for ADI [2025-12-02T20:25:25.712279] [INFO ] [sig ] ADI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:25.855713] [INFO ] [LOCAL ] Saved forecast: ADI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADI.txt [2025-12-02T20:25:25.855839] [INFO ] [sig ] [48/3544] Completed ADI in 0.3s | 2.96 sym/s | Total: 16.2s | ETA: 19.7m [2025-12-02T20:25:25.855876] [INFO ] [sig ] [49/3544] Forecasting ADM... [2025-12-02T20:25:25.855904] [INFO ] [sig ] Generating forecast for: ADM [2025-12-02T20:25:25.855932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-12-02T20:25:25.868001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADM'. [2025-12-02T20:25:25.868386] [INFO ] [FORECASTER] Starting predict_future for ADM [2025-12-02T20:25:25.869220] [DEBUG] [LOCAL ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt [2025-12-02T20:25:25.869269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:25.869298] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:25.869324] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:25.869382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:25.926373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:25.927280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:25.927369] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:25.927400] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:26.048974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:26.049140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:26.049180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:26.049208] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:26.052612] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=75.10%) [2025-12-02T20:25:26.052907] [INFO ] [FORECASTER] Completed predict_future for ADM [2025-12-02T20:25:26.053045] [INFO ] [sig ] ADM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:26.197476] [INFO ] [LOCAL ] Saved forecast: ADM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ADM.txt [2025-12-02T20:25:26.197653] [INFO ] [sig ] [49/3544] Completed ADM in 0.3s | 2.96 sym/s | Total: 16.6s | ETA: 19.7m [2025-12-02T20:25:26.197694] [INFO ] [sig ] [50/3544] Forecasting ADMA... [2025-12-02T20:25:26.197722] [INFO ] [sig ] Generating forecast for: ADMA [2025-12-02T20:25:26.197752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'. [2025-12-02T20:25:26.209183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADMA'. [2025-12-02T20:25:26.209539] [INFO ] [FORECASTER] Starting predict_future for ADMA [2025-12-02T20:25:26.210368] [DEBUG] [LOCAL ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt [2025-12-02T20:25:26.210419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:26.210453] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:26.210479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:26.210534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:26.267315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:26.268207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:26.268291] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:26.268322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:26.389029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:26.389150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:26.389186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:26.389214] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:26.392437] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=6.99%) [2025-12-02T20:25:26.392716] [INFO ] [FORECASTER] Completed predict_future for ADMA [2025-12-02T20:25:26.392841] [INFO ] [sig ] ADMA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:26.529535] [INFO ] [LOCAL ] Saved forecast: ADMA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADMA.txt [2025-12-02T20:25:26.529665] [INFO ] [sig ] [50/3544] Completed ADMA in 0.3s | 2.96 sym/s | Total: 16.9s | ETA: 19.7m [2025-12-02T20:25:26.529702] [INFO ] [sig ] [51/3544] Forecasting ADP... [2025-12-02T20:25:26.529729] [INFO ] [sig ] Generating forecast for: ADP [2025-12-02T20:25:26.529758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'. [2025-12-02T20:25:26.541352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADP'. [2025-12-02T20:25:26.541646] [INFO ] [FORECASTER] Starting predict_future for ADP [2025-12-02T20:25:26.542417] [DEBUG] [LOCAL ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt [2025-12-02T20:25:26.542465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:26.542496] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:26.542521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:26.542595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:26.597798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:26.598411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:26.598488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:26.598518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:26.718177] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:26.718303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:26.718340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:26.718367] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:26.721566] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=6.77%) [2025-12-02T20:25:26.721852] [INFO ] [FORECASTER] Completed predict_future for ADP [2025-12-02T20:25:26.721979] [INFO ] [sig ] ADP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:26.858737] [INFO ] [LOCAL ] Saved forecast: ADP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADP.txt [2025-12-02T20:25:26.858860] [INFO ] [sig ] [51/3544] Completed ADP in 0.3s | 2.96 sym/s | Total: 17.2s | ETA: 19.7m [2025-12-02T20:25:26.858898] [INFO ] [sig ] [52/3544] Forecasting ADSE... [2025-12-02T20:25:26.858926] [INFO ] [sig ] Generating forecast for: ADSE [2025-12-02T20:25:26.858954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'. [2025-12-02T20:25:26.869520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSE'. [2025-12-02T20:25:26.869801] [INFO ] [FORECASTER] Starting predict_future for ADSE [2025-12-02T20:25:26.870566] [DEBUG] [LOCAL ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt [2025-12-02T20:25:26.870634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:26.870664] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:26.870690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:26.870745] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:26.927657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:26.928298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:26.928374] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:26.928405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:27.045139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:27.045272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:27.045311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:27.045337] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:27.048698] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=41.10%) [2025-12-02T20:25:27.048963] [INFO ] [FORECASTER] Completed predict_future for ADSE [2025-12-02T20:25:27.049087] [INFO ] [sig ] ADSE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:27.187434] [INFO ] [LOCAL ] Saved forecast: ADSE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADSE.txt [2025-12-02T20:25:27.187549] [INFO ] [sig ] [52/3544] Completed ADSE in 0.3s | 2.96 sym/s | Total: 17.6s | ETA: 19.7m [2025-12-02T20:25:27.187603] [INFO ] [sig ] [53/3544] Forecasting ADSK... [2025-12-02T20:25:27.187634] [INFO ] [sig ] Generating forecast for: ADSK [2025-12-02T20:25:27.187662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'. [2025-12-02T20:25:27.198748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSK'. [2025-12-02T20:25:27.199036] [INFO ] [FORECASTER] Starting predict_future for ADSK [2025-12-02T20:25:27.199875] [DEBUG] [LOCAL ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt [2025-12-02T20:25:27.199925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:27.199955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:27.199981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:27.200050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:27.256417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:27.257057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:27.257132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:27.257163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:27.376048] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:27.376188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:27.376227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:27.376255] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:27.379606] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=83.32%) [2025-12-02T20:25:27.379868] [INFO ] [FORECASTER] Completed predict_future for ADSK [2025-12-02T20:25:27.379996] [INFO ] [sig ] ADSK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:27.519354] [INFO ] [LOCAL ] Saved forecast: ADSK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ADSK.txt [2025-12-02T20:25:27.519485] [INFO ] [sig ] [53/3544] Completed ADSK in 0.3s | 2.96 sym/s | Total: 17.9s | ETA: 19.7m [2025-12-02T20:25:27.519523] [INFO ] [sig ] [54/3544] Forecasting ADTN... [2025-12-02T20:25:27.519551] [INFO ] [sig ] Generating forecast for: ADTN [2025-12-02T20:25:27.519599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'. [2025-12-02T20:25:27.530261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTN'. [2025-12-02T20:25:27.530530] [INFO ] [FORECASTER] Starting predict_future for ADTN [2025-12-02T20:25:27.531333] [DEBUG] [LOCAL ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt [2025-12-02T20:25:27.531382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:27.531412] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:27.531437] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:27.531491] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:27.587968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:27.588733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:27.588842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:27.588876] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:27.710458] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:27.710629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:27.710671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:27.710698] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:27.714463] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=45.39%) [2025-12-02T20:25:27.714750] [INFO ] [FORECASTER] Completed predict_future for ADTN [2025-12-02T20:25:27.714878] [INFO ] [sig ] ADTN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:27.854013] [INFO ] [LOCAL ] Saved forecast: ADTN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADTN.txt [2025-12-02T20:25:27.854137] [INFO ] [sig ] [54/3544] Completed ADTN in 0.3s | 2.96 sym/s | Total: 18.2s | ETA: 19.6m [2025-12-02T20:25:27.854174] [INFO ] [sig ] [55/3544] Forecasting ADTX... [2025-12-02T20:25:27.854203] [INFO ] [sig ] Generating forecast for: ADTX [2025-12-02T20:25:27.854231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'. [2025-12-02T20:25:27.866022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTX'. [2025-12-02T20:25:27.866319] [INFO ] [FORECASTER] Starting predict_future for ADTX [2025-12-02T20:25:27.867175] [DEBUG] [LOCAL ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt [2025-12-02T20:25:27.867235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:27.867267] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:27.867295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:27.867352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:27.925832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:27.926543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:27.926642] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:27.926675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:28.033597] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:28.033729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:28.033770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:28.033801] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:28.037193] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=12.16%) [2025-12-02T20:25:28.037464] [INFO ] [FORECASTER] Completed predict_future for ADTX [2025-12-02T20:25:28.037612] [INFO ] [sig ] ADTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:28.181499] [INFO ] [LOCAL ] Saved forecast: ADTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADTX.txt [2025-12-02T20:25:28.181637] [INFO ] [sig ] [55/3544] Completed ADTX in 0.3s | 2.96 sym/s | Total: 18.6s | ETA: 19.6m [2025-12-02T20:25:28.181678] [INFO ] [sig ] [56/3544] Forecasting ADUS... [2025-12-02T20:25:28.181705] [INFO ] [sig ] Generating forecast for: ADUS [2025-12-02T20:25:28.181732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'. [2025-12-02T20:25:28.192831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADUS'. [2025-12-02T20:25:28.193112] [INFO ] [FORECASTER] Starting predict_future for ADUS [2025-12-02T20:25:28.193960] [DEBUG] [LOCAL ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt [2025-12-02T20:25:28.194010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:28.194041] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:28.194067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:28.194123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:28.252686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:28.253370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:28.253450] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:28.253481] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:28.373486] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:28.373661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:28.373727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:28.373758] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:28.377084] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=36.41%) [2025-12-02T20:25:28.377355] [INFO ] [FORECASTER] Completed predict_future for ADUS [2025-12-02T20:25:28.377490] [INFO ] [sig ] ADUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:28.522825] [INFO ] [LOCAL ] Saved forecast: ADUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ADUS.txt [2025-12-02T20:25:28.522962] [INFO ] [sig ] [56/3544] Completed ADUS in 0.3s | 2.96 sym/s | Total: 18.9s | ETA: 19.6m [2025-12-02T20:25:28.522999] [INFO ] [sig ] [57/3544] Forecasting ADVM... [2025-12-02T20:25:28.523028] [INFO ] [sig ] Generating forecast for: ADVM [2025-12-02T20:25:28.523056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'. [2025-12-02T20:25:28.534706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADVM'. [2025-12-02T20:25:28.535011] [INFO ] [FORECASTER] Starting predict_future for ADVM [2025-12-02T20:25:28.535899] [DEBUG] [LOCAL ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt [2025-12-02T20:25:28.535949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:28.535981] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:28.536007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:28.536063] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:28.593958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:28.594711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:28.594792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:28.594824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:28.714617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:28.714762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:28.714799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:28.714827] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:28.718140] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: UP (p=73.63%) [2025-12-02T20:25:28.718405] [INFO ] [FORECASTER] Completed predict_future for ADVM [2025-12-02T20:25:28.718545] [INFO ] [sig ] ADVM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:28.858990] [INFO ] [LOCAL ] Saved forecast: ADVM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ADVM.txt [2025-12-02T20:25:28.859142] [INFO ] [sig ] [57/3544] Completed ADVM in 0.3s | 2.96 sym/s | Total: 19.2s | ETA: 19.6m [2025-12-02T20:25:28.859179] [INFO ] [sig ] [58/3544] Forecasting ADX... [2025-12-02T20:25:28.859209] [INFO ] [sig ] Generating forecast for: ADX [2025-12-02T20:25:28.859238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-12-02T20:25:28.871006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADX'. [2025-12-02T20:25:28.871275] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-12-02T20:25:28.872067] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-12-02T20:25:28.872115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:28.872147] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:28.872172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:28.872227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:28.928990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:28.929697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:28.929773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:28.929804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:29.048681] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:29.048806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:29.048849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:29.048877] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:29.052166] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=82.80%) [2025-12-02T20:25:29.052428] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-12-02T20:25:29.052549] [INFO ] [sig ] ADX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:29.195723] [INFO ] [LOCAL ] Saved forecast: ADX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ADX.txt [2025-12-02T20:25:29.195883] [INFO ] [sig ] [58/3544] Completed ADX in 0.3s | 2.96 sym/s | Total: 19.6s | ETA: 19.6m [2025-12-02T20:25:29.195929] [INFO ] [sig ] [59/3544] Forecasting AEE... [2025-12-02T20:25:29.195959] [INFO ] [sig ] Generating forecast for: AEE [2025-12-02T20:25:29.195988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-12-02T20:25:29.209859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEE'. [2025-12-02T20:25:29.210318] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-12-02T20:25:29.211363] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-12-02T20:25:29.211424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:29.211470] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:29.211508] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:29.211615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:29.269079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:29.269815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:29.269896] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:29.269927] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:29.391369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:29.391527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:29.391614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:29.391648] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:29.395096] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=9.71%) [2025-12-02T20:25:29.395396] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-12-02T20:25:29.395534] [INFO ] [sig ] AEE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:29.535186] [INFO ] [LOCAL ] Saved forecast: AEE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AEE.txt [2025-12-02T20:25:29.535321] [INFO ] [sig ] [59/3544] Completed AEE in 0.3s | 2.96 sym/s | Total: 19.9s | ETA: 19.6m [2025-12-02T20:25:29.535357] [INFO ] [sig ] [60/3544] Forecasting AEFC... [2025-12-02T20:25:29.535384] [INFO ] [sig ] Generating forecast for: AEFC [2025-12-02T20:25:29.535413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-12-02T20:25:29.552372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEFC'. [2025-12-02T20:25:29.552723] [INFO ] [FORECASTER] Starting predict_future for AEFC [2025-12-02T20:25:29.553523] [DEBUG] [LOCAL ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt [2025-12-02T20:25:29.553589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:29.553623] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:29.553649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:29.553705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:29.610319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:29.611115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:29.611193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:29.611224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:29.728175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:29.728336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:29.728377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:29.728404] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:29.731919] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=68.44%) [2025-12-02T20:25:29.732226] [INFO ] [FORECASTER] Completed predict_future for AEFC [2025-12-02T20:25:29.732359] [INFO ] [sig ] AEFC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:29.875076] [INFO ] [LOCAL ] Saved forecast: AEFC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AEFC.txt [2025-12-02T20:25:29.875244] [INFO ] [sig ] [60/3544] Completed AEFC in 0.3s | 2.96 sym/s | Total: 20.3s | ETA: 19.6m [2025-12-02T20:25:29.875286] [INFO ] [sig ] [61/3544] Forecasting AEG... [2025-12-02T20:25:29.875318] [INFO ] [sig ] Generating forecast for: AEG [2025-12-02T20:25:29.875347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-12-02T20:25:29.887101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEG'. [2025-12-02T20:25:29.887414] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-12-02T20:25:29.888258] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-12-02T20:25:29.888307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:29.888363] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:29.888389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:29.888445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:29.944936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:29.945620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:29.945701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:29.945733] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:30.065208] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:30.065349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:30.065388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:30.065414] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:30.068758] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=78.45%) [2025-12-02T20:25:30.069023] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-12-02T20:25:30.069149] [INFO ] [sig ] AEG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:30.205160] [INFO ] [LOCAL ] Saved forecast: AEG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AEG.txt [2025-12-02T20:25:30.205286] [INFO ] [sig ] [61/3544] Completed AEG in 0.3s | 2.96 sym/s | Total: 20.6s | ETA: 19.6m [2025-12-02T20:25:30.205324] [INFO ] [sig ] [62/3544] Forecasting AEHL... [2025-12-02T20:25:30.205353] [INFO ] [sig ] Generating forecast for: AEHL [2025-12-02T20:25:30.205381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'. [2025-12-02T20:25:30.217264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEHL'. [2025-12-02T20:25:30.217612] [INFO ] [FORECASTER] Starting predict_future for AEHL [2025-12-02T20:25:30.218436] [DEBUG] [LOCAL ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt [2025-12-02T20:25:30.218485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:30.218515] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:30.218540] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:30.218610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:30.274498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:30.275325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:30.275404] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:30.275435] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:30.395700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:30.395856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:30.395916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:30.395945] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:30.399351] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=59.32%) [2025-12-02T20:25:30.399660] [INFO ] [FORECASTER] Completed predict_future for AEHL [2025-12-02T20:25:30.399794] [INFO ] [sig ] AEHL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:30.544123] [INFO ] [LOCAL ] Saved forecast: AEHL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AEHL.txt [2025-12-02T20:25:30.544250] [INFO ] [sig ] [62/3544] Completed AEHL in 0.3s | 2.96 sym/s | Total: 20.9s | ETA: 19.6m [2025-12-02T20:25:30.544287] [INFO ] [sig ] [63/3544] Forecasting AEI... [2025-12-02T20:25:30.544316] [INFO ] [sig ] Generating forecast for: AEI [2025-12-02T20:25:30.544343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'. [2025-12-02T20:25:30.555538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEI'. [2025-12-02T20:25:30.555828] [INFO ] [FORECASTER] Starting predict_future for AEI [2025-12-02T20:25:30.556634] [DEBUG] [LOCAL ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt [2025-12-02T20:25:30.556682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:30.556713] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:30.556739] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:30.556793] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:30.612476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:30.613100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:30.613176] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:30.613207] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:30.730321] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:30.730458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:30.730502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:30.730535] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:30.733846] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=7.67%) [2025-12-02T20:25:30.734106] [INFO ] [FORECASTER] Completed predict_future for AEI [2025-12-02T20:25:30.734228] [INFO ] [sig ] AEI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:30.872052] [INFO ] [LOCAL ] Saved forecast: AEI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AEI.txt [2025-12-02T20:25:30.872169] [INFO ] [sig ] [63/3544] Completed AEI in 0.3s | 2.96 sym/s | Total: 21.3s | ETA: 19.6m [2025-12-02T20:25:30.872205] [INFO ] [sig ] [64/3544] Forecasting AEIS... [2025-12-02T20:25:30.872233] [INFO ] [sig ] Generating forecast for: AEIS [2025-12-02T20:25:30.872262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'. [2025-12-02T20:25:30.887469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEIS'. [2025-12-02T20:25:30.887789] [INFO ] [FORECASTER] Starting predict_future for AEIS [2025-12-02T20:25:30.888604] [DEBUG] [LOCAL ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt [2025-12-02T20:25:30.888658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:30.888689] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:30.888714] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:30.888769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:30.944881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:30.945586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:30.945665] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:30.945695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:31.064902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:31.065027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:31.065066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:31.065123] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:31.068473] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=1.00%) [2025-12-02T20:25:31.068766] [INFO ] [FORECASTER] Completed predict_future for AEIS [2025-12-02T20:25:31.068895] [INFO ] [sig ] AEIS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:31.208035] [INFO ] [LOCAL ] Saved forecast: AEIS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AEIS.txt [2025-12-02T20:25:31.208156] [INFO ] [sig ] [64/3544] Completed AEIS in 0.3s | 2.96 sym/s | Total: 21.6s | ETA: 19.6m [2025-12-02T20:25:31.208193] [INFO ] [sig ] [65/3544] Forecasting AEMD... [2025-12-02T20:25:31.208220] [INFO ] [sig ] Generating forecast for: AEMD [2025-12-02T20:25:31.208248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'. [2025-12-02T20:25:31.219033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEMD'. [2025-12-02T20:25:31.219346] [INFO ] [FORECASTER] Starting predict_future for AEMD [2025-12-02T20:25:31.220137] [DEBUG] [LOCAL ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt [2025-12-02T20:25:31.220186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:31.220228] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:31.220254] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:31.220309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:31.275957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:31.276565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:31.276665] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:31.276708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:31.393320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:31.393448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:31.393486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:31.393513] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:31.396842] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=57.25%) [2025-12-02T20:25:31.397108] [INFO ] [FORECASTER] Completed predict_future for AEMD [2025-12-02T20:25:31.397232] [INFO ] [sig ] AEMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:31.536888] [INFO ] [LOCAL ] Saved forecast: AEMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AEMD.txt [2025-12-02T20:25:31.537014] [INFO ] [sig ] [65/3544] Completed AEMD in 0.3s | 2.97 sym/s | Total: 21.9s | ETA: 19.6m [2025-12-02T20:25:31.537051] [INFO ] [sig ] [66/3544] Forecasting AEO... [2025-12-02T20:25:31.537080] [INFO ] [sig ] Generating forecast for: AEO [2025-12-02T20:25:31.537108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-12-02T20:25:31.548695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEO'. [2025-12-02T20:25:31.548985] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-12-02T20:25:31.549823] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-12-02T20:25:31.549873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:31.549913] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:31.549942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:31.550000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:31.606277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:31.606944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:31.607019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:31.607049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:31.733528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:31.733692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:31.733734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:31.733761] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:31.737097] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-12-02T20:25:31.737362] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-12-02T20:25:31.737488] [INFO ] [sig ] AEO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:31.877230] [INFO ] [LOCAL ] Saved forecast: AEO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AEO.txt [2025-12-02T20:25:31.877350] [INFO ] [sig ] [66/3544] Completed AEO in 0.3s | 2.97 sym/s | Total: 22.3s | ETA: 19.5m [2025-12-02T20:25:31.877385] [INFO ] [sig ] [67/3544] Forecasting AEP... [2025-12-02T20:25:31.877413] [INFO ] [sig ] Generating forecast for: AEP [2025-12-02T20:25:31.877443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'. [2025-12-02T20:25:31.889172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEP'. [2025-12-02T20:25:31.889444] [INFO ] [FORECASTER] Starting predict_future for AEP [2025-12-02T20:25:31.890247] [DEBUG] [LOCAL ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt [2025-12-02T20:25:31.890296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:31.890325] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:31.890349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:31.890404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:31.946278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:31.946955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:31.947033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:31.947063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:32.068355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:32.068482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:32.068520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:32.068547] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:32.071832] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=88.60%) [2025-12-02T20:25:32.072092] [INFO ] [FORECASTER] Completed predict_future for AEP [2025-12-02T20:25:32.072216] [INFO ] [sig ] AEP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:32.208974] [INFO ] [LOCAL ] Saved forecast: AEP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AEP.txt [2025-12-02T20:25:32.209089] [INFO ] [sig ] [67/3544] Completed AEP in 0.3s | 2.97 sym/s | Total: 22.6s | ETA: 19.5m [2025-12-02T20:25:32.209125] [INFO ] [sig ] [68/3544] Forecasting AES... [2025-12-02T20:25:32.209153] [INFO ] [sig ] Generating forecast for: AES [2025-12-02T20:25:32.209181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-12-02T20:25:32.221427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AES'. [2025-12-02T20:25:32.221812] [INFO ] [FORECASTER] Starting predict_future for AES [2025-12-02T20:25:32.222639] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-12-02T20:25:32.222688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:32.222718] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:32.222743] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:32.222798] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:32.283025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:32.283912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:32.283995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:32.284026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:32.403355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:32.403504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:32.403545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:32.403593] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:32.406991] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=87.53%) [2025-12-02T20:25:32.407261] [INFO ] [FORECASTER] Completed predict_future for AES [2025-12-02T20:25:32.407388] [INFO ] [sig ] AES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:32.547471] [INFO ] [LOCAL ] Saved forecast: AES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AES.txt [2025-12-02T20:25:32.547633] [INFO ] [sig ] [68/3544] Completed AES in 0.3s | 2.97 sym/s | Total: 22.9s | ETA: 19.5m [2025-12-02T20:25:32.547674] [INFO ] [sig ] [69/3544] Forecasting AESI... [2025-12-02T20:25:32.547703] [INFO ] [sig ] Generating forecast for: AESI [2025-12-02T20:25:32.547733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-12-02T20:25:32.560149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AESI'. [2025-12-02T20:25:32.560553] [INFO ] [FORECASTER] Starting predict_future for AESI [2025-12-02T20:25:32.561439] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-12-02T20:25:32.561490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:32.561521] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:32.561547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:32.561629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:32.620704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:32.621640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:32.621732] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:32.621764] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:32.738839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:32.738992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:32.739033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:32.739063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:32.742599] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=76.89%) [2025-12-02T20:25:32.742898] [INFO ] [FORECASTER] Completed predict_future for AESI [2025-12-02T20:25:32.743028] [INFO ] [sig ] AESI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:32.890623] [INFO ] [LOCAL ] Saved forecast: AESI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AESI.txt [2025-12-02T20:25:32.890744] [INFO ] [sig ] [69/3544] Completed AESI in 0.3s | 2.97 sym/s | Total: 23.3s | ETA: 19.5m [2025-12-02T20:25:32.890780] [INFO ] [sig ] [70/3544] Forecasting AEVA... [2025-12-02T20:25:32.890815] [INFO ] [sig ] Generating forecast for: AEVA [2025-12-02T20:25:32.890844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'. [2025-12-02T20:25:32.907125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEVA'. [2025-12-02T20:25:32.907427] [INFO ] [FORECASTER] Starting predict_future for AEVA [2025-12-02T20:25:32.908278] [DEBUG] [LOCAL ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt [2025-12-02T20:25:32.908329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:32.908361] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:32.908388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:32.908444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:32.966655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:32.967360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:32.967441] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:32.967474] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:33.083201] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:33.083326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:33.083365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:33.083392] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:33.086661] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=25.58%) [2025-12-02T20:25:33.086921] [INFO ] [FORECASTER] Completed predict_future for AEVA [2025-12-02T20:25:33.087042] [INFO ] [sig ] AEVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:33.224190] [INFO ] [LOCAL ] Saved forecast: AEVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AEVA.txt [2025-12-02T20:25:33.224311] [INFO ] [sig ] [70/3544] Completed AEVA in 0.3s | 2.97 sym/s | Total: 23.6s | ETA: 19.5m [2025-12-02T20:25:33.224347] [INFO ] [sig ] [71/3544] Forecasting AEYE... [2025-12-02T20:25:33.224376] [INFO ] [sig ] Generating forecast for: AEYE [2025-12-02T20:25:33.224405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'. [2025-12-02T20:25:33.235410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEYE'. [2025-12-02T20:25:33.235727] [INFO ] [FORECASTER] Starting predict_future for AEYE [2025-12-02T20:25:33.236499] [DEBUG] [LOCAL ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt [2025-12-02T20:25:33.236549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:33.236602] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:33.236630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:33.236686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:33.291810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:33.292427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:33.292528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:33.292560] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:33.407889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:33.408041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:33.408084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:33.408110] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:33.411447] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=57.60%) [2025-12-02T20:25:33.411727] [INFO ] [FORECASTER] Completed predict_future for AEYE [2025-12-02T20:25:33.411849] [INFO ] [sig ] AEYE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:33.551194] [INFO ] [LOCAL ] Saved forecast: AEYE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AEYE.txt [2025-12-02T20:25:33.551318] [INFO ] [sig ] [71/3544] Completed AEYE in 0.3s | 2.97 sym/s | Total: 23.9s | ETA: 19.5m [2025-12-02T20:25:33.551354] [INFO ] [sig ] [72/3544] Forecasting AFB... [2025-12-02T20:25:33.551383] [INFO ] [sig ] Generating forecast for: AFB [2025-12-02T20:25:33.551412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-12-02T20:25:33.562278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFB'. [2025-12-02T20:25:33.562560] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-12-02T20:25:33.563342] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-12-02T20:25:33.563391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:33.563422] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:33.563447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:33.563503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:33.619941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:33.620776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:33.620857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:33.620888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:33.745873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:33.746003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:33.746042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:33.746068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:33.749401] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=55.66%) [2025-12-02T20:25:33.749689] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-12-02T20:25:33.749814] [INFO ] [sig ] AFB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:33.885228] [INFO ] [LOCAL ] Saved forecast: AFB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AFB.txt [2025-12-02T20:25:33.885331] [INFO ] [sig ] [72/3544] Completed AFB in 0.3s | 2.97 sym/s | Total: 24.3s | ETA: 19.5m [2025-12-02T20:25:33.885368] [INFO ] [sig ] [73/3544] Forecasting AFCG... [2025-12-02T20:25:33.885395] [INFO ] [sig ] Generating forecast for: AFCG [2025-12-02T20:25:33.885424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'. [2025-12-02T20:25:33.896220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFCG'. [2025-12-02T20:25:33.896496] [INFO ] [FORECASTER] Starting predict_future for AFCG [2025-12-02T20:25:33.897308] [DEBUG] [LOCAL ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt [2025-12-02T20:25:33.897359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:33.897390] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:33.897417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:33.897473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:33.955462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:33.956133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:33.956212] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:33.956245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:34.073153] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:34.073256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:34.073292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:34.073333] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:34.076428] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=59.96%) [2025-12-02T20:25:34.076704] [INFO ] [FORECASTER] Completed predict_future for AFCG [2025-12-02T20:25:34.076827] [INFO ] [sig ] AFCG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:34.213492] [INFO ] [LOCAL ] Saved forecast: AFCG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AFCG.txt [2025-12-02T20:25:34.213613] [INFO ] [sig ] [73/3544] Completed AFCG in 0.3s | 2.97 sym/s | Total: 24.6s | ETA: 19.5m [2025-12-02T20:25:34.213653] [INFO ] [sig ] [74/3544] Forecasting AFRI... [2025-12-02T20:25:34.213681] [INFO ] [sig ] Generating forecast for: AFRI [2025-12-02T20:25:34.213710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'. [2025-12-02T20:25:34.223378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRI'. [2025-12-02T20:25:34.223628] [INFO ] [FORECASTER] Starting predict_future for AFRI [2025-12-02T20:25:34.224385] [DEBUG] [LOCAL ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt [2025-12-02T20:25:34.224434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:34.224466] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:34.224492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:34.224547] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:34.280654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:34.281240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:34.281316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:34.281347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:34.377486] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:34.377591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:34.377628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:34.377655] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:34.380724] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=30.89%) [2025-12-02T20:25:34.380977] [INFO ] [FORECASTER] Completed predict_future for AFRI [2025-12-02T20:25:34.381099] [INFO ] [sig ] AFRI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:34.519765] [INFO ] [LOCAL ] Saved forecast: AFRI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AFRI.txt [2025-12-02T20:25:34.519902] [INFO ] [sig ] [74/3544] Completed AFRI in 0.3s | 2.97 sym/s | Total: 24.9s | ETA: 19.5m [2025-12-02T20:25:34.519939] [INFO ] [sig ] [75/3544] Forecasting AFRM... [2025-12-02T20:25:34.519967] [INFO ] [sig ] Generating forecast for: AFRM [2025-12-02T20:25:34.519995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'. [2025-12-02T20:25:34.533673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRM'. [2025-12-02T20:25:34.534009] [INFO ] [FORECASTER] Starting predict_future for AFRM [2025-12-02T20:25:34.534816] [DEBUG] [LOCAL ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt [2025-12-02T20:25:34.534865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:34.534896] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:34.534922] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:34.534977] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:34.590421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:34.591039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:34.591115] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:34.591156] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:34.712242] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:34.712355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:34.712392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:34.712419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:34.715550] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=65.15%) [2025-12-02T20:25:34.715824] [INFO ] [FORECASTER] Completed predict_future for AFRM [2025-12-02T20:25:34.715945] [INFO ] [sig ] AFRM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:34.854559] [INFO ] [LOCAL ] Saved forecast: AFRM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AFRM.txt [2025-12-02T20:25:34.854753] [INFO ] [sig ] [75/3544] Completed AFRM in 0.3s | 2.97 sym/s | Total: 25.2s | ETA: 19.5m [2025-12-02T20:25:34.854791] [INFO ] [sig ] [76/3544] Forecasting AFYA... [2025-12-02T20:25:34.854820] [INFO ] [sig ] Generating forecast for: AFYA [2025-12-02T20:25:34.854851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'. [2025-12-02T20:25:34.866504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFYA'. [2025-12-02T20:25:34.866918] [INFO ] [FORECASTER] Starting predict_future for AFYA [2025-12-02T20:25:34.867743] [DEBUG] [LOCAL ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt [2025-12-02T20:25:34.867792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:34.867822] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:34.867847] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:34.867921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:34.925270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:34.926179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:34.926267] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:34.926298] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:35.045856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:35.046005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:35.046045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:35.046074] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:35.049485] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=35.92%) [2025-12-02T20:25:35.049813] [INFO ] [FORECASTER] Completed predict_future for AFYA [2025-12-02T20:25:35.049951] [INFO ] [sig ] AFYA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:35.190640] [INFO ] [LOCAL ] Saved forecast: AFYA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AFYA.txt [2025-12-02T20:25:35.190755] [INFO ] [sig ] [76/3544] Completed AFYA in 0.3s | 2.97 sym/s | Total: 25.6s | ETA: 19.4m [2025-12-02T20:25:35.190792] [INFO ] [sig ] [77/3544] Forecasting AG... [2025-12-02T20:25:35.190819] [INFO ] [sig ] Generating forecast for: AG [2025-12-02T20:25:35.190847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-12-02T20:25:35.202892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AG'. [2025-12-02T20:25:35.203262] [INFO ] [FORECASTER] Starting predict_future for AG [2025-12-02T20:25:35.204087] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-12-02T20:25:35.204137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:35.204168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:35.204194] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:35.204261] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:35.260614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:35.261473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:35.261556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:35.261607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:35.381855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:35.382001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:35.382041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:35.382069] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:35.385403] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=76.63%) [2025-12-02T20:25:35.385697] [INFO ] [FORECASTER] Completed predict_future for AG [2025-12-02T20:25:35.385820] [INFO ] [sig ] AG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:35.524002] [INFO ] [LOCAL ] Saved forecast: AG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AG.txt [2025-12-02T20:25:35.524125] [INFO ] [sig ] [77/3544] Completed AG in 0.3s | 2.97 sym/s | Total: 25.9s | ETA: 19.4m [2025-12-02T20:25:35.524162] [INFO ] [sig ] [78/3544] Forecasting AGCO... [2025-12-02T20:25:35.524189] [INFO ] [sig ] Generating forecast for: AGCO [2025-12-02T20:25:35.524217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-12-02T20:25:35.535052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGCO'. [2025-12-02T20:25:35.535335] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-12-02T20:25:35.536114] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-12-02T20:25:35.536168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:35.536225] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:35.536252] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:35.536308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:35.592453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:35.593088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:35.593167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:35.593199] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:35.714030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:35.714154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:35.714192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:35.714218] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:35.717520] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=26.31%) [2025-12-02T20:25:35.717809] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-12-02T20:25:35.717951] [INFO ] [sig ] AGCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:35.860681] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGCO.txt [2025-12-02T20:25:35.861007] [INFO ] [sig ] [78/3544] Completed AGCO in 0.3s | 2.97 sym/s | Total: 26.2s | ETA: 19.4m [2025-12-02T20:25:35.861043] [INFO ] [sig ] [79/3544] Forecasting AGEN... [2025-12-02T20:25:35.861071] [INFO ] [sig ] Generating forecast for: AGEN [2025-12-02T20:25:35.861101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'. [2025-12-02T20:25:35.872738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGEN'. [2025-12-02T20:25:35.873212] [INFO ] [FORECASTER] Starting predict_future for AGEN [2025-12-02T20:25:35.874017] [DEBUG] [LOCAL ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt [2025-12-02T20:25:35.874078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:35.874111] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:35.874138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:35.874196] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:35.931713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:35.932372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:35.932454] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:35.932485] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:36.052856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:36.052984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:36.053023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:36.053050] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:36.056296] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=92.72%) [2025-12-02T20:25:36.056554] [INFO ] [FORECASTER] Completed predict_future for AGEN [2025-12-02T20:25:36.056715] [INFO ] [sig ] AGEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:36.192975] [INFO ] [LOCAL ] Saved forecast: AGEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGEN.txt [2025-12-02T20:25:36.193102] [INFO ] [sig ] [79/3544] Completed AGEN in 0.3s | 2.97 sym/s | Total: 26.6s | ETA: 19.4m [2025-12-02T20:25:36.193140] [INFO ] [sig ] [80/3544] Forecasting AGI... [2025-12-02T20:25:36.193168] [INFO ] [sig ] Generating forecast for: AGI [2025-12-02T20:25:36.193197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-12-02T20:25:36.204186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGI'. [2025-12-02T20:25:36.204484] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-12-02T20:25:36.205308] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-12-02T20:25:36.205357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:36.205388] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:36.205415] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:36.205470] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:36.261715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:36.262364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:36.262440] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:36.262470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:36.381048] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:36.381168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:36.381206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:36.381233] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:36.384527] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=88.56%) [2025-12-02T20:25:36.384805] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-12-02T20:25:36.384928] [INFO ] [sig ] AGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:36.522748] [INFO ] [LOCAL ] Saved forecast: AGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGI.txt [2025-12-02T20:25:36.522869] [INFO ] [sig ] [80/3544] Completed AGI in 0.3s | 2.97 sym/s | Total: 26.9s | ETA: 19.4m [2025-12-02T20:25:36.522906] [INFO ] [sig ] [81/3544] Forecasting AGIO... [2025-12-02T20:25:36.522933] [INFO ] [sig ] Generating forecast for: AGIO [2025-12-02T20:25:36.522963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'. [2025-12-02T20:25:36.534100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGIO'. [2025-12-02T20:25:36.534399] [INFO ] [FORECASTER] Starting predict_future for AGIO [2025-12-02T20:25:36.535207] [DEBUG] [LOCAL ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt [2025-12-02T20:25:36.535257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:36.535289] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:36.535316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:36.535374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:36.593114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:36.593886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:36.593968] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:36.594002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:36.714162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:36.714306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:36.714347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:36.714406] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:36.717734] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=32.11%) [2025-12-02T20:25:36.718047] [INFO ] [FORECASTER] Completed predict_future for AGIO [2025-12-02T20:25:36.718170] [INFO ] [sig ] AGIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:36.857305] [INFO ] [LOCAL ] Saved forecast: AGIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGIO.txt [2025-12-02T20:25:36.857430] [INFO ] [sig ] [81/3544] Completed AGIO in 0.3s | 2.97 sym/s | Total: 27.2s | ETA: 19.4m [2025-12-02T20:25:36.857468] [INFO ] [sig ] [82/3544] Forecasting AGM... [2025-12-02T20:25:36.857496] [INFO ] [sig ] Generating forecast for: AGM [2025-12-02T20:25:36.857524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-12-02T20:25:36.868178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGM'. [2025-12-02T20:25:36.868451] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-12-02T20:25:36.869241] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-12-02T20:25:36.869290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:36.869321] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:36.869346] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:36.869401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:36.924460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:36.925054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:36.925129] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:36.925160] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:37.043927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:37.044056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:37.044093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:37.044120] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:37.047365] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=11.99%) [2025-12-02T20:25:37.047655] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-12-02T20:25:37.047797] [INFO ] [sig ] AGM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:37.184776] [INFO ] [LOCAL ] Saved forecast: AGM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGM.txt [2025-12-02T20:25:37.184899] [INFO ] [sig ] [82/3544] Completed AGM in 0.3s | 2.97 sym/s | Total: 27.6s | ETA: 19.4m [2025-12-02T20:25:37.184936] [INFO ] [sig ] [83/3544] Forecasting AGMH... [2025-12-02T20:25:37.184964] [INFO ] [sig ] Generating forecast for: AGMH [2025-12-02T20:25:37.184992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'. [2025-12-02T20:25:37.196335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGMH'. [2025-12-02T20:25:37.196657] [INFO ] [FORECASTER] Starting predict_future for AGMH [2025-12-02T20:25:37.197460] [DEBUG] [LOCAL ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt [2025-12-02T20:25:37.197512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:37.197545] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:37.197588] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:37.197648] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:37.255130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:37.255763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:37.255839] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:37.255873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:37.368298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:37.368431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:37.368469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:37.368496] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:37.371804] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-12-02T20:25:37.372064] [INFO ] [FORECASTER] Completed predict_future for AGMH [2025-12-02T20:25:37.372186] [INFO ] [sig ] AGMH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:37.509879] [INFO ] [LOCAL ] Saved forecast: AGMH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGMH.txt [2025-12-02T20:25:37.510021] [INFO ] [sig ] [83/3544] Completed AGMH in 0.3s | 2.98 sym/s | Total: 27.9s | ETA: 19.4m [2025-12-02T20:25:37.510060] [INFO ] [sig ] [84/3544] Forecasting AGNC... [2025-12-02T20:25:37.510088] [INFO ] [sig ] Generating forecast for: AGNC [2025-12-02T20:25:37.510117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'. [2025-12-02T20:25:37.521341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNC'. [2025-12-02T20:25:37.521646] [INFO ] [FORECASTER] Starting predict_future for AGNC [2025-12-02T20:25:37.522438] [DEBUG] [LOCAL ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt [2025-12-02T20:25:37.522487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:37.522518] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:37.522544] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:37.522624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:37.580963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:37.581600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:37.581680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:37.581713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:37.705840] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:37.705963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:37.706002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:37.706032] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:37.709419] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=33.93%) [2025-12-02T20:25:37.709756] [INFO ] [FORECASTER] Completed predict_future for AGNC [2025-12-02T20:25:37.709893] [INFO ] [sig ] AGNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:37.848061] [INFO ] [LOCAL ] Saved forecast: AGNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGNC.txt [2025-12-02T20:25:37.848183] [INFO ] [sig ] [84/3544] Completed AGNC in 0.3s | 2.98 sym/s | Total: 28.2s | ETA: 19.4m [2025-12-02T20:25:37.848223] [INFO ] [sig ] [85/3544] Forecasting AGNCL... [2025-12-02T20:25:37.848251] [INFO ] [sig ] Generating forecast for: AGNCL [2025-12-02T20:25:37.848281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'. [2025-12-02T20:25:37.859165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'. [2025-12-02T20:25:37.859470] [INFO ] [FORECASTER] Starting predict_future for AGNCL [2025-12-02T20:25:37.860284] [DEBUG] [LOCAL ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt [2025-12-02T20:25:37.860333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:37.860363] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:37.860389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:37.860444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:37.916293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:37.916924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:37.917002] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:37.917032] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:38.017603] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:38.017717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:38.017753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:38.017781] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:38.020955] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=67.02%) [2025-12-02T20:25:38.021212] [INFO ] [FORECASTER] Completed predict_future for AGNCL [2025-12-02T20:25:38.021334] [INFO ] [sig ] AGNCL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:38.158120] [INFO ] [LOCAL ] Saved forecast: AGNCL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGNCL.txt [2025-12-02T20:25:38.158236] [INFO ] [sig ] [85/3544] Completed AGNCL in 0.3s | 2.98 sym/s | Total: 28.5s | ETA: 19.4m [2025-12-02T20:25:38.158274] [INFO ] [sig ] [86/3544] Forecasting AGNCM... [2025-12-02T20:25:38.158301] [INFO ] [sig ] Generating forecast for: AGNCM [2025-12-02T20:25:38.158330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'. [2025-12-02T20:25:38.169411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'. [2025-12-02T20:25:38.169747] [INFO ] [FORECASTER] Starting predict_future for AGNCM [2025-12-02T20:25:38.170513] [DEBUG] [LOCAL ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt [2025-12-02T20:25:38.170563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:38.170620] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:38.170660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:38.170719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:38.226792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:38.227381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:38.227455] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:38.227486] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:38.334588] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:38.334724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:38.334761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:38.334788] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:38.338087] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=49.87%) [2025-12-02T20:25:38.338347] [INFO ] [FORECASTER] Completed predict_future for AGNCM [2025-12-02T20:25:38.338471] [INFO ] [sig ] AGNCM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:38.477273] [INFO ] [LOCAL ] Saved forecast: AGNCM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGNCM.txt [2025-12-02T20:25:38.477427] [INFO ] [sig ] [86/3544] Completed AGNCM in 0.3s | 2.98 sym/s | Total: 28.9s | ETA: 19.3m [2025-12-02T20:25:38.477467] [INFO ] [sig ] [87/3544] Forecasting AGNCN... [2025-12-02T20:25:38.477495] [INFO ] [sig ] Generating forecast for: AGNCN [2025-12-02T20:25:38.477524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'. [2025-12-02T20:25:38.488730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'. [2025-12-02T20:25:38.489106] [INFO ] [FORECASTER] Starting predict_future for AGNCN [2025-12-02T20:25:38.489924] [DEBUG] [LOCAL ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt [2025-12-02T20:25:38.489975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:38.490006] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:38.490032] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:38.490088] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:38.546637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:38.547469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:38.547551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:38.547602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:38.661683] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:38.661795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:38.661832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:38.661859] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:38.665077] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=9.51%) [2025-12-02T20:25:38.665337] [INFO ] [FORECASTER] Completed predict_future for AGNCN [2025-12-02T20:25:38.665458] [INFO ] [sig ] AGNCN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:38.801890] [INFO ] [LOCAL ] Saved forecast: AGNCN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGNCN.txt [2025-12-02T20:25:38.802008] [INFO ] [sig ] [87/3544] Completed AGNCN in 0.3s | 2.98 sym/s | Total: 29.2s | ETA: 19.3m [2025-12-02T20:25:38.802045] [INFO ] [sig ] [88/3544] Forecasting AGNCO... [2025-12-02T20:25:38.802073] [INFO ] [sig ] Generating forecast for: AGNCO [2025-12-02T20:25:38.802102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'. [2025-12-02T20:25:38.812627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'. [2025-12-02T20:25:38.812906] [INFO ] [FORECASTER] Starting predict_future for AGNCO [2025-12-02T20:25:38.813687] [DEBUG] [LOCAL ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt [2025-12-02T20:25:38.813747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:38.813784] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:38.813816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:38.813883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:38.870103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:38.870891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:38.870970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:38.871002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:38.983330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:38.983470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:38.983510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:38.983537] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:38.986809] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=84.41%) [2025-12-02T20:25:38.987092] [INFO ] [FORECASTER] Completed predict_future for AGNCO [2025-12-02T20:25:38.987224] [INFO ] [sig ] AGNCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:39.125378] [INFO ] [LOCAL ] Saved forecast: AGNCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGNCO.txt [2025-12-02T20:25:39.125501] [INFO ] [sig ] [88/3544] Completed AGNCO in 0.3s | 2.98 sym/s | Total: 29.5s | ETA: 19.3m [2025-12-02T20:25:39.125537] [INFO ] [sig ] [89/3544] Forecasting AGNCP... [2025-12-02T20:25:39.125566] [INFO ] [sig ] Generating forecast for: AGNCP [2025-12-02T20:25:39.125614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'. [2025-12-02T20:25:39.136539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'. [2025-12-02T20:25:39.136840] [INFO ] [FORECASTER] Starting predict_future for AGNCP [2025-12-02T20:25:39.137615] [DEBUG] [LOCAL ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt [2025-12-02T20:25:39.137665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:39.137695] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:39.137725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:39.137781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:39.194354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:39.195102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:39.195178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:39.195209] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:39.315757] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:39.315892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:39.315931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:39.315958] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:39.319253] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=5.31%) [2025-12-02T20:25:39.319514] [INFO ] [FORECASTER] Completed predict_future for AGNCP [2025-12-02T20:25:39.319655] [INFO ] [sig ] AGNCP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:39.456122] [INFO ] [LOCAL ] Saved forecast: AGNCP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AGNCP.txt [2025-12-02T20:25:39.456251] [INFO ] [sig ] [89/3544] Completed AGNCP in 0.3s | 2.98 sym/s | Total: 29.8s | ETA: 19.3m [2025-12-02T20:25:39.456289] [INFO ] [sig ] [90/3544] Forecasting AGO... [2025-12-02T20:25:39.456317] [INFO ] [sig ] Generating forecast for: AGO [2025-12-02T20:25:39.456346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-12-02T20:25:39.467511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGO'. [2025-12-02T20:25:39.467837] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-12-02T20:25:39.468688] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-12-02T20:25:39.468762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:39.468806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:39.468839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:39.468900] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:39.531605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:39.532737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:39.532823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:39.532856] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:39.652348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:39.652499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:39.652538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:39.652564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:39.655886] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=77.68%) [2025-12-02T20:25:39.656148] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-12-02T20:25:39.656268] [INFO ] [sig ] AGO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:39.796614] [INFO ] [LOCAL ] Saved forecast: AGO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGO.txt [2025-12-02T20:25:39.796750] [INFO ] [sig ] [90/3544] Completed AGO in 0.3s | 2.98 sym/s | Total: 30.2s | ETA: 19.3m [2025-12-02T20:25:39.796789] [INFO ] [sig ] [91/3544] Forecasting AGX... [2025-12-02T20:25:39.796817] [INFO ] [sig ] Generating forecast for: AGX [2025-12-02T20:25:39.796845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-12-02T20:25:39.808633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGX'. [2025-12-02T20:25:39.808981] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-12-02T20:25:39.809774] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-12-02T20:25:39.809824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:39.809855] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:39.809880] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:39.809935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:39.865841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:39.866497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:39.866592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:39.866625] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:39.981947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:39.982097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:39.982137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:39.982164] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:39.985490] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=67.68%) [2025-12-02T20:25:39.985775] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-12-02T20:25:39.985897] [INFO ] [sig ] AGX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:40.141843] [INFO ] [LOCAL ] Saved forecast: AGX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGX.txt [2025-12-02T20:25:40.142010] [INFO ] [sig ] [91/3544] Completed AGX in 0.3s | 2.98 sym/s | Total: 30.5s | ETA: 19.3m [2025-12-02T20:25:40.142066] [INFO ] [sig ] [92/3544] Forecasting AGYS... [2025-12-02T20:25:40.142106] [INFO ] [sig ] Generating forecast for: AGYS [2025-12-02T20:25:40.142152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'. [2025-12-02T20:25:40.153853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGYS'. [2025-12-02T20:25:40.154183] [INFO ] [FORECASTER] Starting predict_future for AGYS [2025-12-02T20:25:40.154998] [DEBUG] [LOCAL ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt [2025-12-02T20:25:40.155049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:40.155082] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:40.155110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:40.155167] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:40.213482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:40.214242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:40.214324] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:40.214356] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:40.329961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:40.330110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:40.330152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:40.330179] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:40.333626] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=75.29%) [2025-12-02T20:25:40.333902] [INFO ] [FORECASTER] Completed predict_future for AGYS [2025-12-02T20:25:40.334029] [INFO ] [sig ] AGYS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:40.472615] [INFO ] [LOCAL ] Saved forecast: AGYS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGYS.txt [2025-12-02T20:25:40.472759] [INFO ] [sig ] [92/3544] Completed AGYS in 0.3s | 2.98 sym/s | Total: 30.9s | ETA: 19.3m [2025-12-02T20:25:40.472803] [INFO ] [sig ] [93/3544] Forecasting AGZD... [2025-12-02T20:25:40.472838] [INFO ] [sig ] Generating forecast for: AGZD [2025-12-02T20:25:40.472871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'. [2025-12-02T20:25:40.483833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGZD'. [2025-12-02T20:25:40.484143] [INFO ] [FORECASTER] Starting predict_future for AGZD [2025-12-02T20:25:40.484972] [DEBUG] [LOCAL ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt [2025-12-02T20:25:40.485023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:40.485055] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:40.485083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:40.485153] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:40.546436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:40.547300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:40.547385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:40.547419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:40.659362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:40.659516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:40.659556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:40.659604] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:40.663259] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=68.69%) [2025-12-02T20:25:40.663564] [INFO ] [FORECASTER] Completed predict_future for AGZD [2025-12-02T20:25:40.663740] [INFO ] [sig ] AGZD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:40.804940] [INFO ] [LOCAL ] Saved forecast: AGZD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AGZD.txt [2025-12-02T20:25:40.805090] [INFO ] [sig ] [93/3544] Completed AGZD in 0.3s | 2.98 sym/s | Total: 31.2s | ETA: 19.3m [2025-12-02T20:25:40.805135] [INFO ] [sig ] [94/3544] Forecasting AHCO... [2025-12-02T20:25:40.805164] [INFO ] [sig ] Generating forecast for: AHCO [2025-12-02T20:25:40.805193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'. [2025-12-02T20:25:40.819769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHCO'. [2025-12-02T20:25:40.820168] [INFO ] [FORECASTER] Starting predict_future for AHCO [2025-12-02T20:25:40.821052] [DEBUG] [LOCAL ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt [2025-12-02T20:25:40.821108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:40.821140] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:40.821166] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:40.821224] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:40.889029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:40.889887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:40.889973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:40.890005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:41.010170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:41.010315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:41.010357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:41.010385] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:41.013805] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=24.50%) [2025-12-02T20:25:41.014092] [INFO ] [FORECASTER] Completed predict_future for AHCO [2025-12-02T20:25:41.014224] [INFO ] [sig ] AHCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:41.163941] [INFO ] [LOCAL ] Saved forecast: AHCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AHCO.txt [2025-12-02T20:25:41.164115] [INFO ] [sig ] [94/3544] Completed AHCO in 0.4s | 2.98 sym/s | Total: 31.5s | ETA: 19.3m [2025-12-02T20:25:41.164157] [INFO ] [sig ] [95/3544] Forecasting AI... [2025-12-02T20:25:41.164186] [INFO ] [sig ] Generating forecast for: AI [2025-12-02T20:25:41.164224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-12-02T20:25:41.176072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AI'. [2025-12-02T20:25:41.176470] [INFO ] [FORECASTER] Starting predict_future for AI [2025-12-02T20:25:41.177316] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-12-02T20:25:41.177395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:41.177426] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:41.177452] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:41.177508] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:41.235856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:41.236787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:41.236875] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:41.236908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:41.364797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:41.364953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:41.364995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:41.365021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:41.368457] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=92.82%) [2025-12-02T20:25:41.368776] [INFO ] [FORECASTER] Completed predict_future for AI [2025-12-02T20:25:41.368937] [INFO ] [sig ] AI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:41.514723] [INFO ] [LOCAL ] Saved forecast: AI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AI.txt [2025-12-02T20:25:41.514884] [INFO ] [sig ] [95/3544] Completed AI in 0.4s | 2.98 sym/s | Total: 31.9s | ETA: 19.3m [2025-12-02T20:25:41.514924] [INFO ] [sig ] [96/3544] Forecasting AIA... [2025-12-02T20:25:41.514955] [INFO ] [sig ] Generating forecast for: AIA [2025-12-02T20:25:41.514985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'. [2025-12-02T20:25:41.529625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIA'. [2025-12-02T20:25:41.530075] [INFO ] [FORECASTER] Starting predict_future for AIA [2025-12-02T20:25:41.531199] [DEBUG] [LOCAL ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt [2025-12-02T20:25:41.531263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:41.531305] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:41.531340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:41.531424] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:41.593181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:41.594065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:41.594147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:41.594180] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:41.713353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:41.713503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:41.713543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:41.713592] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:41.716971] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=94.58%) [2025-12-02T20:25:41.717254] [INFO ] [FORECASTER] Completed predict_future for AIA [2025-12-02T20:25:41.717386] [INFO ] [sig ] AIA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:41.858160] [INFO ] [LOCAL ] Saved forecast: AIA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AIA.txt [2025-12-02T20:25:41.858309] [INFO ] [sig ] [96/3544] Completed AIA in 0.3s | 2.98 sym/s | Total: 32.2s | ETA: 19.3m [2025-12-02T20:25:41.858348] [INFO ] [sig ] [97/3544] Forecasting AIFF... [2025-12-02T20:25:41.858376] [INFO ] [sig ] Generating forecast for: AIFF [2025-12-02T20:25:41.858404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'. [2025-12-02T20:25:41.869042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIFF'. [2025-12-02T20:25:41.869327] [INFO ] [FORECASTER] Starting predict_future for AIFF [2025-12-02T20:25:41.870187] [DEBUG] [LOCAL ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt [2025-12-02T20:25:41.870238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:41.870269] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:41.870295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:41.870350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:41.927677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:41.928548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:41.928651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:41.928685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:42.052730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:42.052878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:42.052934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:42.052961] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:42.056298] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-12-02T20:25:42.056561] [INFO ] [FORECASTER] Completed predict_future for AIFF [2025-12-02T20:25:42.056713] [INFO ] [sig ] AIFF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:42.195214] [INFO ] [LOCAL ] Saved forecast: AIFF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AIFF.txt [2025-12-02T20:25:42.195341] [INFO ] [sig ] [97/3544] Completed AIFF in 0.3s | 2.98 sym/s | Total: 32.6s | ETA: 19.3m [2025-12-02T20:25:42.195379] [INFO ] [sig ] [98/3544] Forecasting AIG... [2025-12-02T20:25:42.195408] [INFO ] [sig ] Generating forecast for: AIG [2025-12-02T20:25:42.195437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-12-02T20:25:42.205952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIG'. [2025-12-02T20:25:42.206217] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-12-02T20:25:42.206994] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-12-02T20:25:42.207044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:42.207074] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:42.207099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:42.207155] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:42.263242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:42.263882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:42.263958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:42.263988] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:42.389151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:42.389277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:42.389320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:42.389380] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:42.393445] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=37.15%) [2025-12-02T20:25:42.393840] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-12-02T20:25:42.394022] [INFO ] [sig ] AIG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:42.541676] [INFO ] [LOCAL ] Saved forecast: AIG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AIG.txt [2025-12-02T20:25:42.541805] [INFO ] [sig ] [98/3544] Completed AIG in 0.3s | 2.98 sym/s | Total: 32.9s | ETA: 19.3m [2025-12-02T20:25:42.541843] [INFO ] [sig ] [99/3544] Forecasting AIO... [2025-12-02T20:25:42.541885] [INFO ] [sig ] Generating forecast for: AIO [2025-12-02T20:25:42.541913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-12-02T20:25:42.553127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIO'. [2025-12-02T20:25:42.553428] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-12-02T20:25:42.554238] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-12-02T20:25:42.554287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:42.554317] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:42.554342] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:42.554397] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:42.610841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:42.611468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:42.611556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:42.611604] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:42.727486] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:42.727636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:42.727674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:42.727701] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:42.730966] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=5.13%) [2025-12-02T20:25:42.731225] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-12-02T20:25:42.731345] [INFO ] [sig ] AIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:42.868737] [INFO ] [LOCAL ] Saved forecast: AIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AIO.txt [2025-12-02T20:25:42.868894] [INFO ] [sig ] [99/3544] Completed AIO in 0.3s | 2.98 sym/s | Total: 33.2s | ETA: 19.3m [2025-12-02T20:25:42.868932] [INFO ] [sig ] [100/3544] Forecasting AIP... [2025-12-02T20:25:42.868961] [INFO ] [sig ] Generating forecast for: AIP [2025-12-02T20:25:42.868989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'. [2025-12-02T20:25:42.879984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIP'. [2025-12-02T20:25:42.880283] [INFO ] [FORECASTER] Starting predict_future for AIP [2025-12-02T20:25:42.881074] [DEBUG] [LOCAL ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt [2025-12-02T20:25:42.881123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:42.881154] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:42.881179] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:42.881235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:42.936792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:42.937443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:42.937520] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:42.937551] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:43.055046] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:43.055190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:43.055229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:43.055257] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:43.058588] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=21.41%) [2025-12-02T20:25:43.058852] [INFO ] [FORECASTER] Completed predict_future for AIP [2025-12-02T20:25:43.058975] [INFO ] [sig ] AIP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:43.198074] [INFO ] [LOCAL ] Saved forecast: AIP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AIP.txt [2025-12-02T20:25:43.198213] [INFO ] [sig ] [100/3544] Completed AIP in 0.3s | 2.98 sym/s | Total: 33.6s | ETA: 19.3m [2025-12-02T20:25:43.198251] [INFO ] [sig ] [101/3544] Forecasting AIPI... [2025-12-02T20:25:43.198279] [INFO ] [sig ] Generating forecast for: AIPI [2025-12-02T20:25:43.198308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'. [2025-12-02T20:25:43.209102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIPI'. [2025-12-02T20:25:43.209388] [INFO ] [FORECASTER] Starting predict_future for AIPI [2025-12-02T20:25:43.210174] [DEBUG] [LOCAL ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt [2025-12-02T20:25:43.210223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:43.210253] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:43.210288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:43.210344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:43.266222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:43.266824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:43.266900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:43.266931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:43.383437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:43.383565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:43.383622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:43.383649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:43.386916] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=89.49%) [2025-12-02T20:25:43.387181] [INFO ] [FORECASTER] Completed predict_future for AIPI [2025-12-02T20:25:43.387304] [INFO ] [sig ] AIPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:43.525202] [INFO ] [LOCAL ] Saved forecast: AIPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AIPI.txt [2025-12-02T20:25:43.525333] [INFO ] [sig ] [101/3544] Completed AIPI in 0.3s | 2.98 sym/s | Total: 33.9s | ETA: 19.3m [2025-12-02T20:25:43.525369] [INFO ] [sig ] [102/3544] Forecasting AIQ... [2025-12-02T20:25:43.525396] [INFO ] [sig ] Generating forecast for: AIQ [2025-12-02T20:25:43.525426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'. [2025-12-02T20:25:43.536222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIQ'. [2025-12-02T20:25:43.536492] [INFO ] [FORECASTER] Starting predict_future for AIQ [2025-12-02T20:25:43.537275] [DEBUG] [LOCAL ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt [2025-12-02T20:25:43.537325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:43.537356] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:43.537381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:43.537436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:43.593631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:43.594299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:43.594375] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:43.594405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:43.711042] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:43.711184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:43.711223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:43.711250] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:43.714552] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=65.05%) [2025-12-02T20:25:43.714834] [INFO ] [FORECASTER] Completed predict_future for AIQ [2025-12-02T20:25:43.714956] [INFO ] [sig ] AIQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:43.855379] [INFO ] [LOCAL ] Saved forecast: AIQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AIQ.txt [2025-12-02T20:25:43.855528] [INFO ] [sig ] [102/3544] Completed AIQ in 0.3s | 2.98 sym/s | Total: 34.2s | ETA: 19.3m [2025-12-02T20:25:43.855567] [INFO ] [sig ] [103/3544] Forecasting AIRG... [2025-12-02T20:25:43.855713] [INFO ] [sig ] Generating forecast for: AIRG [2025-12-02T20:25:43.855760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'. [2025-12-02T20:25:43.867137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRG'. [2025-12-02T20:25:43.867452] [INFO ] [FORECASTER] Starting predict_future for AIRG [2025-12-02T20:25:43.868318] [DEBUG] [LOCAL ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt [2025-12-02T20:25:43.868368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:43.868397] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:43.868422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:43.868476] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:43.924054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:43.924796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:43.924874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:43.924904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:44.033682] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:44.033835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:44.033883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:44.033916] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:44.037191] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=25.72%) [2025-12-02T20:25:44.037457] [INFO ] [FORECASTER] Completed predict_future for AIRG [2025-12-02T20:25:44.037598] [INFO ] [sig ] AIRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:44.176234] [INFO ] [LOCAL ] Saved forecast: AIRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AIRG.txt [2025-12-02T20:25:44.176357] [INFO ] [sig ] [103/3544] Completed AIRG in 0.3s | 2.98 sym/s | Total: 34.6s | ETA: 19.2m [2025-12-02T20:25:44.176393] [INFO ] [sig ] [104/3544] Forecasting AIRJ... [2025-12-02T20:25:44.176423] [INFO ] [sig ] Generating forecast for: AIRJ [2025-12-02T20:25:44.176450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'. [2025-12-02T20:25:44.187925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'. [2025-12-02T20:25:44.188195] [INFO ] [FORECASTER] Starting predict_future for AIRJ [2025-12-02T20:25:44.189041] [DEBUG] [LOCAL ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt [2025-12-02T20:25:44.189091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:44.189121] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:44.189146] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:44.189201] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:44.245319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:44.246136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:44.246215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:44.246247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:44.367324] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:44.367476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:44.367522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:44.367551] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:44.371031] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=43.10%) [2025-12-02T20:25:44.371296] [INFO ] [FORECASTER] Completed predict_future for AIRJ [2025-12-02T20:25:44.371416] [INFO ] [sig ] AIRJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:44.510617] [INFO ] [LOCAL ] Saved forecast: AIRJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AIRJ.txt [2025-12-02T20:25:44.510795] [INFO ] [sig ] [104/3544] Completed AIRJ in 0.3s | 2.98 sym/s | Total: 34.9s | ETA: 19.2m [2025-12-02T20:25:44.510842] [INFO ] [sig ] [105/3544] Forecasting AIZN... [2025-12-02T20:25:44.510877] [INFO ] [sig ] Generating forecast for: AIZN [2025-12-02T20:25:44.510920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-12-02T20:25:44.523277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIZN'. [2025-12-02T20:25:44.523561] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-12-02T20:25:44.524442] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-12-02T20:25:44.524493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:44.524550] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:44.524616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:44.524679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:44.583516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:44.584182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:44.584290] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:44.584323] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:44.694949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:44.695097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:44.695142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:44.695171] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:44.698710] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=94.85%) [2025-12-02T20:25:44.699018] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-12-02T20:25:44.699143] [INFO ] [sig ] AIZN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:44.845296] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AIZN.txt [2025-12-02T20:25:44.845464] [INFO ] [sig ] [105/3544] Completed AIZN in 0.3s | 2.98 sym/s | Total: 35.2s | ETA: 19.2m [2025-12-02T20:25:44.845512] [INFO ] [sig ] [106/3544] Forecasting AKAM... [2025-12-02T20:25:44.845551] [INFO ] [sig ] Generating forecast for: AKAM [2025-12-02T20:25:44.845603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'. [2025-12-02T20:25:44.857497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKAM'. [2025-12-02T20:25:44.857908] [INFO ] [FORECASTER] Starting predict_future for AKAM [2025-12-02T20:25:44.858721] [DEBUG] [LOCAL ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt [2025-12-02T20:25:44.858772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:44.858803] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:44.858828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:44.858890] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:44.916490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:44.917365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:44.917450] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:44.917482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:45.038420] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:45.038589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:45.038633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:45.038662] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:45.042252] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=82.30%) [2025-12-02T20:25:45.042601] [INFO ] [FORECASTER] Completed predict_future for AKAM [2025-12-02T20:25:45.042745] [INFO ] [sig ] AKAM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:45.188972] [INFO ] [LOCAL ] Saved forecast: AKAM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AKAM.txt [2025-12-02T20:25:45.189121] [INFO ] [sig ] [106/3544] Completed AKAM in 0.3s | 2.98 sym/s | Total: 35.6s | ETA: 19.2m [2025-12-02T20:25:45.189162] [INFO ] [sig ] [107/3544] Forecasting AKBA... [2025-12-02T20:25:45.189192] [INFO ] [sig ] Generating forecast for: AKBA [2025-12-02T20:25:45.189221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'. [2025-12-02T20:25:45.201119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKBA'. [2025-12-02T20:25:45.201468] [INFO ] [FORECASTER] Starting predict_future for AKBA [2025-12-02T20:25:45.202283] [DEBUG] [LOCAL ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt [2025-12-02T20:25:45.202333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:45.202365] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:45.202391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:45.202474] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:45.261448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:45.262334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:45.262432] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:45.262463] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:45.388358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:45.388510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:45.388550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:45.388594] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:45.392044] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=40.27%) [2025-12-02T20:25:45.392328] [INFO ] [FORECASTER] Completed predict_future for AKBA [2025-12-02T20:25:45.392462] [INFO ] [sig ] AKBA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:45.530607] [INFO ] [LOCAL ] Saved forecast: AKBA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AKBA.txt [2025-12-02T20:25:45.530765] [INFO ] [sig ] [107/3544] Completed AKBA in 0.3s | 2.98 sym/s | Total: 35.9s | ETA: 19.2m [2025-12-02T20:25:45.530806] [INFO ] [sig ] [108/3544] Forecasting AL... [2025-12-02T20:25:45.530835] [INFO ] [sig ] Generating forecast for: AL [2025-12-02T20:25:45.530865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-12-02T20:25:45.543812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AL'. [2025-12-02T20:25:45.544153] [INFO ] [FORECASTER] Starting predict_future for AL [2025-12-02T20:25:45.544964] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-12-02T20:25:45.545014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:45.545050] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:45.545088] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:45.545146] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:45.605949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:45.606849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:45.606940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:45.606972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:45.734955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:45.735104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:45.735145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:45.735174] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:45.738593] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=83.26%) [2025-12-02T20:25:45.738871] [INFO ] [FORECASTER] Completed predict_future for AL [2025-12-02T20:25:45.739000] [INFO ] [sig ] AL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:45.881510] [INFO ] [LOCAL ] Saved forecast: AL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AL.txt [2025-12-02T20:25:45.881697] [INFO ] [sig ] [108/3544] Completed AL in 0.4s | 2.98 sym/s | Total: 36.3s | ETA: 19.2m [2025-12-02T20:25:45.881740] [INFO ] [sig ] [109/3544] Forecasting ALAB... [2025-12-02T20:25:45.881771] [INFO ] [sig ] Generating forecast for: ALAB [2025-12-02T20:25:45.881801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'. [2025-12-02T20:25:45.894178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALAB'. [2025-12-02T20:25:45.894652] [INFO ] [FORECASTER] Starting predict_future for ALAB [2025-12-02T20:25:45.895521] [DEBUG] [LOCAL ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt [2025-12-02T20:25:45.895592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:45.895637] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:45.895665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:45.895722] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:45.954634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:45.955511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:45.955616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:45.955653] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:46.077878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:46.078033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:46.078080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:46.078109] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:46.081560] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=98.59%) [2025-12-02T20:25:46.081866] [INFO ] [FORECASTER] Completed predict_future for ALAB [2025-12-02T20:25:46.082005] [INFO ] [sig ] ALAB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:46.220318] [INFO ] [LOCAL ] Saved forecast: ALAB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALAB.txt [2025-12-02T20:25:46.220472] [INFO ] [sig ] [109/3544] Completed ALAB in 0.3s | 2.98 sym/s | Total: 36.6s | ETA: 19.2m [2025-12-02T20:25:46.220510] [INFO ] [sig ] [110/3544] Forecasting ALB... [2025-12-02T20:25:46.220538] [INFO ] [sig ] Generating forecast for: ALB [2025-12-02T20:25:46.220588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-12-02T20:25:46.232105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALB'. [2025-12-02T20:25:46.232499] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-12-02T20:25:46.233362] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-12-02T20:25:46.233414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:46.233446] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:46.233473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:46.233529] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:46.291023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:46.291835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:46.291922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:46.291955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:46.415541] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:46.415714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:46.415755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:46.415781] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:46.419066] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=36.83%) [2025-12-02T20:25:46.419326] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-12-02T20:25:46.419527] [INFO ] [sig ] ALB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:46.558621] [INFO ] [LOCAL ] Saved forecast: ALB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALB.txt [2025-12-02T20:25:46.558748] [INFO ] [sig ] [110/3544] Completed ALB in 0.3s | 2.98 sym/s | Total: 36.9s | ETA: 19.2m [2025-12-02T20:25:46.558786] [INFO ] [sig ] [111/3544] Forecasting ALC... [2025-12-02T20:25:46.558814] [INFO ] [sig ] Generating forecast for: ALC [2025-12-02T20:25:46.558842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-12-02T20:25:46.569669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALC'. [2025-12-02T20:25:46.569950] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-12-02T20:25:46.570730] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-12-02T20:25:46.570779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:46.570809] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:46.570835] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:46.570889] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:46.627198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:46.630732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:46.630836] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:46.630868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:46.745938] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:46.746060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:46.746098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:46.746125] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:46.749428] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=29.58%) [2025-12-02T20:25:46.749720] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-12-02T20:25:46.749843] [INFO ] [sig ] ALC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:46.886237] [INFO ] [LOCAL ] Saved forecast: ALC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALC.txt [2025-12-02T20:25:46.886362] [INFO ] [sig ] [111/3544] Completed ALC in 0.3s | 2.98 sym/s | Total: 37.3s | ETA: 19.2m [2025-12-02T20:25:46.886399] [INFO ] [sig ] [112/3544] Forecasting ALCO... [2025-12-02T20:25:46.886428] [INFO ] [sig ] Generating forecast for: ALCO [2025-12-02T20:25:46.886456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'. [2025-12-02T20:25:46.897696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALCO'. [2025-12-02T20:25:46.897994] [INFO ] [FORECASTER] Starting predict_future for ALCO [2025-12-02T20:25:46.898773] [DEBUG] [LOCAL ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt [2025-12-02T20:25:46.898822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:46.898878] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:46.898905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:46.898961] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:46.956925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:46.957848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:46.957952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:46.957984] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:47.084990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:47.085173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:47.085240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:47.085281] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:47.088988] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=9.55%) [2025-12-02T20:25:47.089304] [INFO ] [FORECASTER] Completed predict_future for ALCO [2025-12-02T20:25:47.089443] [INFO ] [sig ] ALCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:47.233329] [INFO ] [LOCAL ] Saved forecast: ALCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALCO.txt [2025-12-02T20:25:47.233491] [INFO ] [sig ] [112/3544] Completed ALCO in 0.3s | 2.98 sym/s | Total: 37.6s | ETA: 19.2m [2025-12-02T20:25:47.233531] [INFO ] [sig ] [113/3544] Forecasting ALE... [2025-12-02T20:25:47.233560] [INFO ] [sig ] Generating forecast for: ALE [2025-12-02T20:25:47.233609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-12-02T20:25:47.246202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALE'. [2025-12-02T20:25:47.246563] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-12-02T20:25:47.247409] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-12-02T20:25:47.247460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:47.247492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:47.247518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:47.247605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:47.318551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:47.319545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:47.319659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:47.319693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:47.449891] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:47.450065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:47.450120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:47.450155] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:47.453949] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=20.14%) [2025-12-02T20:25:47.454248] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-12-02T20:25:47.454382] [INFO ] [sig ] ALE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:47.597103] [INFO ] [LOCAL ] Saved forecast: ALE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALE.txt [2025-12-02T20:25:47.597266] [INFO ] [sig ] [113/3544] Completed ALE in 0.4s | 2.98 sym/s | Total: 38.0s | ETA: 19.2m [2025-12-02T20:25:47.597308] [INFO ] [sig ] [114/3544] Forecasting ALEC... [2025-12-02T20:25:47.597367] [INFO ] [sig ] Generating forecast for: ALEC [2025-12-02T20:25:47.597409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'. [2025-12-02T20:25:47.612618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEC'. [2025-12-02T20:25:47.613120] [INFO ] [FORECASTER] Starting predict_future for ALEC [2025-12-02T20:25:47.614110] [DEBUG] [LOCAL ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt [2025-12-02T20:25:47.614182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:47.614218] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:47.614245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:47.614302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:47.682784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:47.683790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:47.683889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:47.683921] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:47.867992] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:47.868150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:47.868193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:47.868222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:47.872509] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=0.44%) [2025-12-02T20:25:47.872915] [INFO ] [FORECASTER] Completed predict_future for ALEC [2025-12-02T20:25:47.873071] [INFO ] [sig ] ALEC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:48.030315] [INFO ] [LOCAL ] Saved forecast: ALEC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALEC.txt [2025-12-02T20:25:48.030504] [INFO ] [sig ] [114/3544] Completed ALEC in 0.4s | 2.97 sym/s | Total: 38.4s | ETA: 19.3m [2025-12-02T20:25:48.030546] [INFO ] [sig ] [115/3544] Forecasting ALG... [2025-12-02T20:25:48.030596] [INFO ] [sig ] Generating forecast for: ALG [2025-12-02T20:25:48.030631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-12-02T20:25:48.044269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALG'. [2025-12-02T20:25:48.044784] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-12-02T20:25:48.045797] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-12-02T20:25:48.045865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:48.045910] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:48.045947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:48.046026] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:48.106747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:48.107692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:48.107784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:48.107818] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:48.254296] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:48.254469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:48.254518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:48.254608] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:48.258270] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=80.37%) [2025-12-02T20:25:48.258640] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-12-02T20:25:48.258789] [INFO ] [sig ] ALG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:48.423885] [INFO ] [LOCAL ] Saved forecast: ALG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALG.txt [2025-12-02T20:25:48.424055] [INFO ] [sig ] [115/3544] Completed ALG in 0.4s | 2.96 sym/s | Total: 38.8s | ETA: 19.3m [2025-12-02T20:25:48.424095] [INFO ] [sig ] [116/3544] Forecasting ALGM... [2025-12-02T20:25:48.424292] [INFO ] [sig ] Generating forecast for: ALGM [2025-12-02T20:25:48.424328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'. [2025-12-02T20:25:48.439508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGM'. [2025-12-02T20:25:48.439949] [INFO ] [FORECASTER] Starting predict_future for ALGM [2025-12-02T20:25:48.440851] [DEBUG] [LOCAL ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt [2025-12-02T20:25:48.440918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:48.440953] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:48.440980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:48.441036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:48.504604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:48.505688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:48.505770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:48.505802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:48.631809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:48.631966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:48.632007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:48.632034] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:48.635491] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=67.35%) [2025-12-02T20:25:48.635800] [INFO ] [FORECASTER] Completed predict_future for ALGM [2025-12-02T20:25:48.635955] [INFO ] [sig ] ALGM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:48.786674] [INFO ] [LOCAL ] Saved forecast: ALGM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALGM.txt [2025-12-02T20:25:48.786835] [INFO ] [sig ] [116/3544] Completed ALGM in 0.4s | 2.96 sym/s | Total: 39.2s | ETA: 19.3m [2025-12-02T20:25:48.786877] [INFO ] [sig ] [117/3544] Forecasting ALGN... [2025-12-02T20:25:48.786907] [INFO ] [sig ] Generating forecast for: ALGN [2025-12-02T20:25:48.786937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'. [2025-12-02T20:25:48.801879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGN'. [2025-12-02T20:25:48.802488] [INFO ] [FORECASTER] Starting predict_future for ALGN [2025-12-02T20:25:48.803521] [DEBUG] [LOCAL ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt [2025-12-02T20:25:48.803603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:48.803640] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:48.803668] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:48.803728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:48.862269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:48.863276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:48.863366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:48.863398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:48.979617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:48.979775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:48.979816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:48.979843] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:48.983249] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=19.18%) [2025-12-02T20:25:48.983528] [INFO ] [FORECASTER] Completed predict_future for ALGN [2025-12-02T20:25:48.983679] [INFO ] [sig ] ALGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:49.119497] [INFO ] [LOCAL ] Saved forecast: ALGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALGN.txt [2025-12-02T20:25:49.119639] [INFO ] [sig ] [117/3544] Completed ALGN in 0.3s | 2.96 sym/s | Total: 39.5s | ETA: 19.3m [2025-12-02T20:25:49.119685] [INFO ] [sig ] [118/3544] Forecasting ALGS... [2025-12-02T20:25:49.119715] [INFO ] [sig ] Generating forecast for: ALGS [2025-12-02T20:25:49.119744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'. [2025-12-02T20:25:49.132321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGS'. [2025-12-02T20:25:49.132735] [INFO ] [FORECASTER] Starting predict_future for ALGS [2025-12-02T20:25:49.133555] [DEBUG] [LOCAL ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt [2025-12-02T20:25:49.133622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:49.133652] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:49.133677] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:49.133731] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:49.191401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:49.192304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:49.192396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:49.192428] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:49.315331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:49.315479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:49.315517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:49.315545] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:49.319052] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=66.68%) [2025-12-02T20:25:49.319342] [INFO ] [FORECASTER] Completed predict_future for ALGS [2025-12-02T20:25:49.319485] [INFO ] [sig ] ALGS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:49.460541] [INFO ] [LOCAL ] Saved forecast: ALGS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALGS.txt [2025-12-02T20:25:49.460717] [INFO ] [sig ] [118/3544] Completed ALGS in 0.3s | 2.96 sym/s | Total: 39.8s | ETA: 19.3m [2025-12-02T20:25:49.460755] [INFO ] [sig ] [119/3544] Forecasting ALK... [2025-12-02T20:25:49.460783] [INFO ] [sig ] Generating forecast for: ALK [2025-12-02T20:25:49.460811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-12-02T20:25:49.472383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALK'. [2025-12-02T20:25:49.472721] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-12-02T20:25:49.473526] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-12-02T20:25:49.473595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:49.473630] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:49.473658] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:49.473715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:49.530996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:49.531789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:49.531868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:49.531899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:49.656567] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:49.656748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:49.656791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:49.656819] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:49.660351] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=6.81%) [2025-12-02T20:25:49.660689] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-12-02T20:25:49.660824] [INFO ] [sig ] ALK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:49.801925] [INFO ] [LOCAL ] Saved forecast: ALK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALK.txt [2025-12-02T20:25:49.802072] [INFO ] [sig ] [119/3544] Completed ALK in 0.3s | 2.96 sym/s | Total: 40.2s | ETA: 19.3m [2025-12-02T20:25:49.802112] [INFO ] [sig ] [120/3544] Forecasting ALKS... [2025-12-02T20:25:49.802139] [INFO ] [sig ] Generating forecast for: ALKS [2025-12-02T20:25:49.802168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'. [2025-12-02T20:25:49.814775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALKS'. [2025-12-02T20:25:49.815184] [INFO ] [FORECASTER] Starting predict_future for ALKS [2025-12-02T20:25:49.815994] [DEBUG] [LOCAL ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt [2025-12-02T20:25:49.816044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:49.816075] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:49.816099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:49.816154] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:49.873402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:49.874281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:49.874365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:49.874396] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:49.995030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:49.995193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:49.995232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:49.995259] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:49.998773] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=67.94%) [2025-12-02T20:25:49.999090] [INFO ] [FORECASTER] Completed predict_future for ALKS [2025-12-02T20:25:49.999232] [INFO ] [sig ] ALKS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:50.139519] [INFO ] [LOCAL ] Saved forecast: ALKS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALKS.txt [2025-12-02T20:25:50.139700] [INFO ] [sig ] [120/3544] Completed ALKS in 0.3s | 2.96 sym/s | Total: 40.5s | ETA: 19.3m [2025-12-02T20:25:50.139741] [INFO ] [sig ] [121/3544] Forecasting ALL... [2025-12-02T20:25:50.139769] [INFO ] [sig ] Generating forecast for: ALL [2025-12-02T20:25:50.139798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-12-02T20:25:50.152326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALL'. [2025-12-02T20:25:50.152750] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-12-02T20:25:50.153876] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-12-02T20:25:50.153956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:50.154001] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:50.154041] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:50.154125] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:50.214338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:50.215289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:50.215392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:50.215427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:50.336903] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:50.337052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:50.337108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:50.337136] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:50.340726] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=80.48%) [2025-12-02T20:25:50.341069] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-12-02T20:25:50.341218] [INFO ] [sig ] ALL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:50.481441] [INFO ] [LOCAL ] Saved forecast: ALL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALL.txt [2025-12-02T20:25:50.481586] [INFO ] [sig ] [121/3544] Completed ALL in 0.3s | 2.96 sym/s | Total: 40.9s | ETA: 19.3m [2025-12-02T20:25:50.481627] [INFO ] [sig ] [122/3544] Forecasting ALLO... [2025-12-02T20:25:50.481656] [INFO ] [sig ] Generating forecast for: ALLO [2025-12-02T20:25:50.481685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'. [2025-12-02T20:25:50.493150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLO'. [2025-12-02T20:25:50.493439] [INFO ] [FORECASTER] Starting predict_future for ALLO [2025-12-02T20:25:50.494239] [DEBUG] [LOCAL ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt [2025-12-02T20:25:50.494290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:50.494322] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:50.494349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:50.494404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:50.551929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:50.552570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:50.552691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:50.552724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:50.671544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:50.671690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:50.671729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:50.671756] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:50.675010] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=30.54%) [2025-12-02T20:25:50.675275] [INFO ] [FORECASTER] Completed predict_future for ALLO [2025-12-02T20:25:50.675399] [INFO ] [sig ] ALLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:50.816972] [INFO ] [LOCAL ] Saved forecast: ALLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALLO.txt [2025-12-02T20:25:50.817087] [INFO ] [sig ] [122/3544] Completed ALLO in 0.3s | 2.96 sym/s | Total: 41.2s | ETA: 19.3m [2025-12-02T20:25:50.817125] [INFO ] [sig ] [123/3544] Forecasting ALLY... [2025-12-02T20:25:50.817153] [INFO ] [sig ] Generating forecast for: ALLY [2025-12-02T20:25:50.817181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-12-02T20:25:50.828143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLY'. [2025-12-02T20:25:50.828450] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-12-02T20:25:50.829266] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-12-02T20:25:50.829318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:50.829349] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:50.829375] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:50.829430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:50.886706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:50.887340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:50.887420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:50.887452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:51.013747] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:51.013857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:51.013895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:51.013923] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:51.017273] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=77.28%) [2025-12-02T20:25:51.017536] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-12-02T20:25:51.017678] [INFO ] [sig ] ALLY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:51.153947] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALLY.txt [2025-12-02T20:25:51.154073] [INFO ] [sig ] [123/3544] Completed ALLY in 0.3s | 2.96 sym/s | Total: 41.5s | ETA: 19.3m [2025-12-02T20:25:51.154111] [INFO ] [sig ] [124/3544] Forecasting ALRM... [2025-12-02T20:25:51.154139] [INFO ] [sig ] Generating forecast for: ALRM [2025-12-02T20:25:51.154167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'. [2025-12-02T20:25:51.164848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRM'. [2025-12-02T20:25:51.165135] [INFO ] [FORECASTER] Starting predict_future for ALRM [2025-12-02T20:25:51.165916] [DEBUG] [LOCAL ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt [2025-12-02T20:25:51.165966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:51.165996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:51.166021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:51.166077] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:51.221322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:51.221998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:51.222078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:51.222108] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:51.342448] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:51.342592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:51.342631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:51.342658] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:51.345958] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=50.55%) [2025-12-02T20:25:51.346228] [INFO ] [FORECASTER] Completed predict_future for ALRM [2025-12-02T20:25:51.346353] [INFO ] [sig ] ALRM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:51.482773] [INFO ] [LOCAL ] Saved forecast: ALRM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALRM.txt [2025-12-02T20:25:51.482889] [INFO ] [sig ] [124/3544] Completed ALRM in 0.3s | 2.96 sym/s | Total: 41.9s | ETA: 19.2m [2025-12-02T20:25:51.482926] [INFO ] [sig ] [125/3544] Forecasting ALRS... [2025-12-02T20:25:51.482954] [INFO ] [sig ] Generating forecast for: ALRS [2025-12-02T20:25:51.482983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'. [2025-12-02T20:25:51.493743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRS'. [2025-12-02T20:25:51.494028] [INFO ] [FORECASTER] Starting predict_future for ALRS [2025-12-02T20:25:51.494808] [DEBUG] [LOCAL ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt [2025-12-02T20:25:51.494858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:51.494898] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:51.494926] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:51.494981] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:51.550655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:51.551279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:51.551356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:51.551387] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:51.676948] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:51.677073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:51.677113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:51.677140] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:51.680589] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=8.27%) [2025-12-02T20:25:51.680850] [INFO ] [FORECASTER] Completed predict_future for ALRS [2025-12-02T20:25:51.680977] [INFO ] [sig ] ALRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:51.819227] [INFO ] [LOCAL ] Saved forecast: ALRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALRS.txt [2025-12-02T20:25:51.819564] [INFO ] [sig ] [125/3544] Completed ALRS in 0.3s | 2.96 sym/s | Total: 42.2s | ETA: 19.2m [2025-12-02T20:25:51.819620] [INFO ] [sig ] [126/3544] Forecasting ALSN... [2025-12-02T20:25:51.819649] [INFO ] [sig ] Generating forecast for: ALSN [2025-12-02T20:25:51.819681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-12-02T20:25:51.831830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALSN'. [2025-12-02T20:25:51.832125] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-12-02T20:25:51.832988] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-12-02T20:25:51.833041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:51.833073] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:51.833101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:51.833159] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:51.891802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:51.892493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:51.892590] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:51.892627] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:52.007260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:52.007387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:52.007424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:52.007452] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:52.010738] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=24.19%) [2025-12-02T20:25:52.011006] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-12-02T20:25:52.011130] [INFO ] [sig ] ALSN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:52.147796] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALSN.txt [2025-12-02T20:25:52.147931] [INFO ] [sig ] [126/3544] Completed ALSN in 0.3s | 2.96 sym/s | Total: 42.5s | ETA: 19.2m [2025-12-02T20:25:52.147968] [INFO ] [sig ] [127/3544] Forecasting ALTI... [2025-12-02T20:25:52.148000] [INFO ] [sig ] Generating forecast for: ALTI [2025-12-02T20:25:52.148031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'. [2025-12-02T20:25:52.159123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTI'. [2025-12-02T20:25:52.159446] [INFO ] [FORECASTER] Starting predict_future for ALTI [2025-12-02T20:25:52.160306] [DEBUG] [LOCAL ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt [2025-12-02T20:25:52.160357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:52.160390] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:52.160419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:52.160477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:52.216972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:52.217621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:52.217699] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:52.217732] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:52.344030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:52.344178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:52.344226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:52.344256] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:52.347739] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=94.32%) [2025-12-02T20:25:52.348036] [INFO ] [FORECASTER] Completed predict_future for ALTI [2025-12-02T20:25:52.348164] [INFO ] [sig ] ALTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:52.485840] [INFO ] [LOCAL ] Saved forecast: ALTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALTI.txt [2025-12-02T20:25:52.485963] [INFO ] [sig ] [127/3544] Completed ALTI in 0.3s | 2.96 sym/s | Total: 42.9s | ETA: 19.2m [2025-12-02T20:25:52.486009] [INFO ] [sig ] [128/3544] Forecasting ALTY... [2025-12-02T20:25:52.486044] [INFO ] [sig ] Generating forecast for: ALTY [2025-12-02T20:25:52.486078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'. [2025-12-02T20:25:52.497683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTY'. [2025-12-02T20:25:52.497983] [INFO ] [FORECASTER] Starting predict_future for ALTY [2025-12-02T20:25:52.499004] [DEBUG] [LOCAL ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt [2025-12-02T20:25:52.499059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:52.499092] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:52.499117] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:52.499177] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:52.556055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:52.556684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:52.556759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:52.556789] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:52.659134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:52.659261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:52.659299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:52.659327] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:52.662601] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=92.27%) [2025-12-02T20:25:52.662861] [INFO ] [FORECASTER] Completed predict_future for ALTY [2025-12-02T20:25:52.662984] [INFO ] [sig ] ALTY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:52.801368] [INFO ] [LOCAL ] Saved forecast: ALTY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ALTY.txt [2025-12-02T20:25:52.801491] [INFO ] [sig ] [128/3544] Completed ALTY in 0.3s | 2.96 sym/s | Total: 43.2s | ETA: 19.2m [2025-12-02T20:25:52.801538] [INFO ] [sig ] [129/3544] Forecasting ALXO... [2025-12-02T20:25:52.801585] [INFO ] [sig ] Generating forecast for: ALXO [2025-12-02T20:25:52.801621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'. [2025-12-02T20:25:52.813159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALXO'. [2025-12-02T20:25:52.813461] [INFO ] [FORECASTER] Starting predict_future for ALXO [2025-12-02T20:25:52.814308] [DEBUG] [LOCAL ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt [2025-12-02T20:25:52.814360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:52.814418] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:52.814448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:52.814520] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:52.872880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:52.873565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:52.873664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:52.873696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:52.988792] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:52.988935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:52.988973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:52.989001] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:52.992274] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-12-02T20:25:52.992538] [INFO ] [FORECASTER] Completed predict_future for ALXO [2025-12-02T20:25:52.992682] [INFO ] [sig ] ALXO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:53.172213] [INFO ] [LOCAL ] Saved forecast: ALXO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ALXO.txt [2025-12-02T20:25:53.172351] [INFO ] [sig ] [129/3544] Completed ALXO in 0.4s | 2.96 sym/s | Total: 43.6s | ETA: 19.2m [2025-12-02T20:25:53.172389] [INFO ] [sig ] [130/3544] Forecasting AM... [2025-12-02T20:25:53.172418] [INFO ] [sig ] Generating forecast for: AM [2025-12-02T20:25:53.172445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-12-02T20:25:53.184140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AM'. [2025-12-02T20:25:53.184440] [INFO ] [FORECASTER] Starting predict_future for AM [2025-12-02T20:25:53.185257] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-12-02T20:25:53.185308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:53.185341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:53.185368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:53.185425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:53.241667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:53.242287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:53.242362] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:53.242393] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:53.358820] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:53.358954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:53.358993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:53.359020] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:53.362296] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=94.10%) [2025-12-02T20:25:53.362561] [INFO ] [FORECASTER] Completed predict_future for AM [2025-12-02T20:25:53.362704] [INFO ] [sig ] AM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:53.503565] [INFO ] [LOCAL ] Saved forecast: AM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AM.txt [2025-12-02T20:25:53.503786] [INFO ] [sig ] [130/3544] Completed AM in 0.3s | 2.96 sym/s | Total: 43.9s | ETA: 19.2m [2025-12-02T20:25:53.503836] [INFO ] [sig ] [131/3544] Forecasting AMAL... [2025-12-02T20:25:53.503865] [INFO ] [sig ] Generating forecast for: AMAL [2025-12-02T20:25:53.503893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'. [2025-12-02T20:25:53.515564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMAL'. [2025-12-02T20:25:53.515899] [INFO ] [FORECASTER] Starting predict_future for AMAL [2025-12-02T20:25:53.516744] [DEBUG] [LOCAL ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt [2025-12-02T20:25:53.516796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:53.516829] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:53.516856] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:53.516913] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:53.574507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:53.575245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:53.575322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:53.575353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:53.695358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:53.695507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:53.695549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:53.695600] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:53.699086] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=18.65%) [2025-12-02T20:25:53.699369] [INFO ] [FORECASTER] Completed predict_future for AMAL [2025-12-02T20:25:53.699533] [INFO ] [sig ] AMAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:53.843910] [INFO ] [LOCAL ] Saved forecast: AMAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMAL.txt [2025-12-02T20:25:53.844064] [INFO ] [sig ] [131/3544] Completed AMAL in 0.3s | 2.96 sym/s | Total: 44.2s | ETA: 19.2m [2025-12-02T20:25:53.844102] [INFO ] [sig ] [132/3544] Forecasting AMBA... [2025-12-02T20:25:53.844131] [INFO ] [sig ] Generating forecast for: AMBA [2025-12-02T20:25:53.844161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'. [2025-12-02T20:25:53.855266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBA'. [2025-12-02T20:25:53.855547] [INFO ] [FORECASTER] Starting predict_future for AMBA [2025-12-02T20:25:53.856330] [DEBUG] [LOCAL ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt [2025-12-02T20:25:53.856379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:53.856409] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:53.856434] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:53.856488] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:53.912481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:53.913178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:53.913264] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:53.913297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:54.038266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:54.038415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:54.038454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:54.038529] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:54.041893] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=0.74%) [2025-12-02T20:25:54.042160] [INFO ] [FORECASTER] Completed predict_future for AMBA [2025-12-02T20:25:54.042286] [INFO ] [sig ] AMBA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:54.186962] [INFO ] [LOCAL ] Saved forecast: AMBA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMBA.txt [2025-12-02T20:25:54.187128] [INFO ] [sig ] [132/3544] Completed AMBA in 0.3s | 2.96 sym/s | Total: 44.6s | ETA: 19.2m [2025-12-02T20:25:54.187166] [INFO ] [sig ] [133/3544] Forecasting AMBP... [2025-12-02T20:25:54.187194] [INFO ] [sig ] Generating forecast for: AMBP [2025-12-02T20:25:54.187224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-12-02T20:25:54.199509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBP'. [2025-12-02T20:25:54.199885] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-12-02T20:25:54.200702] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-12-02T20:25:54.200751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:54.200782] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:54.200807] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:54.200862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:54.259782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:54.260794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:54.260872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:54.260903] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:54.381914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:54.382058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:54.382098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:54.382126] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:54.385534] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=54.89%) [2025-12-02T20:25:54.385838] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-12-02T20:25:54.385971] [INFO ] [sig ] AMBP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:54.532041] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMBP.txt [2025-12-02T20:25:54.532195] [INFO ] [sig ] [133/3544] Completed AMBP in 0.3s | 2.96 sym/s | Total: 44.9s | ETA: 19.2m [2025-12-02T20:25:54.532234] [INFO ] [sig ] [134/3544] Forecasting AMC... [2025-12-02T20:25:54.532263] [INFO ] [sig ] Generating forecast for: AMC [2025-12-02T20:25:54.532291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-12-02T20:25:54.545151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMC'. [2025-12-02T20:25:54.545533] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-12-02T20:25:54.546536] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-12-02T20:25:54.546603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:54.546635] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:54.546660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:54.546716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:54.603425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:54.604255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:54.604333] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:54.604377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:54.722626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:54.722773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:54.722811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:54.722840] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:54.726114] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=22.80%) [2025-12-02T20:25:54.726377] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-12-02T20:25:54.726505] [INFO ] [sig ] AMC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:54.866226] [INFO ] [LOCAL ] Saved forecast: AMC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMC.txt [2025-12-02T20:25:54.866356] [INFO ] [sig ] [134/3544] Completed AMC in 0.3s | 2.96 sym/s | Total: 45.2s | ETA: 19.2m [2025-12-02T20:25:54.866394] [INFO ] [sig ] [135/3544] Forecasting AMCX... [2025-12-02T20:25:54.866422] [INFO ] [sig ] Generating forecast for: AMCX [2025-12-02T20:25:54.866451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'. [2025-12-02T20:25:54.878102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMCX'. [2025-12-02T20:25:54.878398] [INFO ] [FORECASTER] Starting predict_future for AMCX [2025-12-02T20:25:54.879196] [DEBUG] [LOCAL ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt [2025-12-02T20:25:54.879246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:54.879275] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:54.879300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:54.879353] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:54.936268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:54.936939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:54.937017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:54.937050] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:55.056664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:55.056818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:55.056857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:55.056883] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:55.060292] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=55.91%) [2025-12-02T20:25:55.060593] [INFO ] [FORECASTER] Completed predict_future for AMCX [2025-12-02T20:25:55.060729] [INFO ] [sig ] AMCX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:55.201725] [INFO ] [LOCAL ] Saved forecast: AMCX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMCX.txt [2025-12-02T20:25:55.201899] [INFO ] [sig ] [135/3544] Completed AMCX in 0.3s | 2.96 sym/s | Total: 45.6s | ETA: 19.2m [2025-12-02T20:25:55.201945] [INFO ] [sig ] [136/3544] Forecasting AMD... [2025-12-02T20:25:55.201977] [INFO ] [sig ] Generating forecast for: AMD [2025-12-02T20:25:55.202006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'. [2025-12-02T20:25:55.214183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMD'. [2025-12-02T20:25:55.214512] [INFO ] [FORECASTER] Starting predict_future for AMD [2025-12-02T20:25:55.215307] [DEBUG] [LOCAL ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt [2025-12-02T20:25:55.215356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:55.215387] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:55.215422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:55.215478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:55.271797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:55.272511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:55.272609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:55.272642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:55.397146] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:55.397292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:55.397332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:55.397360] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:55.400937] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=90.51%) [2025-12-02T20:25:55.401298] [INFO ] [FORECASTER] Completed predict_future for AMD [2025-12-02T20:25:55.401475] [INFO ] [sig ] AMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:55.539867] [INFO ] [LOCAL ] Saved forecast: AMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMD.txt [2025-12-02T20:25:55.539992] [INFO ] [sig ] [136/3544] Completed AMD in 0.3s | 2.96 sym/s | Total: 45.9s | ETA: 19.2m [2025-12-02T20:25:55.540030] [INFO ] [sig ] [137/3544] Forecasting AMDL... [2025-12-02T20:25:55.540058] [INFO ] [sig ] Generating forecast for: AMDL [2025-12-02T20:25:55.540090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'. [2025-12-02T20:25:55.552211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMDL'. [2025-12-02T20:25:55.552618] [INFO ] [FORECASTER] Starting predict_future for AMDL [2025-12-02T20:25:55.553449] [DEBUG] [LOCAL ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt [2025-12-02T20:25:55.553500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:55.553531] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:55.553557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:55.553631] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:55.613027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:55.613935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:55.614020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:55.614051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:55.748375] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:55.748523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:55.748564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:55.748621] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:55.751916] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=34.44%) [2025-12-02T20:25:55.752211] [INFO ] [FORECASTER] Completed predict_future for AMDL [2025-12-02T20:25:55.752340] [INFO ] [sig ] AMDL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:55.894009] [INFO ] [LOCAL ] Saved forecast: AMDL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMDL.txt [2025-12-02T20:25:55.894165] [INFO ] [sig ] [137/3544] Completed AMDL in 0.4s | 2.96 sym/s | Total: 46.3s | ETA: 19.2m [2025-12-02T20:25:55.894210] [INFO ] [sig ] [138/3544] Forecasting AME... [2025-12-02T20:25:55.894244] [INFO ] [sig ] Generating forecast for: AME [2025-12-02T20:25:55.894274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-12-02T20:25:55.906806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AME'. [2025-12-02T20:25:55.907178] [INFO ] [FORECASTER] Starting predict_future for AME [2025-12-02T20:25:55.908044] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-12-02T20:25:55.908095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:55.908128] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:55.908153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:55.908207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:55.963910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:55.964793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:55.964875] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:55.964906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:56.082488] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:56.082618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:56.082658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:56.082685] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:56.085873] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=2.10%) [2025-12-02T20:25:56.086136] [INFO ] [FORECASTER] Completed predict_future for AME [2025-12-02T20:25:56.086260] [INFO ] [sig ] AME: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:56.222022] [INFO ] [LOCAL ] Saved forecast: AME 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AME.txt [2025-12-02T20:25:56.222131] [INFO ] [sig ] [138/3544] Completed AME in 0.3s | 2.96 sym/s | Total: 46.6s | ETA: 19.2m [2025-12-02T20:25:56.222168] [INFO ] [sig ] [139/3544] Forecasting AMG... [2025-12-02T20:25:56.222196] [INFO ] [sig ] Generating forecast for: AMG [2025-12-02T20:25:56.222223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-12-02T20:25:56.234348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMG'. [2025-12-02T20:25:56.234763] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-12-02T20:25:56.235816] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-12-02T20:25:56.235878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:56.235918] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:56.235952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:56.236030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:56.304692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:56.305520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:56.305652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:56.305686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:56.419135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:56.419288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:56.419331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:56.419359] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:56.422822] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=7.67%) [2025-12-02T20:25:56.423100] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-12-02T20:25:56.423233] [INFO ] [sig ] AMG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:56.577478] [INFO ] [LOCAL ] Saved forecast: AMG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMG.txt [2025-12-02T20:25:56.577696] [INFO ] [sig ] [139/3544] Completed AMG in 0.4s | 2.96 sym/s | Total: 47.0s | ETA: 19.2m [2025-12-02T20:25:56.577748] [INFO ] [sig ] [140/3544] Forecasting AMN... [2025-12-02T20:25:56.577788] [INFO ] [sig ] Generating forecast for: AMN [2025-12-02T20:25:56.577834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-12-02T20:25:56.593487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMN'. [2025-12-02T20:25:56.593867] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-12-02T20:25:56.594687] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-12-02T20:25:56.594737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:56.594768] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:56.594793] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:56.594847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:56.650939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:56.651802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:56.651887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:56.651918] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:56.769469] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:56.769639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:56.769679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:56.769708] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:56.773025] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=19.12%) [2025-12-02T20:25:56.773308] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-12-02T20:25:56.773435] [INFO ] [sig ] AMN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:56.910517] [INFO ] [LOCAL ] Saved forecast: AMN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMN.txt [2025-12-02T20:25:56.910676] [INFO ] [sig ] [140/3544] Completed AMN in 0.3s | 2.96 sym/s | Total: 47.3s | ETA: 19.2m [2025-12-02T20:25:56.910716] [INFO ] [sig ] [141/3544] Forecasting AMP... [2025-12-02T20:25:56.910744] [INFO ] [sig ] Generating forecast for: AMP [2025-12-02T20:25:56.910774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-12-02T20:25:56.922298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMP'. [2025-12-02T20:25:56.922644] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-12-02T20:25:56.923405] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-12-02T20:25:56.923454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:56.923483] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:56.923509] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:56.923563] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:56.978629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:56.979440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:56.979519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:56.979550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:57.098171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:57.098350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:57.098395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:57.098429] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:57.101796] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=89.37%) [2025-12-02T20:25:57.102058] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-12-02T20:25:57.102185] [INFO ] [sig ] AMP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:57.239181] [INFO ] [LOCAL ] Saved forecast: AMP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMP.txt [2025-12-02T20:25:57.239318] [INFO ] [sig ] [141/3544] Completed AMP in 0.3s | 2.96 sym/s | Total: 47.6s | ETA: 19.2m [2025-12-02T20:25:57.239356] [INFO ] [sig ] [142/3544] Forecasting AMPH... [2025-12-02T20:25:57.239385] [INFO ] [sig ] Generating forecast for: AMPH [2025-12-02T20:25:57.239413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'. [2025-12-02T20:25:57.250409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPH'. [2025-12-02T20:25:57.250749] [INFO ] [FORECASTER] Starting predict_future for AMPH [2025-12-02T20:25:57.251543] [DEBUG] [LOCAL ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt [2025-12-02T20:25:57.251614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:57.251648] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:57.251674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:57.251731] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:57.310426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:57.311249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:57.311330] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:57.311363] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:57.432481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:57.432643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:57.432682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:57.432710] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:57.435949] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-12-02T20:25:57.436212] [INFO ] [FORECASTER] Completed predict_future for AMPH [2025-12-02T20:25:57.436336] [INFO ] [sig ] AMPH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:57.572741] [INFO ] [LOCAL ] Saved forecast: AMPH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMPH.txt [2025-12-02T20:25:57.572897] [INFO ] [sig ] [142/3544] Completed AMPH in 0.3s | 2.96 sym/s | Total: 48.0s | ETA: 19.1m [2025-12-02T20:25:57.572936] [INFO ] [sig ] [143/3544] Forecasting AMPL... [2025-12-02T20:25:57.572963] [INFO ] [sig ] Generating forecast for: AMPL [2025-12-02T20:25:57.572994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'. [2025-12-02T20:25:57.584108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPL'. [2025-12-02T20:25:57.584388] [INFO ] [FORECASTER] Starting predict_future for AMPL [2025-12-02T20:25:57.585188] [DEBUG] [LOCAL ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt [2025-12-02T20:25:57.585237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:57.585268] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:57.585293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:57.585347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:57.644233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:57.645084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:57.645166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:57.645198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:57.762995] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:57.763155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:57.763195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:57.763222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:57.766757] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-12-02T20:25:57.767051] [INFO ] [FORECASTER] Completed predict_future for AMPL [2025-12-02T20:25:57.767185] [INFO ] [sig ] AMPL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:57.910053] [INFO ] [LOCAL ] Saved forecast: AMPL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMPL.txt [2025-12-02T20:25:57.910181] [INFO ] [sig ] [143/3544] Completed AMPL in 0.3s | 2.96 sym/s | Total: 48.3s | ETA: 19.1m [2025-12-02T20:25:57.910218] [INFO ] [sig ] [144/3544] Forecasting AMPX... [2025-12-02T20:25:57.910245] [INFO ] [sig ] Generating forecast for: AMPX [2025-12-02T20:25:57.910275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-12-02T20:25:57.921227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPX'. [2025-12-02T20:25:57.921520] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-12-02T20:25:57.922307] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-12-02T20:25:57.922357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:57.922387] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:57.922413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:57.922468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:57.977418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:57.978129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:57.978208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:57.978239] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:58.099529] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:58.099682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:58.099721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:58.099747] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:58.103059] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=16.79%) [2025-12-02T20:25:58.103324] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-12-02T20:25:58.103445] [INFO ] [sig ] AMPX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:58.239305] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMPX.txt [2025-12-02T20:25:58.239447] [INFO ] [sig ] [144/3544] Completed AMPX in 0.3s | 2.96 sym/s | Total: 48.6s | ETA: 19.1m [2025-12-02T20:25:58.239485] [INFO ] [sig ] [145/3544] Forecasting AMRX... [2025-12-02T20:25:58.239513] [INFO ] [sig ] Generating forecast for: AMRX [2025-12-02T20:25:58.239541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'. [2025-12-02T20:25:58.251191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRX'. [2025-12-02T20:25:58.251544] [INFO ] [FORECASTER] Starting predict_future for AMRX [2025-12-02T20:25:58.252556] [DEBUG] [LOCAL ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt [2025-12-02T20:25:58.252627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:58.252660] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:58.252687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:58.252742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:58.312314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:58.313156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:58.313238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:58.313272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:58.436935] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:58.437104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:58.437148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:58.437180] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:58.440724] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=38.26%) [2025-12-02T20:25:58.441016] [INFO ] [FORECASTER] Completed predict_future for AMRX [2025-12-02T20:25:58.441147] [INFO ] [sig ] AMRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:58.589094] [INFO ] [LOCAL ] Saved forecast: AMRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMRX.txt [2025-12-02T20:25:58.589261] [INFO ] [sig ] [145/3544] Completed AMRX in 0.3s | 2.96 sym/s | Total: 49.0s | ETA: 19.1m [2025-12-02T20:25:58.589315] [INFO ] [sig ] [146/3544] Forecasting AMSC... [2025-12-02T20:25:58.589346] [INFO ] [sig ] Generating forecast for: AMSC [2025-12-02T20:25:58.589376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'. [2025-12-02T20:25:58.600875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSC'. [2025-12-02T20:25:58.601217] [INFO ] [FORECASTER] Starting predict_future for AMSC [2025-12-02T20:25:58.602058] [DEBUG] [LOCAL ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt [2025-12-02T20:25:58.602110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:58.602170] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:58.602214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:58.602304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:58.663256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:58.664109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:58.664199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:58.664232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:58.788401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:58.788550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:58.788607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:58.788636] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:58.792009] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=11.71%) [2025-12-02T20:25:58.792282] [INFO ] [FORECASTER] Completed predict_future for AMSC [2025-12-02T20:25:58.792412] [INFO ] [sig ] AMSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:58.927771] [INFO ] [LOCAL ] Saved forecast: AMSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMSC.txt [2025-12-02T20:25:58.927933] [INFO ] [sig ] [146/3544] Completed AMSC in 0.3s | 2.96 sym/s | Total: 49.3s | ETA: 19.1m [2025-12-02T20:25:58.927972] [INFO ] [sig ] [147/3544] Forecasting AMSF... [2025-12-02T20:25:58.928001] [INFO ] [sig ] Generating forecast for: AMSF [2025-12-02T20:25:58.928029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'. [2025-12-02T20:25:58.938792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSF'. [2025-12-02T20:25:58.939120] [INFO ] [FORECASTER] Starting predict_future for AMSF [2025-12-02T20:25:58.939983] [DEBUG] [LOCAL ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt [2025-12-02T20:25:58.940035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:58.940067] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:58.940095] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:58.940151] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:58.997815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:58.998608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:58.998690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:58.998723] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:59.121034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:59.121207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:59.121248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:59.121275] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:59.124674] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=22.18%) [2025-12-02T20:25:59.124949] [INFO ] [FORECASTER] Completed predict_future for AMSF [2025-12-02T20:25:59.125078] [INFO ] [sig ] AMSF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:25:59.260641] [INFO ] [LOCAL ] Saved forecast: AMSF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMSF.txt [2025-12-02T20:25:59.260779] [INFO ] [sig ] [147/3544] Completed AMSF in 0.3s | 2.96 sym/s | Total: 49.6s | ETA: 19.1m [2025-12-02T20:25:59.260818] [INFO ] [sig ] [148/3544] Forecasting AMTB... [2025-12-02T20:25:59.260846] [INFO ] [sig ] Generating forecast for: AMTB [2025-12-02T20:25:59.260874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-12-02T20:25:59.272138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTB'. [2025-12-02T20:25:59.272488] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-12-02T20:25:59.273347] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-12-02T20:25:59.273400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:59.273434] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:59.273461] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:59.273517] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:59.329115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:59.329925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:59.330008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:59.330040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:59.450647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:59.450790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:59.450830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:59.450858] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:59.454229] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=56.75%) [2025-12-02T20:25:59.454503] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-12-02T20:25:59.454646] [INFO ] [sig ] AMTB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:59.594179] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMTB.txt [2025-12-02T20:25:59.594323] [INFO ] [sig ] [148/3544] Completed AMTB in 0.3s | 2.96 sym/s | Total: 50.0s | ETA: 19.1m [2025-12-02T20:25:59.594374] [INFO ] [sig ] [149/3544] Forecasting AMTX... [2025-12-02T20:25:59.594406] [INFO ] [sig ] Generating forecast for: AMTX [2025-12-02T20:25:59.594437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'. [2025-12-02T20:25:59.605670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTX'. [2025-12-02T20:25:59.605984] [INFO ] [FORECASTER] Starting predict_future for AMTX [2025-12-02T20:25:59.606785] [DEBUG] [LOCAL ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt [2025-12-02T20:25:59.606846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:59.606878] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:59.606905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:59.606969] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:25:59.663821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:25:59.664490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:25:59.664589] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:25:59.664624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:25:59.787394] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:25:59.787553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:25:59.787609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:25:59.787667] [INFO ] [FORECASTER] Training complete [2025-12-02T20:25:59.791096] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=98.16%) [2025-12-02T20:25:59.791392] [INFO ] [FORECASTER] Completed predict_future for AMTX [2025-12-02T20:25:59.791530] [INFO ] [sig ] AMTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:25:59.929014] [INFO ] [LOCAL ] Saved forecast: AMTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMTX.txt [2025-12-02T20:25:59.929216] [INFO ] [sig ] [149/3544] Completed AMTX in 0.3s | 2.96 sym/s | Total: 50.3s | ETA: 19.1m [2025-12-02T20:25:59.929276] [INFO ] [sig ] [150/3544] Forecasting AMWL... [2025-12-02T20:25:59.929319] [INFO ] [sig ] Generating forecast for: AMWL [2025-12-02T20:25:59.929355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-12-02T20:25:59.941049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWL'. [2025-12-02T20:25:59.941365] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-12-02T20:25:59.942173] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-12-02T20:25:59.942224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:25:59.942256] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:25:59.942284] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:25:59.942340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:00.001657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:00.002404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:00.002495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:00.002529] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:00.128300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:00.128452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:00.128492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:00.128521] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:00.132190] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=75.72%) [2025-12-02T20:26:00.132471] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-12-02T20:26:00.132633] [INFO ] [sig ] AMWL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:00.271432] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMWL.txt [2025-12-02T20:26:00.271588] [INFO ] [sig ] [150/3544] Completed AMWL in 0.3s | 2.96 sym/s | Total: 50.7s | ETA: 19.1m [2025-12-02T20:26:00.271628] [INFO ] [sig ] [151/3544] Forecasting AMX... [2025-12-02T20:26:00.271657] [INFO ] [sig ] Generating forecast for: AMX [2025-12-02T20:26:00.271687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-12-02T20:26:00.282894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMX'. [2025-12-02T20:26:00.283231] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-12-02T20:26:00.284022] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-12-02T20:26:00.284071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:00.284101] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:00.284127] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:00.284185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:00.341649] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:00.342371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:00.342448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:00.342480] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:00.461005] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:00.461160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:00.461200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:00.461234] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:00.464661] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=55.32%) [2025-12-02T20:26:00.464942] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-12-02T20:26:00.465071] [INFO ] [sig ] AMX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:00.601697] [INFO ] [LOCAL ] Saved forecast: AMX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMX.txt [2025-12-02T20:26:00.601835] [INFO ] [sig ] [151/3544] Completed AMX in 0.3s | 2.96 sym/s | Total: 51.0s | ETA: 19.1m [2025-12-02T20:26:00.601872] [INFO ] [sig ] [152/3544] Forecasting AMZD... [2025-12-02T20:26:00.601899] [INFO ] [sig ] Generating forecast for: AMZD [2025-12-02T20:26:00.601930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'. [2025-12-02T20:26:00.613092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZD'. [2025-12-02T20:26:00.613425] [INFO ] [FORECASTER] Starting predict_future for AMZD [2025-12-02T20:26:00.614226] [DEBUG] [LOCAL ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt [2025-12-02T20:26:00.614275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:00.614305] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:00.614331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:00.614391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:00.669887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:00.670682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:00.670766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:00.670798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:00.788390] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:00.788507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:00.788546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:00.788592] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:00.791999] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=8.38%) [2025-12-02T20:26:00.792307] [INFO ] [FORECASTER] Completed predict_future for AMZD [2025-12-02T20:26:00.792444] [INFO ] [sig ] AMZD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:00.932666] [INFO ] [LOCAL ] Saved forecast: AMZD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMZD.txt [2025-12-02T20:26:00.932813] [INFO ] [sig ] [152/3544] Completed AMZD in 0.3s | 2.96 sym/s | Total: 51.3s | ETA: 19.1m [2025-12-02T20:26:00.932857] [INFO ] [sig ] [153/3544] Forecasting AMZN... [2025-12-02T20:26:00.932888] [INFO ] [sig ] Generating forecast for: AMZN [2025-12-02T20:26:00.932917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'. [2025-12-02T20:26:00.943925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZN'. [2025-12-02T20:26:00.944251] [INFO ] [FORECASTER] Starting predict_future for AMZN [2025-12-02T20:26:00.945046] [DEBUG] [LOCAL ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt [2025-12-02T20:26:00.945096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:00.945127] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:00.945153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:00.945207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:01.002283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:01.003143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:01.003237] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:01.003269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:01.124118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:01.124264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:01.124306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:01.124334] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:01.127792] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=54.46%) [2025-12-02T20:26:01.128086] [INFO ] [FORECASTER] Completed predict_future for AMZN [2025-12-02T20:26:01.128231] [INFO ] [sig ] AMZN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:01.266826] [INFO ] [LOCAL ] Saved forecast: AMZN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AMZN.txt [2025-12-02T20:26:01.266949] [INFO ] [sig ] [153/3544] Completed AMZN in 0.3s | 2.96 sym/s | Total: 51.6s | ETA: 19.1m [2025-12-02T20:26:01.266986] [INFO ] [sig ] [154/3544] Forecasting AMZZ... [2025-12-02T20:26:01.267014] [INFO ] [sig ] Generating forecast for: AMZZ [2025-12-02T20:26:01.267043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'. [2025-12-02T20:26:01.278075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'. [2025-12-02T20:26:01.278398] [INFO ] [FORECASTER] Starting predict_future for AMZZ [2025-12-02T20:26:01.279232] [DEBUG] [LOCAL ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt [2025-12-02T20:26:01.279283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:01.279316] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:01.279343] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:01.279400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:01.336740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:01.337415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:01.337495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:01.337528] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:01.456805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:01.456927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:01.456966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:01.456992] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:01.460389] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=27.36%) [2025-12-02T20:26:01.460712] [INFO ] [FORECASTER] Completed predict_future for AMZZ [2025-12-02T20:26:01.460844] [INFO ] [sig ] AMZZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:01.601369] [INFO ] [LOCAL ] Saved forecast: AMZZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AMZZ.txt [2025-12-02T20:26:01.601529] [INFO ] [sig ] [154/3544] Completed AMZZ in 0.3s | 2.96 sym/s | Total: 52.0s | ETA: 19.1m [2025-12-02T20:26:01.601567] [INFO ] [sig ] [155/3544] Forecasting ANAB... [2025-12-02T20:26:01.601617] [INFO ] [sig ] Generating forecast for: ANAB [2025-12-02T20:26:01.601646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'. [2025-12-02T20:26:01.613745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANAB'. [2025-12-02T20:26:01.614156] [INFO ] [FORECASTER] Starting predict_future for ANAB [2025-12-02T20:26:01.615009] [DEBUG] [LOCAL ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt [2025-12-02T20:26:01.615061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:01.615094] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:01.615122] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:01.615179] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:01.672887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:01.673765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:01.673850] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:01.673883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:01.796748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:01.796907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:01.796948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:01.796977] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:01.800688] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=24.95%) [2025-12-02T20:26:01.801063] [INFO ] [FORECASTER] Completed predict_future for ANAB [2025-12-02T20:26:01.801213] [INFO ] [sig ] ANAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:01.945026] [INFO ] [LOCAL ] Saved forecast: ANAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ANAB.txt [2025-12-02T20:26:01.945181] [INFO ] [sig ] [155/3544] Completed ANAB in 0.3s | 2.96 sym/s | Total: 52.3s | ETA: 19.1m [2025-12-02T20:26:01.945220] [INFO ] [sig ] [156/3544] Forecasting ANDE... [2025-12-02T20:26:01.945248] [INFO ] [sig ] Generating forecast for: ANDE [2025-12-02T20:26:01.945277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'. [2025-12-02T20:26:01.956465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANDE'. [2025-12-02T20:26:01.956767] [INFO ] [FORECASTER] Starting predict_future for ANDE [2025-12-02T20:26:01.957535] [DEBUG] [LOCAL ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt [2025-12-02T20:26:01.957601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:01.957634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:01.957661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:01.957717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:02.015332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:02.016067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:02.016178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:02.016212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:02.139090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:02.139223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:02.139278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:02.139308] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:02.142671] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=55.06%) [2025-12-02T20:26:02.142948] [INFO ] [FORECASTER] Completed predict_future for ANDE [2025-12-02T20:26:02.143077] [INFO ] [sig ] ANDE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:02.281147] [INFO ] [LOCAL ] Saved forecast: ANDE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ANDE.txt [2025-12-02T20:26:02.281278] [INFO ] [sig ] [156/3544] Completed ANDE in 0.3s | 2.96 sym/s | Total: 52.7s | ETA: 19.1m [2025-12-02T20:26:02.281318] [INFO ] [sig ] [157/3544] Forecasting ANF... [2025-12-02T20:26:02.281349] [INFO ] [sig ] Generating forecast for: ANF [2025-12-02T20:26:02.281380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-12-02T20:26:02.292880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANF'. [2025-12-02T20:26:02.293209] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-12-02T20:26:02.294088] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-12-02T20:26:02.294140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:02.294171] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:02.294199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:02.294256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:02.352229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:02.353145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:02.353231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:02.353264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:02.471203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:02.471341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:02.471387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:02.471428] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:02.474688] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=19.76%) [2025-12-02T20:26:02.474951] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-12-02T20:26:02.475075] [INFO ] [sig ] ANF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:02.612099] [INFO ] [LOCAL ] Saved forecast: ANF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ANF.txt [2025-12-02T20:26:02.612221] [INFO ] [sig ] [157/3544] Completed ANF in 0.3s | 2.96 sym/s | Total: 53.0s | ETA: 19.1m [2025-12-02T20:26:02.612261] [INFO ] [sig ] [158/3544] Forecasting ANGL... [2025-12-02T20:26:02.612290] [INFO ] [sig ] Generating forecast for: ANGL [2025-12-02T20:26:02.612319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'. [2025-12-02T20:26:02.623377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGL'. [2025-12-02T20:26:02.623685] [INFO ] [FORECASTER] Starting predict_future for ANGL [2025-12-02T20:26:02.624450] [DEBUG] [LOCAL ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt [2025-12-02T20:26:02.624500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:02.624530] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:02.624555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:02.624640] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:02.681444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:02.682113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:02.682193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:02.682232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:02.805690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:02.805836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:02.805875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:02.805902] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:02.809265] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=23.71%) [2025-12-02T20:26:02.809537] [INFO ] [FORECASTER] Completed predict_future for ANGL [2025-12-02T20:26:02.809685] [INFO ] [sig ] ANGL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:02.945817] [INFO ] [LOCAL ] Saved forecast: ANGL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ANGL.txt [2025-12-02T20:26:02.945941] [INFO ] [sig ] [158/3544] Completed ANGL in 0.3s | 2.96 sym/s | Total: 53.3s | ETA: 19.0m [2025-12-02T20:26:02.945978] [INFO ] [sig ] [159/3544] Forecasting ANIK... [2025-12-02T20:26:02.946007] [INFO ] [sig ] Generating forecast for: ANIK [2025-12-02T20:26:02.946036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'. [2025-12-02T20:26:02.957021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIK'. [2025-12-02T20:26:02.957320] [INFO ] [FORECASTER] Starting predict_future for ANIK [2025-12-02T20:26:02.958138] [DEBUG] [LOCAL ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt [2025-12-02T20:26:02.958187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:02.958217] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:02.958242] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:02.958295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:03.015110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:03.015792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:03.015872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:03.015904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:03.133732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:03.133876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:03.133915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:03.133943] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:03.137191] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=6.40%) [2025-12-02T20:26:03.137485] [INFO ] [FORECASTER] Completed predict_future for ANIK [2025-12-02T20:26:03.137639] [INFO ] [sig ] ANIK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:03.274388] [INFO ] [LOCAL ] Saved forecast: ANIK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ANIK.txt [2025-12-02T20:26:03.274535] [INFO ] [sig ] [159/3544] Completed ANIK in 0.3s | 2.96 sym/s | Total: 53.7s | ETA: 19.0m [2025-12-02T20:26:03.274589] [INFO ] [sig ] [160/3544] Forecasting ANIP... [2025-12-02T20:26:03.274622] [INFO ] [sig ] Generating forecast for: ANIP [2025-12-02T20:26:03.274650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'. [2025-12-02T20:26:03.285658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIP'. [2025-12-02T20:26:03.285951] [INFO ] [FORECASTER] Starting predict_future for ANIP [2025-12-02T20:26:03.286756] [DEBUG] [LOCAL ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt [2025-12-02T20:26:03.286807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:03.286850] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:03.286879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:03.286937] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:03.344540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:03.345259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:03.345340] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:03.345373] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:03.467936] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:03.468083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:03.468124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:03.468154] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:03.471597] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=84.50%) [2025-12-02T20:26:03.471866] [INFO ] [FORECASTER] Completed predict_future for ANIP [2025-12-02T20:26:03.471990] [INFO ] [sig ] ANIP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:03.608877] [INFO ] [LOCAL ] Saved forecast: ANIP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ANIP.txt [2025-12-02T20:26:03.609002] [INFO ] [sig ] [160/3544] Completed ANIP in 0.3s | 2.96 sym/s | Total: 54.0s | ETA: 19.0m [2025-12-02T20:26:03.609038] [INFO ] [sig ] [161/3544] Forecasting ANIX... [2025-12-02T20:26:03.609065] [INFO ] [sig ] Generating forecast for: ANIX [2025-12-02T20:26:03.609095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'. [2025-12-02T20:26:03.620198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIX'. [2025-12-02T20:26:03.620505] [INFO ] [FORECASTER] Starting predict_future for ANIX [2025-12-02T20:26:03.621289] [DEBUG] [LOCAL ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt [2025-12-02T20:26:03.621339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:03.621368] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:03.621394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:03.621449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:03.676499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:03.677187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:03.677265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:03.677296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:03.797487] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:03.797665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:03.797709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:03.797738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:03.801489] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=77.88%) [2025-12-02T20:26:03.801834] [INFO ] [FORECASTER] Completed predict_future for ANIX [2025-12-02T20:26:03.801981] [INFO ] [sig ] ANIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:03.938302] [INFO ] [LOCAL ] Saved forecast: ANIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ANIX.txt [2025-12-02T20:26:03.938447] [INFO ] [sig ] [161/3544] Completed ANIX in 0.3s | 2.96 sym/s | Total: 54.3s | ETA: 19.0m [2025-12-02T20:26:03.938487] [INFO ] [sig ] [162/3544] Forecasting ANNX... [2025-12-02T20:26:03.938517] [INFO ] [sig ] Generating forecast for: ANNX [2025-12-02T20:26:03.938549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'. [2025-12-02T20:26:03.950447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANNX'. [2025-12-02T20:26:03.950791] [INFO ] [FORECASTER] Starting predict_future for ANNX [2025-12-02T20:26:03.951609] [DEBUG] [LOCAL ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt [2025-12-02T20:26:03.951661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:03.951694] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:03.951721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:03.951785] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:04.009977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:04.010731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:04.010814] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:04.010847] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:04.132040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:04.132188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:04.132229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:04.132259] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:04.135954] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=33.87%) [2025-12-02T20:26:04.136230] [INFO ] [FORECASTER] Completed predict_future for ANNX [2025-12-02T20:26:04.136361] [INFO ] [sig ] ANNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:04.273941] [INFO ] [LOCAL ] Saved forecast: ANNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ANNX.txt [2025-12-02T20:26:04.274076] [INFO ] [sig ] [162/3544] Completed ANNX in 0.3s | 2.96 sym/s | Total: 54.7s | ETA: 19.0m [2025-12-02T20:26:04.274114] [INFO ] [sig ] [163/3544] Forecasting ANTX... [2025-12-02T20:26:04.274142] [INFO ] [sig ] Generating forecast for: ANTX [2025-12-02T20:26:04.274171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'. [2025-12-02T20:26:04.285299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANTX'. [2025-12-02T20:26:04.285645] [INFO ] [FORECASTER] Starting predict_future for ANTX [2025-12-02T20:26:04.286464] [DEBUG] [LOCAL ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt [2025-12-02T20:26:04.286515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:04.286599] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:04.286631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:04.286692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:04.345388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:04.346133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:04.346214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:04.346247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:04.464764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:04.464900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:04.464939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:04.464967] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:04.468435] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=82.73%) [2025-12-02T20:26:04.468916] [INFO ] [FORECASTER] Completed predict_future for ANTX [2025-12-02T20:26:04.469047] [INFO ] [sig ] ANTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:04.606134] [INFO ] [LOCAL ] Saved forecast: ANTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ANTX.txt [2025-12-02T20:26:04.606270] [INFO ] [sig ] [163/3544] Completed ANTX in 0.3s | 2.96 sym/s | Total: 55.0s | ETA: 19.0m [2025-12-02T20:26:04.606315] [INFO ] [sig ] [164/3544] Forecasting ANVS... [2025-12-02T20:26:04.606343] [INFO ] [sig ] Generating forecast for: ANVS [2025-12-02T20:26:04.606373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-12-02T20:26:04.617378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANVS'. [2025-12-02T20:26:04.617703] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-12-02T20:26:04.618539] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-12-02T20:26:04.618619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:04.618657] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:04.618690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:04.618749] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:04.678775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:04.679535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:04.679634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:04.679669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:04.798141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:04.798296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:04.798336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:04.798363] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:04.801660] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=43.06%) [2025-12-02T20:26:04.801933] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-12-02T20:26:04.802057] [INFO ] [sig ] ANVS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:04.939754] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ANVS.txt [2025-12-02T20:26:04.939892] [INFO ] [sig ] [164/3544] Completed ANVS in 0.3s | 2.96 sym/s | Total: 55.3s | ETA: 19.0m [2025-12-02T20:26:04.939929] [INFO ] [sig ] [165/3544] Forecasting AOD... [2025-12-02T20:26:04.939958] [INFO ] [sig ] Generating forecast for: AOD [2025-12-02T20:26:04.939987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-12-02T20:26:04.951938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOD'. [2025-12-02T20:26:04.952282] [INFO ] [FORECASTER] Starting predict_future for AOD [2025-12-02T20:26:04.953094] [DEBUG] [LOCAL ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt [2025-12-02T20:26:04.953144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:04.953175] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:04.953200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:04.953255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:05.009890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:05.010782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:05.010874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:05.010906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:05.131610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:05.131762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:05.131805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:05.131833] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:05.135195] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=97.45%) [2025-12-02T20:26:05.135469] [INFO ] [FORECASTER] Completed predict_future for AOD [2025-12-02T20:26:05.135641] [INFO ] [sig ] AOD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:05.277144] [INFO ] [LOCAL ] Saved forecast: AOD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AOD.txt [2025-12-02T20:26:05.277307] [INFO ] [sig ] [165/3544] Completed AOD in 0.3s | 2.96 sym/s | Total: 55.7s | ETA: 19.0m [2025-12-02T20:26:05.277352] [INFO ] [sig ] [166/3544] Forecasting AOHY... [2025-12-02T20:26:05.277382] [INFO ] [sig ] Generating forecast for: AOHY [2025-12-02T20:26:05.277413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'. [2025-12-02T20:26:05.289750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOHY'. [2025-12-02T20:26:05.290113] [INFO ] [FORECASTER] Starting predict_future for AOHY [2025-12-02T20:26:05.291058] [DEBUG] [LOCAL ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt [2025-12-02T20:26:05.291109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:05.291142] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:05.291167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:05.291223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:05.349160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:05.350021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:05.350106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:05.350138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:05.470278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:05.470419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:05.470460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:05.470520] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:05.473988] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=8.25%) [2025-12-02T20:26:05.474273] [INFO ] [FORECASTER] Completed predict_future for AOHY [2025-12-02T20:26:05.474408] [INFO ] [sig ] AOHY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:05.613958] [INFO ] [LOCAL ] Saved forecast: AOHY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AOHY.txt [2025-12-02T20:26:05.614081] [INFO ] [sig ] [166/3544] Completed AOHY in 0.3s | 2.96 sym/s | Total: 56.0s | ETA: 19.0m [2025-12-02T20:26:05.614117] [INFO ] [sig ] [167/3544] Forecasting AON... [2025-12-02T20:26:05.614146] [INFO ] [sig ] Generating forecast for: AON [2025-12-02T20:26:05.614175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-12-02T20:26:05.630079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AON'. [2025-12-02T20:26:05.630626] [INFO ] [FORECASTER] Starting predict_future for AON [2025-12-02T20:26:05.631855] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-12-02T20:26:05.631922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:05.631969] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:05.632010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:05.632095] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:05.695036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:05.695908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:05.695995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:05.696027] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:05.820901] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:05.821063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:05.821105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:05.821151] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:05.824550] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=53.42%) [2025-12-02T20:26:05.824839] [INFO ] [FORECASTER] Completed predict_future for AON [2025-12-02T20:26:05.824969] [INFO ] [sig ] AON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:05.967301] [INFO ] [LOCAL ] Saved forecast: AON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AON.txt [2025-12-02T20:26:05.967461] [INFO ] [sig ] [167/3544] Completed AON in 0.4s | 2.96 sym/s | Total: 56.3s | ETA: 19.0m [2025-12-02T20:26:05.967499] [INFO ] [sig ] [168/3544] Forecasting AOS... [2025-12-02T20:26:05.967529] [INFO ] [sig ] Generating forecast for: AOS [2025-12-02T20:26:05.967558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-12-02T20:26:05.978991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOS'. [2025-12-02T20:26:05.979379] [INFO ] [FORECASTER] Starting predict_future for AOS [2025-12-02T20:26:05.980182] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-12-02T20:26:05.980231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:05.980261] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:05.980287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:05.980342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:06.036699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:06.037557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:06.037663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:06.037694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:06.160186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:06.160345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:06.160392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:06.160426] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:06.163763] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=95.65%) [2025-12-02T20:26:06.164045] [INFO ] [FORECASTER] Completed predict_future for AOS [2025-12-02T20:26:06.164177] [INFO ] [sig ] AOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:06.304385] [INFO ] [LOCAL ] Saved forecast: AOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AOS.txt [2025-12-02T20:26:06.304545] [INFO ] [sig ] [168/3544] Completed AOS in 0.3s | 2.96 sym/s | Total: 56.7s | ETA: 19.0m [2025-12-02T20:26:06.304610] [INFO ] [sig ] [169/3544] Forecasting AOSL... [2025-12-02T20:26:06.304643] [INFO ] [sig ] Generating forecast for: AOSL [2025-12-02T20:26:06.304673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'. [2025-12-02T20:26:06.317563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOSL'. [2025-12-02T20:26:06.318015] [INFO ] [FORECASTER] Starting predict_future for AOSL [2025-12-02T20:26:06.318876] [DEBUG] [LOCAL ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt [2025-12-02T20:26:06.318925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:06.318954] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:06.318979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:06.319035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:06.375030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:06.375872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:06.375970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:06.376002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:06.494193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:06.494345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:06.494385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:06.494411] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:06.497774] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=96.43%) [2025-12-02T20:26:06.498094] [INFO ] [FORECASTER] Completed predict_future for AOSL [2025-12-02T20:26:06.498233] [INFO ] [sig ] AOSL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:06.644703] [INFO ] [LOCAL ] Saved forecast: AOSL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AOSL.txt [2025-12-02T20:26:06.644868] [INFO ] [sig ] [169/3544] Completed AOSL in 0.3s | 2.96 sym/s | Total: 57.0s | ETA: 19.0m [2025-12-02T20:26:06.644905] [INFO ] [sig ] [170/3544] Forecasting AP... [2025-12-02T20:26:06.644934] [INFO ] [sig ] Generating forecast for: AP [2025-12-02T20:26:06.644963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-12-02T20:26:06.656201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AP'. [2025-12-02T20:26:06.656607] [INFO ] [FORECASTER] Starting predict_future for AP [2025-12-02T20:26:06.657389] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-12-02T20:26:06.657439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:06.657470] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:06.657496] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:06.657550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:06.714264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:06.715133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:06.715219] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:06.715250] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:06.834424] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:06.834592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:06.834634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:06.834661] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:06.838118] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=10.54%) [2025-12-02T20:26:06.838449] [INFO ] [FORECASTER] Completed predict_future for AP [2025-12-02T20:26:06.838610] [INFO ] [sig ] AP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:06.979416] [INFO ] [LOCAL ] Saved forecast: AP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AP.txt [2025-12-02T20:26:06.979587] [INFO ] [sig ] [170/3544] Completed AP in 0.3s | 2.96 sym/s | Total: 57.4s | ETA: 19.0m [2025-12-02T20:26:06.979629] [INFO ] [sig ] [171/3544] Forecasting APA... [2025-12-02T20:26:06.979659] [INFO ] [sig ] Generating forecast for: APA [2025-12-02T20:26:06.979688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'. [2025-12-02T20:26:06.991259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APA'. [2025-12-02T20:26:06.991646] [INFO ] [FORECASTER] Starting predict_future for APA [2025-12-02T20:26:06.992413] [DEBUG] [LOCAL ] No optimal features file found for APA: ./output/feature-sets/APA.txt [2025-12-02T20:26:06.992462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:06.992492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:06.992527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:06.992613] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:07.048974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:07.049859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:07.049940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:07.049971] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:07.173308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:07.173456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:07.173496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:07.173522] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:07.176893] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=4.06%) [2025-12-02T20:26:07.177190] [INFO ] [FORECASTER] Completed predict_future for APA [2025-12-02T20:26:07.177323] [INFO ] [sig ] APA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:07.319198] [INFO ] [LOCAL ] Saved forecast: APA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APA.txt [2025-12-02T20:26:07.319324] [INFO ] [sig ] [171/3544] Completed APA in 0.3s | 2.96 sym/s | Total: 57.7s | ETA: 19.0m [2025-12-02T20:26:07.319366] [INFO ] [sig ] [172/3544] Forecasting APAM... [2025-12-02T20:26:07.319394] [INFO ] [sig ] Generating forecast for: APAM [2025-12-02T20:26:07.319422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-12-02T20:26:07.330724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APAM'. [2025-12-02T20:26:07.330996] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-12-02T20:26:07.331774] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-12-02T20:26:07.331823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:07.331853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:07.331878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:07.331932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:07.387632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:07.388310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:07.388403] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:07.388442] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:07.506616] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:07.506759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:07.506798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:07.506824] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:07.510165] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=17.85%) [2025-12-02T20:26:07.510434] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-12-02T20:26:07.510559] [INFO ] [sig ] APAM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:07.648308] [INFO ] [LOCAL ] Saved forecast: APAM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APAM.txt [2025-12-02T20:26:07.648425] [INFO ] [sig ] [172/3544] Completed APAM in 0.3s | 2.96 sym/s | Total: 58.0s | ETA: 19.0m [2025-12-02T20:26:07.648462] [INFO ] [sig ] [173/3544] Forecasting APD... [2025-12-02T20:26:07.648490] [INFO ] [sig ] Generating forecast for: APD [2025-12-02T20:26:07.648518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-12-02T20:26:07.659747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APD'. [2025-12-02T20:26:07.660017] [INFO ] [FORECASTER] Starting predict_future for APD [2025-12-02T20:26:07.660798] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-12-02T20:26:07.660847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:07.660876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:07.660902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:07.660957] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:07.716447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:07.717046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:07.717146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:07.717177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:07.840057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:07.840211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:07.840254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:07.840282] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:07.843799] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=41.10%) [2025-12-02T20:26:07.844082] [INFO ] [FORECASTER] Completed predict_future for APD [2025-12-02T20:26:07.844216] [INFO ] [sig ] APD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:07.984452] [INFO ] [LOCAL ] Saved forecast: APD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APD.txt [2025-12-02T20:26:07.984599] [INFO ] [sig ] [173/3544] Completed APD in 0.3s | 2.96 sym/s | Total: 58.4s | ETA: 19.0m [2025-12-02T20:26:07.984639] [INFO ] [sig ] [174/3544] Forecasting APG... [2025-12-02T20:26:07.984668] [INFO ] [sig ] Generating forecast for: APG [2025-12-02T20:26:07.984697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-12-02T20:26:07.996385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APG'. [2025-12-02T20:26:07.996684] [INFO ] [FORECASTER] Starting predict_future for APG [2025-12-02T20:26:07.997440] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-12-02T20:26:07.997490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:07.997520] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:07.997546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:07.997623] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:08.052920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:08.053524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:08.053616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:08.053650] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:08.175041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:08.175183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:08.175222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:08.175249] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:08.178687] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=22.35%) [2025-12-02T20:26:08.178955] [INFO ] [FORECASTER] Completed predict_future for APG [2025-12-02T20:26:08.179082] [INFO ] [sig ] APG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:08.321139] [INFO ] [LOCAL ] Saved forecast: APG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APG.txt [2025-12-02T20:26:08.321268] [INFO ] [sig ] [174/3544] Completed APG in 0.3s | 2.96 sym/s | Total: 58.7s | ETA: 18.9m [2025-12-02T20:26:08.321305] [INFO ] [sig ] [175/3544] Forecasting APGE... [2025-12-02T20:26:08.321339] [INFO ] [sig ] Generating forecast for: APGE [2025-12-02T20:26:08.321380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'. [2025-12-02T20:26:08.332759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APGE'. [2025-12-02T20:26:08.333026] [INFO ] [FORECASTER] Starting predict_future for APGE [2025-12-02T20:26:08.333818] [DEBUG] [LOCAL ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt [2025-12-02T20:26:08.333866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:08.333895] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:08.333919] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:08.333972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:08.389232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:08.389879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:08.389956] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:08.389986] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:08.512237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:08.512394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:08.512440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:08.512474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:08.515813] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=8.43%) [2025-12-02T20:26:08.516074] [INFO ] [FORECASTER] Completed predict_future for APGE [2025-12-02T20:26:08.516196] [INFO ] [sig ] APGE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:08.659379] [INFO ] [LOCAL ] Saved forecast: APGE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APGE.txt [2025-12-02T20:26:08.659536] [INFO ] [sig ] [175/3544] Completed APGE in 0.3s | 2.96 sym/s | Total: 59.0s | ETA: 18.9m [2025-12-02T20:26:08.659589] [INFO ] [sig ] [176/3544] Forecasting APH... [2025-12-02T20:26:08.659620] [INFO ] [sig ] Generating forecast for: APH [2025-12-02T20:26:08.659650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-12-02T20:26:08.671087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APH'. [2025-12-02T20:26:08.671351] [INFO ] [FORECASTER] Starting predict_future for APH [2025-12-02T20:26:08.672120] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-12-02T20:26:08.672169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:08.672200] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:08.672225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:08.672280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:08.728143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:08.728957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:08.729035] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:08.729065] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:08.851890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:08.852037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:08.852076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:08.852103] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:08.855421] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=5.28%) [2025-12-02T20:26:08.855706] [INFO ] [FORECASTER] Completed predict_future for APH [2025-12-02T20:26:08.855829] [INFO ] [sig ] APH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:08.997414] [INFO ] [LOCAL ] Saved forecast: APH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APH.txt [2025-12-02T20:26:08.997619] [INFO ] [sig ] [176/3544] Completed APH in 0.3s | 2.96 sym/s | Total: 59.4s | ETA: 18.9m [2025-12-02T20:26:08.997662] [INFO ] [sig ] [177/3544] Forecasting API... [2025-12-02T20:26:08.997692] [INFO ] [sig ] Generating forecast for: API [2025-12-02T20:26:08.997722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'. [2025-12-02T20:26:09.009318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'API'. [2025-12-02T20:26:09.009665] [INFO ] [FORECASTER] Starting predict_future for API [2025-12-02T20:26:09.010425] [DEBUG] [LOCAL ] No optimal features file found for API: ./output/feature-sets/API.txt [2025-12-02T20:26:09.010474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:09.010504] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:09.010529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:09.010600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:09.066828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:09.067528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:09.067628] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:09.067663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:09.187932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:09.188085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:09.188128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:09.188157] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:09.191500] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=26.21%) [2025-12-02T20:26:09.191786] [INFO ] [FORECASTER] Completed predict_future for API [2025-12-02T20:26:09.191913] [INFO ] [sig ] API: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:09.334310] [INFO ] [LOCAL ] Saved forecast: API 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/API.txt [2025-12-02T20:26:09.334441] [INFO ] [sig ] [177/3544] Completed API in 0.3s | 2.96 sym/s | Total: 59.7s | ETA: 18.9m [2025-12-02T20:26:09.334479] [INFO ] [sig ] [178/3544] Forecasting APLD... [2025-12-02T20:26:09.334507] [INFO ] [sig ] Generating forecast for: APLD [2025-12-02T20:26:09.334536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'. [2025-12-02T20:26:09.346043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLD'. [2025-12-02T20:26:09.346331] [INFO ] [FORECASTER] Starting predict_future for APLD [2025-12-02T20:26:09.347116] [DEBUG] [LOCAL ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt [2025-12-02T20:26:09.347165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:09.347195] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:09.347220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:09.347275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:09.405726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:09.406522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:09.406620] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:09.406655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:09.524620] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:09.524764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:09.524804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:09.524831] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:09.528184] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=82.02%) [2025-12-02T20:26:09.528453] [INFO ] [FORECASTER] Completed predict_future for APLD [2025-12-02T20:26:09.528597] [INFO ] [sig ] APLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:09.665924] [INFO ] [LOCAL ] Saved forecast: APLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/APLD.txt [2025-12-02T20:26:09.666055] [INFO ] [sig ] [178/3544] Completed APLD in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:09.666093] [INFO ] [sig ] [179/3544] Forecasting APLE... [2025-12-02T20:26:09.666121] [INFO ] [sig ] Generating forecast for: APLE [2025-12-02T20:26:09.666152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-12-02T20:26:09.677172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLE'. [2025-12-02T20:26:09.677461] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-12-02T20:26:09.678301] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-12-02T20:26:09.678351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:09.678382] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:09.678406] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:09.678461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:09.735866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:09.736664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:09.736744] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:09.736776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:09.851264] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:09.851416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:09.851457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:09.851487] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:09.854946] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=53.73%) [2025-12-02T20:26:09.855216] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-12-02T20:26:09.855342] [INFO ] [sig ] APLE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:09.997906] [INFO ] [LOCAL ] Saved forecast: APLE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/APLE.txt [2025-12-02T20:26:09.998066] [INFO ] [sig ] [179/3544] Completed APLE in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:09.998105] [INFO ] [sig ] [180/3544] Forecasting APM... [2025-12-02T20:26:09.998133] [INFO ] [sig ] Generating forecast for: APM [2025-12-02T20:26:09.998161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'. [2025-12-02T20:26:10.009462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APM'. [2025-12-02T20:26:10.009853] [INFO ] [FORECASTER] Starting predict_future for APM [2025-12-02T20:26:10.010664] [DEBUG] [LOCAL ] No optimal features file found for APM: ./output/feature-sets/APM.txt [2025-12-02T20:26:10.010714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:10.010772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:10.010798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:10.010856] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:10.067958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:10.068860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:10.068946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:10.068977] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:10.183797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:10.183973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:10.184016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:10.184044] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:10.187852] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=36.65%) [2025-12-02T20:26:10.188247] [INFO ] [FORECASTER] Completed predict_future for APM [2025-12-02T20:26:10.188393] [INFO ] [sig ] APM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:10.330100] [INFO ] [LOCAL ] Saved forecast: APM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APM.txt [2025-12-02T20:26:10.330225] [INFO ] [sig ] [180/3544] Completed APM in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:10.330262] [INFO ] [sig ] [181/3544] Forecasting APO... [2025-12-02T20:26:10.330290] [INFO ] [sig ] Generating forecast for: APO [2025-12-02T20:26:10.330319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-12-02T20:26:10.342046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APO'. [2025-12-02T20:26:10.342363] [INFO ] [FORECASTER] Starting predict_future for APO [2025-12-02T20:26:10.343218] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-12-02T20:26:10.343269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:10.343300] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:10.343326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:10.343381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:10.400166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:10.400799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:10.400876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:10.400907] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:10.525807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:10.525955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:10.525996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:10.526025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:10.530016] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=65.03%) [2025-12-02T20:26:10.530301] [INFO ] [FORECASTER] Completed predict_future for APO [2025-12-02T20:26:10.530430] [INFO ] [sig ] APO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:10.674611] [INFO ] [LOCAL ] Saved forecast: APO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/APO.txt [2025-12-02T20:26:10.674764] [INFO ] [sig ] [181/3544] Completed APO in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:10.674803] [INFO ] [sig ] [182/3544] Forecasting APOG... [2025-12-02T20:26:10.674832] [INFO ] [sig ] Generating forecast for: APOG [2025-12-02T20:26:10.674862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'. [2025-12-02T20:26:10.691136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOG'. [2025-12-02T20:26:10.691463] [INFO ] [FORECASTER] Starting predict_future for APOG [2025-12-02T20:26:10.692273] [DEBUG] [LOCAL ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt [2025-12-02T20:26:10.692323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:10.692354] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:10.692380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:10.692435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:10.749600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:10.750223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:10.750300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:10.750330] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:10.871471] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:10.871640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:10.871687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:10.871734] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:10.875038] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=74.51%) [2025-12-02T20:26:10.875300] [INFO ] [FORECASTER] Completed predict_future for APOG [2025-12-02T20:26:10.875423] [INFO ] [sig ] APOG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:11.018587] [INFO ] [LOCAL ] Saved forecast: APOG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/APOG.txt [2025-12-02T20:26:11.018714] [INFO ] [sig ] [182/3544] Completed APOG in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:11.018751] [INFO ] [sig ] [183/3544] Forecasting APOS... [2025-12-02T20:26:11.018779] [INFO ] [sig ] Generating forecast for: APOS [2025-12-02T20:26:11.018819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-12-02T20:26:11.030835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOS'. [2025-12-02T20:26:11.031239] [INFO ] [FORECASTER] Starting predict_future for APOS [2025-12-02T20:26:11.032078] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-12-02T20:26:11.032139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:11.032173] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:11.032199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:11.032255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:11.088064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:11.088993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:11.089080] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:11.089112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:11.208948] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:11.209101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:11.209140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:11.209204] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:11.212648] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=51.51%) [2025-12-02T20:26:11.212943] [INFO ] [FORECASTER] Completed predict_future for APOS [2025-12-02T20:26:11.213075] [INFO ] [sig ] APOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:11.351990] [INFO ] [LOCAL ] Saved forecast: APOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/APOS.txt [2025-12-02T20:26:11.352148] [INFO ] [sig ] [183/3544] Completed APOS in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:11.352186] [INFO ] [sig ] [184/3544] Forecasting APP... [2025-12-02T20:26:11.352215] [INFO ] [sig ] Generating forecast for: APP [2025-12-02T20:26:11.352245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'. [2025-12-02T20:26:11.365099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APP'. [2025-12-02T20:26:11.365427] [INFO ] [FORECASTER] Starting predict_future for APP [2025-12-02T20:26:11.366253] [DEBUG] [LOCAL ] No optimal features file found for APP: ./output/feature-sets/APP.txt [2025-12-02T20:26:11.366305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:11.366349] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:11.366377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:11.366435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:11.424022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:11.424775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:11.424856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:11.424888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:11.542327] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:11.542487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:11.542537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:11.542594] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:11.546050] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=6.19%) [2025-12-02T20:26:11.546322] [INFO ] [FORECASTER] Completed predict_future for APP [2025-12-02T20:26:11.546460] [INFO ] [sig ] APP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:11.688336] [INFO ] [LOCAL ] Saved forecast: APP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APP.txt [2025-12-02T20:26:11.688486] [INFO ] [sig ] [184/3544] Completed APP in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:11.688531] [INFO ] [sig ] [185/3544] Forecasting APPF... [2025-12-02T20:26:11.688565] [INFO ] [sig ] Generating forecast for: APPF [2025-12-02T20:26:11.688624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'. [2025-12-02T20:26:11.700787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPF'. [2025-12-02T20:26:11.701114] [INFO ] [FORECASTER] Starting predict_future for APPF [2025-12-02T20:26:11.702041] [DEBUG] [LOCAL ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt [2025-12-02T20:26:11.702100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:11.702137] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:11.702172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:11.702249] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:11.772392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:11.773299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:11.773385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:11.773417] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:11.893368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:11.893523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:11.893587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:11.893620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:11.897132] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=5.11%) [2025-12-02T20:26:11.897424] [INFO ] [FORECASTER] Completed predict_future for APPF [2025-12-02T20:26:11.897569] [INFO ] [sig ] APPF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:12.045764] [INFO ] [LOCAL ] Saved forecast: APPF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APPF.txt [2025-12-02T20:26:12.045919] [INFO ] [sig ] [185/3544] Completed APPF in 0.4s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:12.045958] [INFO ] [sig ] [186/3544] Forecasting APPN... [2025-12-02T20:26:12.045986] [INFO ] [sig ] Generating forecast for: APPN [2025-12-02T20:26:12.046016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'. [2025-12-02T20:26:12.058093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPN'. [2025-12-02T20:26:12.058429] [INFO ] [FORECASTER] Starting predict_future for APPN [2025-12-02T20:26:12.059234] [DEBUG] [LOCAL ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt [2025-12-02T20:26:12.059283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:12.059312] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:12.059337] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:12.059390] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:12.115178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:12.115842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:12.115920] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:12.115949] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:12.233229] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:12.233380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:12.233420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:12.233446] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:12.236755] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=21.76%) [2025-12-02T20:26:12.237027] [INFO ] [FORECASTER] Completed predict_future for APPN [2025-12-02T20:26:12.237153] [INFO ] [sig ] APPN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:12.377615] [INFO ] [LOCAL ] Saved forecast: APPN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APPN.txt [2025-12-02T20:26:12.377781] [INFO ] [sig ] [186/3544] Completed APPN in 0.3s | 2.96 sym/s | Total: 1.0m | ETA: 18.9m [2025-12-02T20:26:12.377818] [INFO ] [sig ] [187/3544] Forecasting APPS... [2025-12-02T20:26:12.377846] [INFO ] [sig ] Generating forecast for: APPS [2025-12-02T20:26:12.377896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'. [2025-12-02T20:26:12.388914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPS'. [2025-12-02T20:26:12.389282] [INFO ] [FORECASTER] Starting predict_future for APPS [2025-12-02T20:26:12.390080] [DEBUG] [LOCAL ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt [2025-12-02T20:26:12.390131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:12.390160] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:12.390186] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:12.390241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:12.447317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:12.448204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:12.448285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:12.448316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:12.616499] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:12.616660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:12.616701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:12.616728] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:12.620057] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=10.83%) [2025-12-02T20:26:12.620326] [INFO ] [FORECASTER] Completed predict_future for APPS [2025-12-02T20:26:12.620450] [INFO ] [sig ] APPS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:12.761363] [INFO ] [LOCAL ] Saved forecast: APPS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APPS.txt [2025-12-02T20:26:12.761525] [INFO ] [sig ] [187/3544] Completed APPS in 0.4s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:12.761595] [INFO ] [sig ] [188/3544] Forecasting APRE... [2025-12-02T20:26:12.761628] [INFO ] [sig ] Generating forecast for: APRE [2025-12-02T20:26:12.761659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'. [2025-12-02T20:26:12.773326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APRE'. [2025-12-02T20:26:12.773691] [INFO ] [FORECASTER] Starting predict_future for APRE [2025-12-02T20:26:12.774505] [DEBUG] [LOCAL ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt [2025-12-02T20:26:12.774556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:12.774605] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:12.774632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:12.774688] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:12.832256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:12.833150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:12.833241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:12.833274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:12.949835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:12.949996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:12.950039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:12.950068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:12.953775] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: DOWN (p=9.77%) [2025-12-02T20:26:12.954056] [INFO ] [FORECASTER] Completed predict_future for APRE [2025-12-02T20:26:12.954183] [INFO ] [sig ] APRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:13.096149] [INFO ] [LOCAL ] Saved forecast: APRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APRE.txt [2025-12-02T20:26:13.096287] [INFO ] [sig ] [188/3544] Completed APRE in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:13.096326] [INFO ] [sig ] [189/3544] Forecasting APVO... [2025-12-02T20:26:13.096354] [INFO ] [sig ] Generating forecast for: APVO [2025-12-02T20:26:13.096386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'. [2025-12-02T20:26:13.108304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APVO'. [2025-12-02T20:26:13.108647] [INFO ] [FORECASTER] Starting predict_future for APVO [2025-12-02T20:26:13.109476] [DEBUG] [LOCAL ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt [2025-12-02T20:26:13.109538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:13.109601] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:13.109638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:13.109715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:13.168328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:13.169106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:13.169187] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:13.169221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:13.287342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:13.287519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:13.287593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:13.287631] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:13.291259] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=37.87%) [2025-12-02T20:26:13.291543] [INFO ] [FORECASTER] Completed predict_future for APVO [2025-12-02T20:26:13.291716] [INFO ] [sig ] APVO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:13.436656] [INFO ] [LOCAL ] Saved forecast: APVO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/APVO.txt [2025-12-02T20:26:13.436808] [INFO ] [sig ] [189/3544] Completed APVO in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:13.436847] [INFO ] [sig ] [190/3544] Forecasting AQMS... [2025-12-02T20:26:13.436874] [INFO ] [sig ] Generating forecast for: AQMS [2025-12-02T20:26:13.436922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'. [2025-12-02T20:26:13.448286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQMS'. [2025-12-02T20:26:13.448672] [INFO ] [FORECASTER] Starting predict_future for AQMS [2025-12-02T20:26:13.449455] [DEBUG] [LOCAL ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt [2025-12-02T20:26:13.449505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:13.449535] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:13.449561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:13.449635] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:13.505373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:13.506111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:13.506220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:13.506252] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:13.622595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:13.622750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:13.622791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:13.622821] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:13.626289] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=42.82%) [2025-12-02T20:26:13.626624] [INFO ] [FORECASTER] Completed predict_future for AQMS [2025-12-02T20:26:13.626757] [INFO ] [sig ] AQMS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:13.771332] [INFO ] [LOCAL ] Saved forecast: AQMS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AQMS.txt [2025-12-02T20:26:13.771475] [INFO ] [sig ] [190/3544] Completed AQMS in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:13.771515] [INFO ] [sig ] [191/3544] Forecasting AQN... [2025-12-02T20:26:13.771545] [INFO ] [sig ] Generating forecast for: AQN [2025-12-02T20:26:13.771595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-12-02T20:26:13.783373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQN'. [2025-12-02T20:26:13.783784] [INFO ] [FORECASTER] Starting predict_future for AQN [2025-12-02T20:26:13.784588] [DEBUG] [LOCAL ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt [2025-12-02T20:26:13.784640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:13.784673] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:13.784700] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:13.784758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:13.843847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:13.844665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:13.844746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:13.844780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:13.968956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:13.969109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:13.969176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:13.969208] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:13.972917] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=4.21%) [2025-12-02T20:26:13.973205] [INFO ] [FORECASTER] Completed predict_future for AQN [2025-12-02T20:26:13.973333] [INFO ] [sig ] AQN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:14.115895] [INFO ] [LOCAL ] Saved forecast: AQN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AQN.txt [2025-12-02T20:26:14.116044] [INFO ] [sig ] [191/3544] Completed AQN in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:14.116087] [INFO ] [sig ] [192/3544] Forecasting AQNB... [2025-12-02T20:26:14.116117] [INFO ] [sig ] Generating forecast for: AQNB [2025-12-02T20:26:14.116147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-12-02T20:26:14.127220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQNB'. [2025-12-02T20:26:14.127547] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-12-02T20:26:14.128386] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-12-02T20:26:14.128438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:14.128470] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:14.128495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:14.128557] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:14.188015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:14.188842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:14.188926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:14.188959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:14.306544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:14.306717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:14.306758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:14.306788] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:14.310207] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=10.10%) [2025-12-02T20:26:14.310507] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-12-02T20:26:14.310661] [INFO ] [sig ] AQNB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:14.452727] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AQNB.txt [2025-12-02T20:26:14.452876] [INFO ] [sig ] [192/3544] Completed AQNB in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:14.452916] [INFO ] [sig ] [193/3544] Forecasting ARBE... [2025-12-02T20:26:14.452946] [INFO ] [sig ] Generating forecast for: ARBE [2025-12-02T20:26:14.452978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'. [2025-12-02T20:26:14.465134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBE'. [2025-12-02T20:26:14.465434] [INFO ] [FORECASTER] Starting predict_future for ARBE [2025-12-02T20:26:14.466257] [DEBUG] [LOCAL ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt [2025-12-02T20:26:14.466308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:14.466339] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:14.466366] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:14.466434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:14.528324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:14.529176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:14.529270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:14.529308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:14.659243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:14.659400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:14.659443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:14.659472] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:14.662938] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=9.81%) [2025-12-02T20:26:14.663222] [INFO ] [FORECASTER] Completed predict_future for ARBE [2025-12-02T20:26:14.663364] [INFO ] [sig ] ARBE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:14.807713] [INFO ] [LOCAL ] Saved forecast: ARBE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARBE.txt [2025-12-02T20:26:14.807915] [INFO ] [sig ] [193/3544] Completed ARBE in 0.4s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:14.807957] [INFO ] [sig ] [194/3544] Forecasting ARCB... [2025-12-02T20:26:14.807986] [INFO ] [sig ] Generating forecast for: ARCB [2025-12-02T20:26:14.808014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'. [2025-12-02T20:26:14.819566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCB'. [2025-12-02T20:26:14.819886] [INFO ] [FORECASTER] Starting predict_future for ARCB [2025-12-02T20:26:14.820683] [DEBUG] [LOCAL ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt [2025-12-02T20:26:14.820732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:14.820763] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:14.820788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:14.820843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:14.876997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:14.877774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:14.877879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:14.877915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:14.999700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:14.999845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:14.999887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:14.999913] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:15.003565] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-12-02T20:26:15.003846] [INFO ] [FORECASTER] Completed predict_future for ARCB [2025-12-02T20:26:15.003971] [INFO ] [sig ] ARCB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:15.144429] [INFO ] [LOCAL ] Saved forecast: ARCB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARCB.txt [2025-12-02T20:26:15.144559] [INFO ] [sig ] [194/3544] Completed ARCB in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:15.144620] [INFO ] [sig ] [195/3544] Forecasting ARCC... [2025-12-02T20:26:15.144650] [INFO ] [sig ] Generating forecast for: ARCC [2025-12-02T20:26:15.144679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'. [2025-12-02T20:26:15.155306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCC'. [2025-12-02T20:26:15.155595] [INFO ] [FORECASTER] Starting predict_future for ARCC [2025-12-02T20:26:15.156348] [DEBUG] [LOCAL ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt [2025-12-02T20:26:15.156397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:15.156437] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:15.156464] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:15.156525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:15.216720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:15.217519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:15.217621] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:15.217656] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:15.335784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:15.335935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:15.335977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:15.336006] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:15.339488] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=95.34%) [2025-12-02T20:26:15.339788] [INFO ] [FORECASTER] Completed predict_future for ARCC [2025-12-02T20:26:15.339913] [INFO ] [sig ] ARCC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:15.475338] [INFO ] [LOCAL ] Saved forecast: ARCC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARCC.txt [2025-12-02T20:26:15.475466] [INFO ] [sig ] [195/3544] Completed ARCC in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.9m [2025-12-02T20:26:15.475503] [INFO ] [sig ] [196/3544] Forecasting ARCO... [2025-12-02T20:26:15.475532] [INFO ] [sig ] Generating forecast for: ARCO [2025-12-02T20:26:15.475560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-12-02T20:26:15.486879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCO'. [2025-12-02T20:26:15.487152] [INFO ] [FORECASTER] Starting predict_future for ARCO [2025-12-02T20:26:15.488012] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-12-02T20:26:15.488062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:15.488095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:15.488121] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:15.488177] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:15.543994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:15.544767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:15.544846] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:15.544877] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:15.656948] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:15.657087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:15.657126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:15.657153] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:15.660445] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=31.91%) [2025-12-02T20:26:15.660727] [INFO ] [FORECASTER] Completed predict_future for ARCO [2025-12-02T20:26:15.660852] [INFO ] [sig ] ARCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:15.796630] [INFO ] [LOCAL ] Saved forecast: ARCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARCO.txt [2025-12-02T20:26:15.796756] [INFO ] [sig ] [196/3544] Completed ARCO in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:15.796793] [INFO ] [sig ] [197/3544] Forecasting ARDC... [2025-12-02T20:26:15.796820] [INFO ] [sig ] Generating forecast for: ARDC [2025-12-02T20:26:15.796850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-12-02T20:26:15.809347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDC'. [2025-12-02T20:26:15.809737] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-12-02T20:26:15.810534] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-12-02T20:26:15.810603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:15.810663] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:15.810691] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:15.810746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:15.867021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:15.867796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:15.867899] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:15.867933] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:15.982828] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:15.982993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:15.983035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:15.983063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:15.986415] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=98.82%) [2025-12-02T20:26:15.986703] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-12-02T20:26:15.986830] [INFO ] [sig ] ARDC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:16.122421] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARDC.txt [2025-12-02T20:26:16.122592] [INFO ] [sig ] [197/3544] Completed ARDC in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:16.122632] [INFO ] [sig ] [198/3544] Forecasting ARE... [2025-12-02T20:26:16.122661] [INFO ] [sig ] Generating forecast for: ARE [2025-12-02T20:26:16.122689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-12-02T20:26:16.134173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARE'. [2025-12-02T20:26:16.134514] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-12-02T20:26:16.135332] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-12-02T20:26:16.135383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:16.135414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:16.135439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:16.135503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:16.192739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:16.193503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:16.193603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:16.193637] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:16.316170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:16.316318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:16.316360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:16.316389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:16.319804] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=13.81%) [2025-12-02T20:26:16.320099] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-12-02T20:26:16.320230] [INFO ] [sig ] ARE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:16.457991] [INFO ] [LOCAL ] Saved forecast: ARE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARE.txt [2025-12-02T20:26:16.458121] [INFO ] [sig ] [198/3544] Completed ARE in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:16.458157] [INFO ] [sig ] [199/3544] Forecasting AREC... [2025-12-02T20:26:16.458190] [INFO ] [sig ] Generating forecast for: AREC [2025-12-02T20:26:16.458220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'. [2025-12-02T20:26:16.469390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AREC'. [2025-12-02T20:26:16.469723] [INFO ] [FORECASTER] Starting predict_future for AREC [2025-12-02T20:26:16.470497] [DEBUG] [LOCAL ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt [2025-12-02T20:26:16.470546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:16.470597] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:16.470626] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:16.470681] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:16.527786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:16.528628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:16.528711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:16.528744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:16.651813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:16.651965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:16.652007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:16.652033] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:16.655422] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=29.70%) [2025-12-02T20:26:16.655714] [INFO ] [FORECASTER] Completed predict_future for AREC [2025-12-02T20:26:16.655838] [INFO ] [sig ] AREC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:16.793156] [INFO ] [LOCAL ] Saved forecast: AREC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AREC.txt [2025-12-02T20:26:16.793299] [INFO ] [sig ] [199/3544] Completed AREC in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:16.793337] [INFO ] [sig ] [200/3544] Forecasting ARES... [2025-12-02T20:26:16.793364] [INFO ] [sig ] Generating forecast for: ARES [2025-12-02T20:26:16.793394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'. [2025-12-02T20:26:16.804825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARES'. [2025-12-02T20:26:16.805173] [INFO ] [FORECASTER] Starting predict_future for ARES [2025-12-02T20:26:16.805982] [DEBUG] [LOCAL ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt [2025-12-02T20:26:16.806032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:16.806063] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:16.806088] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:16.806143] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:16.862217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:16.863083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:16.863169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:16.863201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:16.986731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:16.986887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:16.986936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:16.986995] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:16.990423] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=68.81%) [2025-12-02T20:26:16.990722] [INFO ] [FORECASTER] Completed predict_future for ARES [2025-12-02T20:26:16.990851] [INFO ] [sig ] ARES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:17.126266] [INFO ] [LOCAL ] Saved forecast: ARES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARES.txt [2025-12-02T20:26:17.126391] [INFO ] [sig ] [200/3544] Completed ARES in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:17.126428] [INFO ] [sig ] [201/3544] Forecasting ARGX... [2025-12-02T20:26:17.126456] [INFO ] [sig ] Generating forecast for: ARGX [2025-12-02T20:26:17.126485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'. [2025-12-02T20:26:17.137794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARGX'. [2025-12-02T20:26:17.138096] [INFO ] [FORECASTER] Starting predict_future for ARGX [2025-12-02T20:26:17.138897] [DEBUG] [LOCAL ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt [2025-12-02T20:26:17.138946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:17.138977] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:17.139003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:17.139057] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:17.194763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:17.195400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:17.195475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:17.195506] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:17.317381] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:17.317531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:17.317586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:17.317616] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:17.320972] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=7.12%) [2025-12-02T20:26:17.321256] [INFO ] [FORECASTER] Completed predict_future for ARGX [2025-12-02T20:26:17.321384] [INFO ] [sig ] ARGX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:17.457216] [INFO ] [LOCAL ] Saved forecast: ARGX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARGX.txt [2025-12-02T20:26:17.457336] [INFO ] [sig ] [201/3544] Completed ARGX in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:17.457373] [INFO ] [sig ] [202/3544] Forecasting ARHS... [2025-12-02T20:26:17.457401] [INFO ] [sig ] Generating forecast for: ARHS [2025-12-02T20:26:17.457429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'. [2025-12-02T20:26:17.468910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARHS'. [2025-12-02T20:26:17.469232] [INFO ] [FORECASTER] Starting predict_future for ARHS [2025-12-02T20:26:17.470081] [DEBUG] [LOCAL ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt [2025-12-02T20:26:17.470131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:17.470161] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:17.470187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:17.470242] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:17.525832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:17.526482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:17.526559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:17.526611] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:17.648534] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:17.648698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:17.648737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:17.648781] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:17.652038] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=42.07%) [2025-12-02T20:26:17.652302] [INFO ] [FORECASTER] Completed predict_future for ARHS [2025-12-02T20:26:17.652422] [INFO ] [sig ] ARHS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:17.787662] [INFO ] [LOCAL ] Saved forecast: ARHS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARHS.txt [2025-12-02T20:26:17.787792] [INFO ] [sig ] [202/3544] Completed ARHS in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:17.787829] [INFO ] [sig ] [203/3544] Forecasting ARI... [2025-12-02T20:26:17.787869] [INFO ] [sig ] Generating forecast for: ARI [2025-12-02T20:26:17.787900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-12-02T20:26:17.799003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARI'. [2025-12-02T20:26:17.799274] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-12-02T20:26:17.800059] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-12-02T20:26:17.800108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:17.800139] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:17.800165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:17.800219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:17.855055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:17.855701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:17.855778] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:17.855809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:17.975919] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:17.976062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:17.976101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:17.976129] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:17.979394] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=64.85%) [2025-12-02T20:26:17.979687] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-12-02T20:26:17.979813] [INFO ] [sig ] ARI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:18.116249] [INFO ] [LOCAL ] Saved forecast: ARI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARI.txt [2025-12-02T20:26:18.116372] [INFO ] [sig ] [203/3544] Completed ARI in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:18.116409] [INFO ] [sig ] [204/3544] Forecasting ARKO... [2025-12-02T20:26:18.116438] [INFO ] [sig ] Generating forecast for: ARKO [2025-12-02T20:26:18.116466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'. [2025-12-02T20:26:18.127607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARKO'. [2025-12-02T20:26:18.127897] [INFO ] [FORECASTER] Starting predict_future for ARKO [2025-12-02T20:26:18.128684] [DEBUG] [LOCAL ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt [2025-12-02T20:26:18.128733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:18.128764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:18.128789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:18.128843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:18.187654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:18.188623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:18.188713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:18.188762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:18.309394] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:18.309547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:18.309606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:18.309635] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:18.313005] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=98.51%) [2025-12-02T20:26:18.313316] [INFO ] [FORECASTER] Completed predict_future for ARKO [2025-12-02T20:26:18.313453] [INFO ] [sig ] ARKO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:18.452609] [INFO ] [LOCAL ] Saved forecast: ARKO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARKO.txt [2025-12-02T20:26:18.452762] [INFO ] [sig ] [204/3544] Completed ARKO in 0.3s | 2.96 sym/s | Total: 1.1m | ETA: 18.8m [2025-12-02T20:26:18.452800] [INFO ] [sig ] [205/3544] Forecasting ARLO... [2025-12-02T20:26:18.452828] [INFO ] [sig ] Generating forecast for: ARLO [2025-12-02T20:26:18.452858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-12-02T20:26:18.463954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLO'. [2025-12-02T20:26:18.464248] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-12-02T20:26:18.465034] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-12-02T20:26:18.465083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:18.465113] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:18.465138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:18.465193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:18.521766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:18.522368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:18.522445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:18.522475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:18.641300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:18.641450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:18.641488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:18.641521] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:18.644848] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=96.47%) [2025-12-02T20:26:18.645119] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-12-02T20:26:18.645245] [INFO ] [sig ] ARLO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:18.781843] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARLO.txt [2025-12-02T20:26:18.781971] [INFO ] [sig ] [205/3544] Completed ARLO in 0.3s | 2.96 sym/s | Total: 1.2m | ETA: 18.8m [2025-12-02T20:26:18.782008] [INFO ] [sig ] [206/3544] Forecasting ARLP... [2025-12-02T20:26:18.782037] [INFO ] [sig ] Generating forecast for: ARLP [2025-12-02T20:26:18.782067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'. [2025-12-02T20:26:18.793094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLP'. [2025-12-02T20:26:18.793357] [INFO ] [FORECASTER] Starting predict_future for ARLP [2025-12-02T20:26:18.794143] [DEBUG] [LOCAL ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt [2025-12-02T20:26:18.794193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:18.794224] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:18.794261] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:18.794318] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:18.850560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:18.851178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:18.851254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:18.851284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:18.967451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:18.967606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:18.967649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:18.967680] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:18.970966] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=94.78%) [2025-12-02T20:26:18.971228] [INFO ] [FORECASTER] Completed predict_future for ARLP [2025-12-02T20:26:18.971347] [INFO ] [sig ] ARLP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:19.108282] [INFO ] [LOCAL ] Saved forecast: ARLP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARLP.txt [2025-12-02T20:26:19.108403] [INFO ] [sig ] [206/3544] Completed ARLP in 0.3s | 2.96 sym/s | Total: 1.2m | ETA: 18.8m [2025-12-02T20:26:19.108440] [INFO ] [sig ] [207/3544] Forecasting ARM... [2025-12-02T20:26:19.108469] [INFO ] [sig ] Generating forecast for: ARM [2025-12-02T20:26:19.108498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'. [2025-12-02T20:26:19.119955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARM'. [2025-12-02T20:26:19.120239] [INFO ] [FORECASTER] Starting predict_future for ARM [2025-12-02T20:26:19.121040] [DEBUG] [LOCAL ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt [2025-12-02T20:26:19.121089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:19.121120] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:19.121145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:19.121200] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:19.176968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:19.177550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:19.177669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:19.177701] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:19.297111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:19.297241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:19.297280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:19.297308] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:19.300543] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=92.78%) [2025-12-02T20:26:19.300824] [INFO ] [FORECASTER] Completed predict_future for ARM [2025-12-02T20:26:19.300947] [INFO ] [sig ] ARM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:19.438016] [INFO ] [LOCAL ] Saved forecast: ARM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARM.txt [2025-12-02T20:26:19.438193] [INFO ] [sig ] [207/3544] Completed ARM in 0.3s | 2.96 sym/s | Total: 1.2m | ETA: 18.8m [2025-12-02T20:26:19.438232] [INFO ] [sig ] [208/3544] Forecasting ARMK... [2025-12-02T20:26:19.438262] [INFO ] [sig ] Generating forecast for: ARMK [2025-12-02T20:26:19.438290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-12-02T20:26:19.449780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARMK'. [2025-12-02T20:26:19.450102] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-12-02T20:26:19.450945] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-12-02T20:26:19.450994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:19.451024] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:19.451048] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:19.451102] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:19.506434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:19.507172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:19.507253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:19.507284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:19.629834] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:19.629990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:19.630031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:19.630061] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:19.633460] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=99.58%) [2025-12-02T20:26:19.633764] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-12-02T20:26:19.633896] [INFO ] [sig ] ARMK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:19.771679] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARMK.txt [2025-12-02T20:26:19.771810] [INFO ] [sig ] [208/3544] Completed ARMK in 0.3s | 2.96 sym/s | Total: 1.2m | ETA: 18.8m [2025-12-02T20:26:19.771848] [INFO ] [sig ] [209/3544] Forecasting AROC... [2025-12-02T20:26:19.771876] [INFO ] [sig ] Generating forecast for: AROC [2025-12-02T20:26:19.771904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-12-02T20:26:19.784000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AROC'. [2025-12-02T20:26:19.784310] [INFO ] [FORECASTER] Starting predict_future for AROC [2025-12-02T20:26:19.785116] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-12-02T20:26:19.785164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:19.785195] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:19.785220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:19.785274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:19.841039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:19.841690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:19.841766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:19.841797] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:19.955185] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:19.955321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:19.955359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:19.955387] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:19.958679] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=90.04%) [2025-12-02T20:26:19.958945] [INFO ] [FORECASTER] Completed predict_future for AROC [2025-12-02T20:26:19.959066] [INFO ] [sig ] AROC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:20.098785] [INFO ] [LOCAL ] Saved forecast: AROC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AROC.txt [2025-12-02T20:26:20.098925] [INFO ] [sig ] [209/3544] Completed AROC in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:20.098962] [INFO ] [sig ] [210/3544] Forecasting ARQ... [2025-12-02T20:26:20.098989] [INFO ] [sig ] Generating forecast for: ARQ [2025-12-02T20:26:20.099025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'. [2025-12-02T20:26:20.110388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQ'. [2025-12-02T20:26:20.110692] [INFO ] [FORECASTER] Starting predict_future for ARQ [2025-12-02T20:26:20.111476] [DEBUG] [LOCAL ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt [2025-12-02T20:26:20.111525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:20.111557] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:20.111601] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:20.111658] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:20.167475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:20.168147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:20.168234] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:20.168266] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:20.284017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:20.284147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:20.284184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:20.284211] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:20.287426] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=35.52%) [2025-12-02T20:26:20.287711] [INFO ] [FORECASTER] Completed predict_future for ARQ [2025-12-02T20:26:20.287835] [INFO ] [sig ] ARQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:20.425065] [INFO ] [LOCAL ] Saved forecast: ARQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARQ.txt [2025-12-02T20:26:20.425216] [INFO ] [sig ] [210/3544] Completed ARQ in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:20.425254] [INFO ] [sig ] [211/3544] Forecasting ARQQ... [2025-12-02T20:26:20.425283] [INFO ] [sig ] Generating forecast for: ARQQ [2025-12-02T20:26:20.425311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'. [2025-12-02T20:26:20.435547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'. [2025-12-02T20:26:20.435862] [INFO ] [FORECASTER] Starting predict_future for ARQQ [2025-12-02T20:26:20.436738] [DEBUG] [LOCAL ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt [2025-12-02T20:26:20.436789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:20.436823] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:20.436850] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:20.436906] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:20.493555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:20.494190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:20.494265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:20.494296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:20.613091] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:20.613247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:20.613289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:20.613316] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:20.616785] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=68.53%) [2025-12-02T20:26:20.617060] [INFO ] [FORECASTER] Completed predict_future for ARQQ [2025-12-02T20:26:20.617189] [INFO ] [sig ] ARQQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:20.754630] [INFO ] [LOCAL ] Saved forecast: ARQQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARQQ.txt [2025-12-02T20:26:20.754763] [INFO ] [sig ] [211/3544] Completed ARQQ in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:20.754800] [INFO ] [sig ] [212/3544] Forecasting ARRY... [2025-12-02T20:26:20.754827] [INFO ] [sig ] Generating forecast for: ARRY [2025-12-02T20:26:20.754857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'. [2025-12-02T20:26:20.765859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARRY'. [2025-12-02T20:26:20.766139] [INFO ] [FORECASTER] Starting predict_future for ARRY [2025-12-02T20:26:20.766998] [DEBUG] [LOCAL ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt [2025-12-02T20:26:20.767048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:20.767080] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:20.767106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:20.767162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:20.824365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:20.824991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:20.825069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:20.825100] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:20.943358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:20.943496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:20.943534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:20.943560] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:20.946856] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-12-02T20:26:20.947118] [INFO ] [FORECASTER] Completed predict_future for ARRY [2025-12-02T20:26:20.947239] [INFO ] [sig ] ARRY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:21.083881] [INFO ] [LOCAL ] Saved forecast: ARRY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARRY.txt [2025-12-02T20:26:21.084002] [INFO ] [sig ] [212/3544] Completed ARRY in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:21.084039] [INFO ] [sig ] [213/3544] Forecasting ARTL... [2025-12-02T20:26:21.084066] [INFO ] [sig ] Generating forecast for: ARTL [2025-12-02T20:26:21.084095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'. [2025-12-02T20:26:21.095074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTL'. [2025-12-02T20:26:21.095371] [INFO ] [FORECASTER] Starting predict_future for ARTL [2025-12-02T20:26:21.096173] [DEBUG] [LOCAL ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt [2025-12-02T20:26:21.096222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:21.096252] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:21.096278] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:21.096332] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:21.154062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:21.154732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:21.154811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:21.154843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:21.271855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:21.271977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:21.272037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:21.272085] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:21.276528] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=84.37%) [2025-12-02T20:26:21.276943] [INFO ] [FORECASTER] Completed predict_future for ARTL [2025-12-02T20:26:21.277131] [INFO ] [sig ] ARTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:21.416256] [INFO ] [LOCAL ] Saved forecast: ARTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARTL.txt [2025-12-02T20:26:21.416386] [INFO ] [sig ] [213/3544] Completed ARTL in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:21.416424] [INFO ] [sig ] [214/3544] Forecasting ARTNA... [2025-12-02T20:26:21.416452] [INFO ] [sig ] Generating forecast for: ARTNA [2025-12-02T20:26:21.416481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'. [2025-12-02T20:26:21.427088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'. [2025-12-02T20:26:21.427375] [INFO ] [FORECASTER] Starting predict_future for ARTNA [2025-12-02T20:26:21.428195] [DEBUG] [LOCAL ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt [2025-12-02T20:26:21.428244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:21.428299] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:21.428329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:21.428404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:21.485734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:21.486487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:21.486566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:21.486617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:21.599677] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:21.599831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:21.599871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:21.599899] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:21.603226] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=33.51%) [2025-12-02T20:26:21.603496] [INFO ] [FORECASTER] Completed predict_future for ARTNA [2025-12-02T20:26:21.603640] [INFO ] [sig ] ARTNA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:21.742190] [INFO ] [LOCAL ] Saved forecast: ARTNA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ARTNA.txt [2025-12-02T20:26:21.742316] [INFO ] [sig ] [214/3544] Completed ARTNA in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:21.742354] [INFO ] [sig ] [215/3544] Forecasting ARVN... [2025-12-02T20:26:21.742383] [INFO ] [sig ] Generating forecast for: ARVN [2025-12-02T20:26:21.742411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'. [2025-12-02T20:26:21.753764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARVN'. [2025-12-02T20:26:21.754047] [INFO ] [FORECASTER] Starting predict_future for ARVN [2025-12-02T20:26:21.754833] [DEBUG] [LOCAL ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt [2025-12-02T20:26:21.754882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:21.754912] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:21.754937] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:21.754992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:21.811400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:21.812031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:21.812107] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:21.812138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:21.928565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:21.928721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:21.928763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:21.928793] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:21.932070] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=93.29%) [2025-12-02T20:26:21.932335] [INFO ] [FORECASTER] Completed predict_future for ARVN [2025-12-02T20:26:21.932457] [INFO ] [sig ] ARVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:22.071937] [INFO ] [LOCAL ] Saved forecast: ARVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ARVN.txt [2025-12-02T20:26:22.072060] [INFO ] [sig ] [215/3544] Completed ARVN in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:22.072098] [INFO ] [sig ] [216/3544] Forecasting ASA... [2025-12-02T20:26:22.072132] [INFO ] [sig ] Generating forecast for: ASA [2025-12-02T20:26:22.072160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-12-02T20:26:22.087712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASA'. [2025-12-02T20:26:22.088010] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-12-02T20:26:22.088799] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-12-02T20:26:22.088847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:22.088878] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:22.088904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:22.088959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:22.145093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:22.145754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:22.145830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:22.145861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:22.263867] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:22.264009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:22.264047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:22.264075] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:22.267346] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=48.98%) [2025-12-02T20:26:22.267626] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-12-02T20:26:22.267751] [INFO ] [sig ] ASA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:22.405228] [INFO ] [LOCAL ] Saved forecast: ASA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASA.txt [2025-12-02T20:26:22.405366] [INFO ] [sig ] [216/3544] Completed ASA in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:22.405403] [INFO ] [sig ] [217/3544] Forecasting ASB... [2025-12-02T20:26:22.405432] [INFO ] [sig ] Generating forecast for: ASB [2025-12-02T20:26:22.405461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-12-02T20:26:22.416774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASB'. [2025-12-02T20:26:22.417118] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-12-02T20:26:22.417925] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-12-02T20:26:22.417973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:22.418003] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:22.418028] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:22.418083] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:22.473566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:22.474357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:22.474436] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:22.474466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:22.593680] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:22.593831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:22.593871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:22.593931] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:22.597229] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=47.77%) [2025-12-02T20:26:22.597492] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-12-02T20:26:22.597637] [INFO ] [sig ] ASB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:22.737125] [INFO ] [LOCAL ] Saved forecast: ASB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASB.txt [2025-12-02T20:26:22.737276] [INFO ] [sig ] [217/3544] Completed ASB in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:22.737314] [INFO ] [sig ] [218/3544] Forecasting ASC... [2025-12-02T20:26:22.737344] [INFO ] [sig ] Generating forecast for: ASC [2025-12-02T20:26:22.737372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-12-02T20:26:22.748991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASC'. [2025-12-02T20:26:22.749293] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-12-02T20:26:22.750104] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-12-02T20:26:22.750156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:22.750193] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:22.750227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:22.750297] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:22.805907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:22.806679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:22.806761] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:22.806794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:22.920726] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:22.920876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:22.920914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:22.920940] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:22.924286] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=27.81%) [2025-12-02T20:26:22.924557] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-12-02T20:26:22.924701] [INFO ] [sig ] ASC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:23.060280] [INFO ] [LOCAL ] Saved forecast: ASC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASC.txt [2025-12-02T20:26:23.060422] [INFO ] [sig ] [218/3544] Completed ASC in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:23.060460] [INFO ] [sig ] [219/3544] Forecasting ASG... [2025-12-02T20:26:23.060489] [INFO ] [sig ] Generating forecast for: ASG [2025-12-02T20:26:23.060517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-12-02T20:26:23.071480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASG'. [2025-12-02T20:26:23.071799] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-12-02T20:26:23.072625] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-12-02T20:26:23.072686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:23.072719] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:23.072746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:23.072807] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:23.128556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:23.129396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:23.129483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:23.129516] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:23.256237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:23.256392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:23.256436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:23.256465] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:23.259845] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=74.24%) [2025-12-02T20:26:23.260116] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-12-02T20:26:23.260241] [INFO ] [sig ] ASG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:23.396630] [INFO ] [LOCAL ] Saved forecast: ASG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASG.txt [2025-12-02T20:26:23.396776] [INFO ] [sig ] [219/3544] Completed ASG in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:23.396816] [INFO ] [sig ] [220/3544] Forecasting ASGI... [2025-12-02T20:26:23.396845] [INFO ] [sig ] Generating forecast for: ASGI [2025-12-02T20:26:23.396876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-12-02T20:26:23.408257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGI'. [2025-12-02T20:26:23.408634] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-12-02T20:26:23.409443] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-12-02T20:26:23.409497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:23.409529] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:23.409556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:23.409637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:23.467120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:23.467829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:23.467929] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:23.467965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:23.591603] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:23.591761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:23.591801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:23.591828] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:23.595109] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=64.34%) [2025-12-02T20:26:23.595373] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-12-02T20:26:23.595497] [INFO ] [sig ] ASGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:23.732255] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASGI.txt [2025-12-02T20:26:23.732407] [INFO ] [sig ] [220/3544] Completed ASGI in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:23.732444] [INFO ] [sig ] [221/3544] Forecasting ASGN... [2025-12-02T20:26:23.732473] [INFO ] [sig ] Generating forecast for: ASGN [2025-12-02T20:26:23.732503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-12-02T20:26:23.746270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGN'. [2025-12-02T20:26:23.746701] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-12-02T20:26:23.747750] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-12-02T20:26:23.747811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:23.747851] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:23.747912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:23.747991] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:23.807461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:23.808355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:23.808438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:23.808469] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:23.925414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:23.925562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:23.925621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:23.925649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:23.928967] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=48.69%) [2025-12-02T20:26:23.929233] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-12-02T20:26:23.929357] [INFO ] [sig ] ASGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:24.065886] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASGN.txt [2025-12-02T20:26:24.066024] [INFO ] [sig ] [221/3544] Completed ASGN in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:24.066063] [INFO ] [sig ] [222/3544] Forecasting ASH... [2025-12-02T20:26:24.066090] [INFO ] [sig ] Generating forecast for: ASH [2025-12-02T20:26:24.066120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-12-02T20:26:24.077340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASH'. [2025-12-02T20:26:24.077700] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-12-02T20:26:24.078539] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-12-02T20:26:24.078616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:24.078654] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:24.078682] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:24.078738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:24.135419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:24.136268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:24.136349] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:24.136380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:24.257816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:24.257985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:24.258026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:24.258053] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:24.261333] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=15.38%) [2025-12-02T20:26:24.261614] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-12-02T20:26:24.261737] [INFO ] [sig ] ASH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:24.403724] [INFO ] [LOCAL ] Saved forecast: ASH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASH.txt [2025-12-02T20:26:24.403852] [INFO ] [sig ] [222/3544] Completed ASH in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.7m [2025-12-02T20:26:24.403895] [INFO ] [sig ] [223/3544] Forecasting ASIX... [2025-12-02T20:26:24.403923] [INFO ] [sig ] Generating forecast for: ASIX [2025-12-02T20:26:24.403952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-12-02T20:26:24.416168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASIX'. [2025-12-02T20:26:24.416458] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-12-02T20:26:24.417254] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-12-02T20:26:24.417305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:24.417336] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:24.417363] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:24.417419] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:24.475976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:24.476645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:24.476723] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:24.476754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:24.596949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:24.597075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:24.597113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:24.597139] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:24.600494] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=80.71%) [2025-12-02T20:26:24.600783] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-12-02T20:26:24.600910] [INFO ] [sig ] ASIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:24.741179] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASIX.txt [2025-12-02T20:26:24.741340] [INFO ] [sig ] [223/3544] Completed ASIX in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:24.741385] [INFO ] [sig ] [224/3544] Forecasting ASLE... [2025-12-02T20:26:24.741415] [INFO ] [sig ] Generating forecast for: ASLE [2025-12-02T20:26:24.741450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'. [2025-12-02T20:26:24.752902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASLE'. [2025-12-02T20:26:24.753258] [INFO ] [FORECASTER] Starting predict_future for ASLE [2025-12-02T20:26:24.754070] [DEBUG] [LOCAL ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt [2025-12-02T20:26:24.754119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:24.754149] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:24.754176] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:24.754231] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:24.811413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:24.812336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:24.812465] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:24.812510] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:24.932503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:24.932654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:24.932695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:24.932724] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:24.936012] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=87.85%) [2025-12-02T20:26:24.936273] [INFO ] [FORECASTER] Completed predict_future for ASLE [2025-12-02T20:26:24.936412] [INFO ] [sig ] ASLE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:25.074313] [INFO ] [LOCAL ] Saved forecast: ASLE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASLE.txt [2025-12-02T20:26:25.074452] [INFO ] [sig ] [224/3544] Completed ASLE in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:25.074495] [INFO ] [sig ] [225/3544] Forecasting ASMB... [2025-12-02T20:26:25.074524] [INFO ] [sig ] Generating forecast for: ASMB [2025-12-02T20:26:25.074565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'. [2025-12-02T20:26:25.085446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASMB'. [2025-12-02T20:26:25.085771] [INFO ] [FORECASTER] Starting predict_future for ASMB [2025-12-02T20:26:25.086614] [DEBUG] [LOCAL ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt [2025-12-02T20:26:25.086667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:25.086699] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:25.086726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:25.086783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:25.144733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:25.145437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:25.145517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:25.145549] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:25.265536] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:25.265689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:25.265729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:25.265757] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:25.269180] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=69.63%) [2025-12-02T20:26:25.269449] [INFO ] [FORECASTER] Completed predict_future for ASMB [2025-12-02T20:26:25.269570] [INFO ] [sig ] ASMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:25.407046] [INFO ] [LOCAL ] Saved forecast: ASMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASMB.txt [2025-12-02T20:26:25.407181] [INFO ] [sig ] [225/3544] Completed ASMB in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:25.407219] [INFO ] [sig ] [226/3544] Forecasting ASML... [2025-12-02T20:26:25.407247] [INFO ] [sig ] Generating forecast for: ASML [2025-12-02T20:26:25.407275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'. [2025-12-02T20:26:25.418627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASML'. [2025-12-02T20:26:25.418875] [INFO ] [FORECASTER] Starting predict_future for ASML [2025-12-02T20:26:25.419650] [DEBUG] [LOCAL ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt [2025-12-02T20:26:25.419698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:25.419728] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:25.419752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:25.419805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:25.478053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:25.478739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:25.478822] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:25.478854] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:25.601204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:25.601312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:25.601362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:25.601390] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:25.604503] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=34.34%) [2025-12-02T20:26:25.604779] [INFO ] [FORECASTER] Completed predict_future for ASML [2025-12-02T20:26:25.604903] [INFO ] [sig ] ASML: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:25.742059] [INFO ] [LOCAL ] Saved forecast: ASML 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASML.txt [2025-12-02T20:26:25.742216] [INFO ] [sig ] [226/3544] Completed ASML in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:25.742278] [INFO ] [sig ] [227/3544] Forecasting ASND... [2025-12-02T20:26:25.742312] [INFO ] [sig ] Generating forecast for: ASND [2025-12-02T20:26:25.742343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'. [2025-12-02T20:26:25.757257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASND'. [2025-12-02T20:26:25.757642] [INFO ] [FORECASTER] Starting predict_future for ASND [2025-12-02T20:26:25.758623] [DEBUG] [LOCAL ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt [2025-12-02T20:26:25.758674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:25.758709] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:25.758747] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:25.758828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:25.817570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:25.818453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:25.818558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:25.818612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:25.945956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:25.946118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:25.946162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:25.946192] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:25.950259] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=3.91%) [2025-12-02T20:26:25.950557] [INFO ] [FORECASTER] Completed predict_future for ASND [2025-12-02T20:26:25.950719] [INFO ] [sig ] ASND: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:26.094154] [INFO ] [LOCAL ] Saved forecast: ASND 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASND.txt [2025-12-02T20:26:26.094304] [INFO ] [sig ] [227/3544] Completed ASND in 0.4s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:26.094344] [INFO ] [sig ] [228/3544] Forecasting ASNS... [2025-12-02T20:26:26.094372] [INFO ] [sig ] Generating forecast for: ASNS [2025-12-02T20:26:26.094400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'. [2025-12-02T20:26:26.105392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASNS'. [2025-12-02T20:26:26.105663] [INFO ] [FORECASTER] Starting predict_future for ASNS [2025-12-02T20:26:26.106464] [DEBUG] [LOCAL ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt [2025-12-02T20:26:26.106513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:26.106542] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:26.106591] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:26.106650] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:26.162187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:26.162812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:26.162903] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:26.162938] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:26.277188] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:26.277284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:26.277319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:26.277346] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:26.280474] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-12-02T20:26:26.280749] [INFO ] [FORECASTER] Completed predict_future for ASNS [2025-12-02T20:26:26.280894] [INFO ] [sig ] ASNS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:26.418219] [INFO ] [LOCAL ] Saved forecast: ASNS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASNS.txt [2025-12-02T20:26:26.418329] [INFO ] [sig ] [228/3544] Completed ASNS in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:26.418363] [INFO ] [sig ] [229/3544] Forecasting ASO... [2025-12-02T20:26:26.418391] [INFO ] [sig ] Generating forecast for: ASO [2025-12-02T20:26:26.418419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'. [2025-12-02T20:26:26.429380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASO'. [2025-12-02T20:26:26.429648] [INFO ] [FORECASTER] Starting predict_future for ASO [2025-12-02T20:26:26.430443] [DEBUG] [LOCAL ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt [2025-12-02T20:26:26.430491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:26.430520] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:26.430547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:26.430624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:26.486246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:26.486836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:26.486912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:26.486942] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:26.606502] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:26.606611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:26.606647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:26.606674] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:26.609766] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=15.37%) [2025-12-02T20:26:26.610027] [INFO ] [FORECASTER] Completed predict_future for ASO [2025-12-02T20:26:26.610150] [INFO ] [sig ] ASO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:26.749909] [INFO ] [LOCAL ] Saved forecast: ASO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASO.txt [2025-12-02T20:26:26.750031] [INFO ] [sig ] [229/3544] Completed ASO in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:26.750070] [INFO ] [sig ] [230/3544] Forecasting ASPI... [2025-12-02T20:26:26.750099] [INFO ] [sig ] Generating forecast for: ASPI [2025-12-02T20:26:26.750127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'. [2025-12-02T20:26:26.761230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPI'. [2025-12-02T20:26:26.761487] [INFO ] [FORECASTER] Starting predict_future for ASPI [2025-12-02T20:26:26.762302] [DEBUG] [LOCAL ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt [2025-12-02T20:26:26.762351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:26.762390] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:26.762416] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:26.762471] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:26.817621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:26.818237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:26.818330] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:26.818361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:26.935217] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:26.935326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:26.935363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:26.935389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:26.938525] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=78.05%) [2025-12-02T20:26:26.938807] [INFO ] [FORECASTER] Completed predict_future for ASPI [2025-12-02T20:26:26.938953] [INFO ] [sig ] ASPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:27.075915] [INFO ] [LOCAL ] Saved forecast: ASPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASPI.txt [2025-12-02T20:26:27.076026] [INFO ] [sig ] [230/3544] Completed ASPI in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:27.076062] [INFO ] [sig ] [231/3544] Forecasting ASPN... [2025-12-02T20:26:27.076089] [INFO ] [sig ] Generating forecast for: ASPN [2025-12-02T20:26:27.076117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-12-02T20:26:27.088850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPN'. [2025-12-02T20:26:27.089227] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-12-02T20:26:27.090053] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-12-02T20:26:27.090102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:27.090159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:27.090188] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:27.090244] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:27.146047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:27.146884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:27.146982] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:27.147015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:27.269178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:27.269334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:27.269375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:27.269402] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:27.272821] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=78.74%) [2025-12-02T20:26:27.273091] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-12-02T20:26:27.273218] [INFO ] [sig ] ASPN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:27.411539] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASPN.txt [2025-12-02T20:26:27.411701] [INFO ] [sig ] [231/3544] Completed ASPN in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:27.411741] [INFO ] [sig ] [232/3544] Forecasting ASPS... [2025-12-02T20:26:27.411775] [INFO ] [sig ] Generating forecast for: ASPS [2025-12-02T20:26:27.411819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'. [2025-12-02T20:26:27.423210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPS'. [2025-12-02T20:26:27.423521] [INFO ] [FORECASTER] Starting predict_future for ASPS [2025-12-02T20:26:27.424335] [DEBUG] [LOCAL ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt [2025-12-02T20:26:27.424384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:27.424414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:27.424439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:27.424493] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:27.480765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:27.481500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:27.481595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:27.481629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:27.597563] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:27.597738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:27.597780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:27.597808] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:27.601198] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=88.47%) [2025-12-02T20:26:27.601468] [INFO ] [FORECASTER] Completed predict_future for ASPS [2025-12-02T20:26:27.601612] [INFO ] [sig ] ASPS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:27.741159] [INFO ] [LOCAL ] Saved forecast: ASPS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASPS.txt [2025-12-02T20:26:27.741289] [INFO ] [sig ] [232/3544] Completed ASPS in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:27.741327] [INFO ] [sig ] [233/3544] Forecasting ASTE... [2025-12-02T20:26:27.741353] [INFO ] [sig ] Generating forecast for: ASTE [2025-12-02T20:26:27.741381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'. [2025-12-02T20:26:27.753507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTE'. [2025-12-02T20:26:27.753846] [INFO ] [FORECASTER] Starting predict_future for ASTE [2025-12-02T20:26:27.754632] [DEBUG] [LOCAL ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt [2025-12-02T20:26:27.754680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:27.754712] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:27.754738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:27.754792] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:27.810884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:27.811657] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:27.811736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:27.811767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:27.930272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:27.930429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:27.930468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:27.930494] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:27.933826] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=6.02%) [2025-12-02T20:26:27.934103] [INFO ] [FORECASTER] Completed predict_future for ASTE [2025-12-02T20:26:27.934233] [INFO ] [sig ] ASTE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:28.076898] [INFO ] [LOCAL ] Saved forecast: ASTE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASTE.txt [2025-12-02T20:26:28.077029] [INFO ] [sig ] [233/3544] Completed ASTE in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:28.077067] [INFO ] [sig ] [234/3544] Forecasting ASTH... [2025-12-02T20:26:28.077101] [INFO ] [sig ] Generating forecast for: ASTH [2025-12-02T20:26:28.077131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'. [2025-12-02T20:26:28.089333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTH'. [2025-12-02T20:26:28.089684] [INFO ] [FORECASTER] Starting predict_future for ASTH [2025-12-02T20:26:28.090503] [DEBUG] [LOCAL ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt [2025-12-02T20:26:28.090554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:28.090612] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:28.090642] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:28.090699] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:28.146565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:28.147166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:28.147244] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:28.147275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:28.265548] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:28.265664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:28.265700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:28.265757] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:28.270002] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=6.51%) [2025-12-02T20:26:28.270274] [INFO ] [FORECASTER] Completed predict_future for ASTH [2025-12-02T20:26:28.270399] [INFO ] [sig ] ASTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:28.407163] [INFO ] [LOCAL ] Saved forecast: ASTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASTH.txt [2025-12-02T20:26:28.407267] [INFO ] [sig ] [234/3544] Completed ASTH in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:28.407304] [INFO ] [sig ] [235/3544] Forecasting ASTI... [2025-12-02T20:26:28.407331] [INFO ] [sig ] Generating forecast for: ASTI [2025-12-02T20:26:28.407359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'. [2025-12-02T20:26:28.419130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTI'. [2025-12-02T20:26:28.419482] [INFO ] [FORECASTER] Starting predict_future for ASTI [2025-12-02T20:26:28.420412] [DEBUG] [LOCAL ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt [2025-12-02T20:26:28.420464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:28.420496] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:28.420521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:28.420593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:28.479717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:28.480877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:28.480964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:28.480996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:28.601989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:28.602152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:28.602194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:28.602221] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:28.605665] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=54.09%) [2025-12-02T20:26:28.605962] [INFO ] [FORECASTER] Completed predict_future for ASTI [2025-12-02T20:26:28.606093] [INFO ] [sig ] ASTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:28.744452] [INFO ] [LOCAL ] Saved forecast: ASTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASTI.txt [2025-12-02T20:26:28.744636] [INFO ] [sig ] [235/3544] Completed ASTI in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:28.744677] [INFO ] [sig ] [236/3544] Forecasting ASTL... [2025-12-02T20:26:28.744706] [INFO ] [sig ] Generating forecast for: ASTL [2025-12-02T20:26:28.744734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'. [2025-12-02T20:26:28.756248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTL'. [2025-12-02T20:26:28.756645] [INFO ] [FORECASTER] Starting predict_future for ASTL [2025-12-02T20:26:28.757457] [DEBUG] [LOCAL ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt [2025-12-02T20:26:28.757518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:28.757552] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:28.757600] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:28.757657] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:28.814075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:28.814973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:28.815054] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:28.815084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:28.933770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:28.933950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:28.934004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:28.934037] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:28.937428] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=72.85%) [2025-12-02T20:26:28.937723] [INFO ] [FORECASTER] Completed predict_future for ASTL [2025-12-02T20:26:28.937877] [INFO ] [sig ] ASTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:29.084007] [INFO ] [LOCAL ] Saved forecast: ASTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASTL.txt [2025-12-02T20:26:29.084211] [INFO ] [sig ] [236/3544] Completed ASTL in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:29.084264] [INFO ] [sig ] [237/3544] Forecasting ASTS... [2025-12-02T20:26:29.084302] [INFO ] [sig ] Generating forecast for: ASTS [2025-12-02T20:26:29.084342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'. [2025-12-02T20:26:29.098910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTS'. [2025-12-02T20:26:29.099295] [INFO ] [FORECASTER] Starting predict_future for ASTS [2025-12-02T20:26:29.100081] [DEBUG] [LOCAL ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt [2025-12-02T20:26:29.100130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:29.100161] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:29.100187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:29.100242] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:29.157408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:29.158263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:29.158347] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:29.158378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:29.278246] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:29.278395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:29.278433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:29.278476] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:29.281807] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=25.80%) [2025-12-02T20:26:29.282070] [INFO ] [FORECASTER] Completed predict_future for ASTS [2025-12-02T20:26:29.282191] [INFO ] [sig ] ASTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:29.418887] [INFO ] [LOCAL ] Saved forecast: ASTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASTS.txt [2025-12-02T20:26:29.419012] [INFO ] [sig ] [237/3544] Completed ASTS in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:29.419050] [INFO ] [sig ] [238/3544] Forecasting ASX... [2025-12-02T20:26:29.419078] [INFO ] [sig ] Generating forecast for: ASX [2025-12-02T20:26:29.419106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-12-02T20:26:29.430158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASX'. [2025-12-02T20:26:29.430450] [INFO ] [FORECASTER] Starting predict_future for ASX [2025-12-02T20:26:29.431229] [DEBUG] [LOCAL ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt [2025-12-02T20:26:29.431278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:29.431309] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:29.431335] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:29.431390] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:29.487570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:29.488379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:29.488457] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:29.488487] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:29.610109] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:29.610263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:29.610302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:29.610329] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:29.613762] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=87.51%) [2025-12-02T20:26:29.614027] [INFO ] [FORECASTER] Completed predict_future for ASX [2025-12-02T20:26:29.614152] [INFO ] [sig ] ASX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:29.755096] [INFO ] [LOCAL ] Saved forecast: ASX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ASX.txt [2025-12-02T20:26:29.755232] [INFO ] [sig ] [238/3544] Completed ASX in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.6m [2025-12-02T20:26:29.755270] [INFO ] [sig ] [239/3544] Forecasting ASYS... [2025-12-02T20:26:29.755298] [INFO ] [sig ] Generating forecast for: ASYS [2025-12-02T20:26:29.755335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'. [2025-12-02T20:26:29.766687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASYS'. [2025-12-02T20:26:29.766999] [INFO ] [FORECASTER] Starting predict_future for ASYS [2025-12-02T20:26:29.767807] [DEBUG] [LOCAL ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt [2025-12-02T20:26:29.767894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:29.767942] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:29.767971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:29.768027] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:29.824841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:29.825466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:29.825544] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:29.825621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:29.943316] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:29.943457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:29.943494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:29.943521] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:29.946795] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=3.08%) [2025-12-02T20:26:29.947060] [INFO ] [FORECASTER] Completed predict_future for ASYS [2025-12-02T20:26:29.947183] [INFO ] [sig ] ASYS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:30.086226] [INFO ] [LOCAL ] Saved forecast: ASYS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ASYS.txt [2025-12-02T20:26:30.086354] [INFO ] [sig ] [239/3544] Completed ASYS in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m [2025-12-02T20:26:30.086390] [INFO ] [sig ] [240/3544] Forecasting ATAI... [2025-12-02T20:26:30.086417] [INFO ] [sig ] Generating forecast for: ATAI [2025-12-02T20:26:30.086447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'. [2025-12-02T20:26:30.097819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATAI'. [2025-12-02T20:26:30.098143] [INFO ] [FORECASTER] Starting predict_future for ATAI [2025-12-02T20:26:30.098932] [DEBUG] [LOCAL ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt [2025-12-02T20:26:30.098981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:30.099011] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:30.099037] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:30.099091] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:30.154661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:30.155257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:30.155333] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:30.155364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:30.269090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:30.269235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:30.269273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:30.269299] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:30.272558] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=94.66%) [2025-12-02T20:26:30.272837] [INFO ] [FORECASTER] Completed predict_future for ATAI [2025-12-02T20:26:30.272975] [INFO ] [sig ] ATAI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:30.412122] [INFO ] [LOCAL ] Saved forecast: ATAI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATAI.txt [2025-12-02T20:26:30.412261] [INFO ] [sig ] [240/3544] Completed ATAI in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m [2025-12-02T20:26:30.412297] [INFO ] [sig ] [241/3544] Forecasting ATEC... [2025-12-02T20:26:30.412325] [INFO ] [sig ] Generating forecast for: ATEC [2025-12-02T20:26:30.412358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'. [2025-12-02T20:26:30.423729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEC'. [2025-12-02T20:26:30.424017] [INFO ] [FORECASTER] Starting predict_future for ATEC [2025-12-02T20:26:30.424796] [DEBUG] [LOCAL ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt [2025-12-02T20:26:30.424844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:30.424874] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:30.424910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:30.424965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:30.486401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:30.487398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:30.487511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:30.487545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:30.617712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:30.617872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:30.617925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:30.617956] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:30.621425] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=71.67%) [2025-12-02T20:26:30.621758] [INFO ] [FORECASTER] Completed predict_future for ATEC [2025-12-02T20:26:30.621900] [INFO ] [sig ] ATEC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:30.768280] [INFO ] [LOCAL ] Saved forecast: ATEC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATEC.txt [2025-12-02T20:26:30.768416] [INFO ] [sig ] [241/3544] Completed ATEC in 0.4s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:30.768455] [INFO ] [sig ] [242/3544] Forecasting ATEN... [2025-12-02T20:26:30.768485] [INFO ] [sig ] Generating forecast for: ATEN [2025-12-02T20:26:30.768515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-12-02T20:26:30.780426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEN'. [2025-12-02T20:26:30.780762] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-12-02T20:26:30.781542] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-12-02T20:26:30.781612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:30.781644] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:30.781671] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:30.781728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:30.842659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:30.843497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:30.843596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:30.843642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:30.966874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:30.967031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:30.967076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:30.967104] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:30.970510] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=73.87%) [2025-12-02T20:26:30.970816] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-12-02T20:26:30.970951] [INFO ] [sig ] ATEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:31.120536] [INFO ] [LOCAL ] Saved forecast: ATEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATEN.txt [2025-12-02T20:26:31.120708] [INFO ] [sig ] [242/3544] Completed ATEN in 0.4s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:31.120749] [INFO ] [sig ] [243/3544] Forecasting ATEX... [2025-12-02T20:26:31.120779] [INFO ] [sig ] Generating forecast for: ATEX [2025-12-02T20:26:31.120811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'. [2025-12-02T20:26:31.132121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEX'. [2025-12-02T20:26:31.132417] [INFO ] [FORECASTER] Starting predict_future for ATEX [2025-12-02T20:26:31.133328] [DEBUG] [LOCAL ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt [2025-12-02T20:26:31.133378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:31.133409] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:31.133436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:31.133492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:31.190847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:31.191490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:31.191587] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:31.191621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:31.308683] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:31.308829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:31.308870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:31.308900] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:31.312690] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=99.37%) [2025-12-02T20:26:31.312961] [INFO ] [FORECASTER] Completed predict_future for ATEX [2025-12-02T20:26:31.313088] [INFO ] [sig ] ATEX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:31.453037] [INFO ] [LOCAL ] Saved forecast: ATEX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATEX.txt [2025-12-02T20:26:31.453166] [INFO ] [sig ] [243/3544] Completed ATEX in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:31.453202] [INFO ] [sig ] [244/3544] Forecasting ATGE... [2025-12-02T20:26:31.453229] [INFO ] [sig ] Generating forecast for: ATGE [2025-12-02T20:26:31.453259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-12-02T20:26:31.464495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATGE'. [2025-12-02T20:26:31.464799] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-12-02T20:26:31.465601] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-12-02T20:26:31.465660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:31.465694] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:31.465722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:31.465778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:31.523411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:31.524257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:31.524340] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:31.524374] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:31.645187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:31.645340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:31.645390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:31.645419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:31.648850] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=33.73%) [2025-12-02T20:26:31.649143] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-12-02T20:26:31.649264] [INFO ] [sig ] ATGE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:31.786509] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ATGE.txt [2025-12-02T20:26:31.786676] [INFO ] [sig ] [244/3544] Completed ATGE in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:31.786716] [INFO ] [sig ] [245/3544] Forecasting ATHA... [2025-12-02T20:26:31.786745] [INFO ] [sig ] Generating forecast for: ATHA [2025-12-02T20:26:31.786780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'. [2025-12-02T20:26:31.797830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHA'. [2025-12-02T20:26:31.798138] [INFO ] [FORECASTER] Starting predict_future for ATHA [2025-12-02T20:26:31.798916] [DEBUG] [LOCAL ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt [2025-12-02T20:26:31.798965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:31.798996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:31.799022] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:31.799077] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:31.855556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:31.856232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:31.856308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:31.856338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:31.979284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:31.979425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:31.979462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:31.979489] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:31.982800] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=11.88%) [2025-12-02T20:26:31.983061] [INFO ] [FORECASTER] Completed predict_future for ATHA [2025-12-02T20:26:31.983184] [INFO ] [sig ] ATHA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:32.121624] [INFO ] [LOCAL ] Saved forecast: ATHA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ATHA.txt [2025-12-02T20:26:32.121779] [INFO ] [sig ] [245/3544] Completed ATHA in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:32.121818] [INFO ] [sig ] [246/3544] Forecasting ATHM... [2025-12-02T20:26:32.121846] [INFO ] [sig ] Generating forecast for: ATHM [2025-12-02T20:26:32.121875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-12-02T20:26:32.134307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHM'. [2025-12-02T20:26:32.134653] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-12-02T20:26:32.135439] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-12-02T20:26:32.135488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:32.135526] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:32.135551] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:32.135635] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:32.190791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:32.191449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:32.191526] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:32.191556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:32.308673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:32.308821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:32.308862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:32.308889] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:32.312167] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=63.32%) [2025-12-02T20:26:32.312431] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-12-02T20:26:32.312552] [INFO ] [sig ] ATHM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:32.449705] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATHM.txt [2025-12-02T20:26:32.449824] [INFO ] [sig ] [246/3544] Completed ATHM in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:32.449863] [INFO ] [sig ] [247/3544] Forecasting ATI... [2025-12-02T20:26:32.449891] [INFO ] [sig ] Generating forecast for: ATI [2025-12-02T20:26:32.449925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-12-02T20:26:32.461548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATI'. [2025-12-02T20:26:32.461876] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-12-02T20:26:32.462689] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-12-02T20:26:32.462738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:32.462769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:32.462795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:32.462850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:32.519480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:32.520238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:32.520318] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:32.520353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:32.641161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:32.641310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:32.641349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:32.641376] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:32.644685] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=10.54%) [2025-12-02T20:26:32.644945] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-12-02T20:26:32.645067] [INFO ] [sig ] ATI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:32.784453] [INFO ] [LOCAL ] Saved forecast: ATI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ATI.txt [2025-12-02T20:26:32.784606] [INFO ] [sig ] [247/3544] Completed ATI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:32.784646] [INFO ] [sig ] [248/3544] Forecasting ATLC... [2025-12-02T20:26:32.784675] [INFO ] [sig ] Generating forecast for: ATLC [2025-12-02T20:26:32.784703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'. [2025-12-02T20:26:32.795519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLC'. [2025-12-02T20:26:32.795888] [INFO ] [FORECASTER] Starting predict_future for ATLC [2025-12-02T20:26:32.796733] [DEBUG] [LOCAL ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt [2025-12-02T20:26:32.796783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:32.796838] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:32.796866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:32.796922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:32.853712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:32.854412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:32.854492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:32.854523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:32.972884] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:32.973032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:32.973081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:32.973108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:32.976408] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=27.05%) [2025-12-02T20:26:32.976715] [INFO ] [FORECASTER] Completed predict_future for ATLC [2025-12-02T20:26:32.976846] [INFO ] [sig ] ATLC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:33.114877] [INFO ] [LOCAL ] Saved forecast: ATLC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ATLC.txt [2025-12-02T20:26:33.115020] [INFO ] [sig ] [248/3544] Completed ATLC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:33.115058] [INFO ] [sig ] [249/3544] Forecasting ATLCZ... [2025-12-02T20:26:33.115085] [INFO ] [sig ] Generating forecast for: ATLCZ [2025-12-02T20:26:33.115113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'. [2025-12-02T20:26:33.125848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'. [2025-12-02T20:26:33.126225] [INFO ] [FORECASTER] Starting predict_future for ATLCZ [2025-12-02T20:26:33.127079] [DEBUG] [LOCAL ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt [2025-12-02T20:26:33.127128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:33.127157] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:33.127183] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:33.127238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:33.183104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:33.183915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:33.183999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:33.184031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:33.295280] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:33.295423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:33.295462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:33.295489] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:33.298823] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=94.43%) [2025-12-02T20:26:33.299084] [INFO ] [FORECASTER] Completed predict_future for ATLCZ [2025-12-02T20:26:33.299208] [INFO ] [sig ] ATLCZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:33.441634] [INFO ] [LOCAL ] Saved forecast: ATLCZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATLCZ.txt [2025-12-02T20:26:33.441848] [INFO ] [sig ] [249/3544] Completed ATLCZ in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:33.441900] [INFO ] [sig ] [250/3544] Forecasting ATLO... [2025-12-02T20:26:33.441945] [INFO ] [sig ] Generating forecast for: ATLO [2025-12-02T20:26:33.441991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'. [2025-12-02T20:26:33.453870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLO'. [2025-12-02T20:26:33.454228] [INFO ] [FORECASTER] Starting predict_future for ATLO [2025-12-02T20:26:33.455120] [DEBUG] [LOCAL ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt [2025-12-02T20:26:33.455172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:33.455208] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:33.455245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:33.455311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:33.515980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:33.516862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:33.516947] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:33.516980] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:33.627409] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:33.627559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:33.627619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:33.627648] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:33.631106] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=5.70%) [2025-12-02T20:26:33.631378] [INFO ] [FORECASTER] Completed predict_future for ATLO [2025-12-02T20:26:33.631505] [INFO ] [sig ] ATLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:33.769013] [INFO ] [LOCAL ] Saved forecast: ATLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ATLO.txt [2025-12-02T20:26:33.769165] [INFO ] [sig ] [250/3544] Completed ATLO in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:33.769203] [INFO ] [sig ] [251/3544] Forecasting ATNI... [2025-12-02T20:26:33.769230] [INFO ] [sig ] Generating forecast for: ATNI [2025-12-02T20:26:33.769258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'. [2025-12-02T20:26:33.780643] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATNI'. [2025-12-02T20:26:33.780966] [INFO ] [FORECASTER] Starting predict_future for ATNI [2025-12-02T20:26:33.781781] [DEBUG] [LOCAL ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt [2025-12-02T20:26:33.781830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:33.781860] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:33.781886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:33.781944] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:33.837285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:33.838090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:33.838170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:33.838202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:33.964080] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:33.964245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:33.964299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:33.964362] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:33.967829] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=73.53%) [2025-12-02T20:26:33.968135] [INFO ] [FORECASTER] Completed predict_future for ATNI [2025-12-02T20:26:33.968259] [INFO ] [sig ] ATNI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:34.106722] [INFO ] [LOCAL ] Saved forecast: ATNI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATNI.txt [2025-12-02T20:26:34.106868] [INFO ] [sig ] [251/3544] Completed ATNI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:34.106906] [INFO ] [sig ] [252/3544] Forecasting ATO... [2025-12-02T20:26:34.106935] [INFO ] [sig ] Generating forecast for: ATO [2025-12-02T20:26:34.106963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-12-02T20:26:34.119427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATO'. [2025-12-02T20:26:34.119790] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-12-02T20:26:34.120689] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-12-02T20:26:34.120741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:34.120773] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:34.120799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:34.120854] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:34.181371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:34.182402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:34.182503] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:34.182544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:34.321811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:34.321950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:34.321991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:34.322022] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:34.325648] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-12-02T20:26:34.325913] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-12-02T20:26:34.326038] [INFO ] [sig ] ATO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:34.465518] [INFO ] [LOCAL ] Saved forecast: ATO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ATO.txt [2025-12-02T20:26:34.465670] [INFO ] [sig ] [252/3544] Completed ATO in 0.4s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:34.465711] [INFO ] [sig ] [253/3544] Forecasting ATOM... [2025-12-02T20:26:34.465739] [INFO ] [sig ] Generating forecast for: ATOM [2025-12-02T20:26:34.465767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'. [2025-12-02T20:26:34.477324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATOM'. [2025-12-02T20:26:34.477622] [INFO ] [FORECASTER] Starting predict_future for ATOM [2025-12-02T20:26:34.478418] [DEBUG] [LOCAL ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt [2025-12-02T20:26:34.478467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:34.478497] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:34.478522] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:34.478599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:34.535359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:34.535989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:34.536072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:34.536102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:34.659088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:34.659241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:34.659280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:34.659307] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:34.662597] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=63.49%) [2025-12-02T20:26:34.662860] [INFO ] [FORECASTER] Completed predict_future for ATOM [2025-12-02T20:26:34.662983] [INFO ] [sig ] ATOM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:34.800926] [INFO ] [LOCAL ] Saved forecast: ATOM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATOM.txt [2025-12-02T20:26:34.801050] [INFO ] [sig ] [253/3544] Completed ATOM in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:34.801087] [INFO ] [sig ] [254/3544] Forecasting ATPC... [2025-12-02T20:26:34.801116] [INFO ] [sig ] Generating forecast for: ATPC [2025-12-02T20:26:34.801145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'. [2025-12-02T20:26:34.813922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATPC'. [2025-12-02T20:26:34.814306] [INFO ] [FORECASTER] Starting predict_future for ATPC [2025-12-02T20:26:34.815169] [DEBUG] [LOCAL ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt [2025-12-02T20:26:34.815235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:34.815267] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:34.815292] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:34.815347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:34.880690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:34.881666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:34.881752] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:34.881786] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:34.999357] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:34.999517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:34.999560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:34.999624] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:35.003162] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: UP (p=92.27%) [2025-12-02T20:26:35.003436] [INFO ] [FORECASTER] Completed predict_future for ATPC [2025-12-02T20:26:35.003565] [INFO ] [sig ] ATPC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:35.148532] [INFO ] [LOCAL ] Saved forecast: ATPC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATPC.txt [2025-12-02T20:26:35.148705] [INFO ] [sig ] [254/3544] Completed ATPC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:35.148745] [INFO ] [sig ] [255/3544] Forecasting ATRA... [2025-12-02T20:26:35.148775] [INFO ] [sig ] Generating forecast for: ATRA [2025-12-02T20:26:35.148805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'. [2025-12-02T20:26:35.160560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRA'. [2025-12-02T20:26:35.160916] [INFO ] [FORECASTER] Starting predict_future for ATRA [2025-12-02T20:26:35.161756] [DEBUG] [LOCAL ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt [2025-12-02T20:26:35.161810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:35.161848] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:35.161876] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:35.161932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:35.221705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:35.222513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:35.222617] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:35.222652] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:35.347307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:35.347460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:35.347504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:35.347531] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:35.351223] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=60.13%) [2025-12-02T20:26:35.351524] [INFO ] [FORECASTER] Completed predict_future for ATRA [2025-12-02T20:26:35.351676] [INFO ] [sig ] ATRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:35.493733] [INFO ] [LOCAL ] Saved forecast: ATRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATRA.txt [2025-12-02T20:26:35.493895] [INFO ] [sig ] [255/3544] Completed ATRA in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:35.493941] [INFO ] [sig ] [256/3544] Forecasting ATRC... [2025-12-02T20:26:35.493973] [INFO ] [sig ] Generating forecast for: ATRC [2025-12-02T20:26:35.494007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'. [2025-12-02T20:26:35.506352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRC'. [2025-12-02T20:26:35.506732] [INFO ] [FORECASTER] Starting predict_future for ATRC [2025-12-02T20:26:35.507592] [DEBUG] [LOCAL ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt [2025-12-02T20:26:35.507665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:35.507699] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:35.507724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:35.507779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:35.568230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:35.569158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:35.569254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:35.569289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:35.692525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:35.692692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:35.692732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:35.692760] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:35.696114] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=95.49%) [2025-12-02T20:26:35.696392] [INFO ] [FORECASTER] Completed predict_future for ATRC [2025-12-02T20:26:35.696516] [INFO ] [sig ] ATRC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:35.834503] [INFO ] [LOCAL ] Saved forecast: ATRC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATRC.txt [2025-12-02T20:26:35.834653] [INFO ] [sig ] [256/3544] Completed ATRC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:35.834694] [INFO ] [sig ] [257/3544] Forecasting ATRO... [2025-12-02T20:26:35.834721] [INFO ] [sig ] Generating forecast for: ATRO [2025-12-02T20:26:35.834749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'. [2025-12-02T20:26:35.846231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRO'. [2025-12-02T20:26:35.846554] [INFO ] [FORECASTER] Starting predict_future for ATRO [2025-12-02T20:26:35.847355] [DEBUG] [LOCAL ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt [2025-12-02T20:26:35.847404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:35.847435] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:35.847461] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:35.847515] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:35.907636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:35.908706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:35.908793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:35.908824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:36.036774] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:36.036926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:36.036967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:36.036994] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:36.040725] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=98.72%) [2025-12-02T20:26:36.041038] [INFO ] [FORECASTER] Completed predict_future for ATRO [2025-12-02T20:26:36.041195] [INFO ] [sig ] ATRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:36.185256] [INFO ] [LOCAL ] Saved forecast: ATRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ATRO.txt [2025-12-02T20:26:36.185394] [INFO ] [sig ] [257/3544] Completed ATRO in 0.4s | 2.97 sym/s | Total: 1.4m | ETA: 18.5m [2025-12-02T20:26:36.185438] [INFO ] [sig ] [258/3544] Forecasting ATXS... [2025-12-02T20:26:36.185467] [INFO ] [sig ] Generating forecast for: ATXS [2025-12-02T20:26:36.185495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'. [2025-12-02T20:26:36.197139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATXS'. [2025-12-02T20:26:36.197451] [INFO ] [FORECASTER] Starting predict_future for ATXS [2025-12-02T20:26:36.198256] [DEBUG] [LOCAL ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt [2025-12-02T20:26:36.198305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:36.198335] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:36.198361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:36.198415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:36.253602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:36.254312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:36.254423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:36.254455] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:36.373474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:36.373637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:36.373679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:36.373707] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:36.377107] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=19.85%) [2025-12-02T20:26:36.377376] [INFO ] [FORECASTER] Completed predict_future for ATXS [2025-12-02T20:26:36.377504] [INFO ] [sig ] ATXS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:36.516601] [INFO ] [LOCAL ] Saved forecast: ATXS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ATXS.txt [2025-12-02T20:26:36.516762] [INFO ] [sig ] [258/3544] Completed ATXS in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m [2025-12-02T20:26:36.516799] [INFO ] [sig ] [259/3544] Forecasting AUB... [2025-12-02T20:26:36.516829] [INFO ] [sig ] Generating forecast for: AUB [2025-12-02T20:26:36.516857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-12-02T20:26:36.528171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUB'. [2025-12-02T20:26:36.528538] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-12-02T20:26:36.529338] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-12-02T20:26:36.529388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:36.529418] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:36.529443] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:36.529498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:36.586048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:36.586974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:36.587057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:36.587088] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:36.708077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:36.708225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:36.708266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:36.708294] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:36.711813] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=72.46%) [2025-12-02T20:26:36.712106] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-12-02T20:26:36.712236] [INFO ] [sig ] AUB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:36.858392] [INFO ] [LOCAL ] Saved forecast: AUB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AUB.txt [2025-12-02T20:26:36.858555] [INFO ] [sig ] [259/3544] Completed AUB in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:36.858620] [INFO ] [sig ] [260/3544] Forecasting AUDC... [2025-12-02T20:26:36.858651] [INFO ] [sig ] Generating forecast for: AUDC [2025-12-02T20:26:36.858688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'. [2025-12-02T20:26:36.870441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUDC'. [2025-12-02T20:26:36.870851] [INFO ] [FORECASTER] Starting predict_future for AUDC [2025-12-02T20:26:36.871670] [DEBUG] [LOCAL ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt [2025-12-02T20:26:36.871720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:36.871751] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:36.871777] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:36.871832] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:36.927310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:36.928224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:36.928314] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:36.928345] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:37.045022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:37.045175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:37.045216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:37.045243] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:37.048653] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=23.61%) [2025-12-02T20:26:37.048952] [INFO ] [FORECASTER] Completed predict_future for AUDC [2025-12-02T20:26:37.049099] [INFO ] [sig ] AUDC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:37.236665] [INFO ] [LOCAL ] Saved forecast: AUDC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AUDC.txt [2025-12-02T20:26:37.236820] [INFO ] [sig ] [260/3544] Completed AUDC in 0.4s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:37.236863] [INFO ] [sig ] [261/3544] Forecasting AUID... [2025-12-02T20:26:37.236892] [INFO ] [sig ] Generating forecast for: AUID [2025-12-02T20:26:37.236922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'. [2025-12-02T20:26:37.248455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUID'. [2025-12-02T20:26:37.248820] [INFO ] [FORECASTER] Starting predict_future for AUID [2025-12-02T20:26:37.249786] [DEBUG] [LOCAL ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt [2025-12-02T20:26:37.249836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:37.249868] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:37.249895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:37.249951] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:37.308721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:37.309421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:37.309506] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:37.309539] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:37.436337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:37.436483] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:26:37.436541] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:37.436570] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:37.440059] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=50.09%) [2025-12-02T20:26:37.440372] [INFO ] [FORECASTER] Completed predict_future for AUID [2025-12-02T20:26:37.440509] [INFO ] [sig ] AUID: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:37.590517] [INFO ] [LOCAL ] Saved forecast: AUID 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AUID.txt [2025-12-02T20:26:37.590710] [INFO ] [sig ] [261/3544] Completed AUID in 0.4s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:37.590750] [INFO ] [sig ] [262/3544] Forecasting AUPH... [2025-12-02T20:26:37.590778] [INFO ] [sig ] Generating forecast for: AUPH [2025-12-02T20:26:37.590809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'. [2025-12-02T20:26:37.603047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUPH'. [2025-12-02T20:26:37.603448] [INFO ] [FORECASTER] Starting predict_future for AUPH [2025-12-02T20:26:37.604269] [DEBUG] [LOCAL ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt [2025-12-02T20:26:37.604319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:37.604350] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:37.604376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:37.604431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:37.660313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:37.661170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:37.661255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:37.661286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:37.777016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:37.777170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:37.777209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:37.777237] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:37.780624] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=92.09%) [2025-12-02T20:26:37.780895] [INFO ] [FORECASTER] Completed predict_future for AUPH [2025-12-02T20:26:37.781021] [INFO ] [sig ] AUPH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:37.917705] [INFO ] [LOCAL ] Saved forecast: AUPH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AUPH.txt [2025-12-02T20:26:37.917846] [INFO ] [sig ] [262/3544] Completed AUPH in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:37.917901] [INFO ] [sig ] [263/3544] Forecasting AURA... [2025-12-02T20:26:37.917930] [INFO ] [sig ] Generating forecast for: AURA [2025-12-02T20:26:37.917959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'. [2025-12-02T20:26:37.929097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AURA'. [2025-12-02T20:26:37.929434] [INFO ] [FORECASTER] Starting predict_future for AURA [2025-12-02T20:26:37.930238] [DEBUG] [LOCAL ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt [2025-12-02T20:26:37.930287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:37.930318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:37.930344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:37.930398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:37.985495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:37.986169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:37.986243] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:37.986274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:38.104273] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:38.104422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:38.104461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:38.104488] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:38.107793] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=15.35%) [2025-12-02T20:26:38.108079] [INFO ] [FORECASTER] Completed predict_future for AURA [2025-12-02T20:26:38.108213] [INFO ] [sig ] AURA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:38.248469] [INFO ] [LOCAL ] Saved forecast: AURA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AURA.txt [2025-12-02T20:26:38.248648] [INFO ] [sig ] [263/3544] Completed AURA in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:38.248693] [INFO ] [sig ] [264/3544] Forecasting AUTL... [2025-12-02T20:26:38.248721] [INFO ] [sig ] Generating forecast for: AUTL [2025-12-02T20:26:38.248750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'. [2025-12-02T20:26:38.260086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUTL'. [2025-12-02T20:26:38.260441] [INFO ] [FORECASTER] Starting predict_future for AUTL [2025-12-02T20:26:38.261260] [DEBUG] [LOCAL ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt [2025-12-02T20:26:38.261310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:38.261341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:38.261367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:38.261422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:38.316929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:38.317769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:38.317849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:38.317918] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:38.453381] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:38.453533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:38.453589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:38.453622] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:38.456981] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=4.42%) [2025-12-02T20:26:38.457252] [INFO ] [FORECASTER] Completed predict_future for AUTL [2025-12-02T20:26:38.457374] [INFO ] [sig ] AUTL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:38.597188] [INFO ] [LOCAL ] Saved forecast: AUTL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AUTL.txt [2025-12-02T20:26:38.597306] [INFO ] [sig ] [264/3544] Completed AUTL in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:38.597342] [INFO ] [sig ] [265/3544] Forecasting AVA... [2025-12-02T20:26:38.597371] [INFO ] [sig ] Generating forecast for: AVA [2025-12-02T20:26:38.597400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-12-02T20:26:38.609981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVA'. [2025-12-02T20:26:38.610379] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-12-02T20:26:38.611205] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-12-02T20:26:38.611255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:38.611325] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:38.611354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:38.611408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:38.666623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:38.667381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:38.667465] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:38.667496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:38.780642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:38.780791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:38.780832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:38.780859] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:38.784213] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=53.18%) [2025-12-02T20:26:38.784482] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-12-02T20:26:38.784623] [INFO ] [sig ] AVA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:38.924763] [INFO ] [LOCAL ] Saved forecast: AVA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVA.txt [2025-12-02T20:26:38.924908] [INFO ] [sig ] [265/3544] Completed AVA in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:38.924947] [INFO ] [sig ] [266/3544] Forecasting AVAH... [2025-12-02T20:26:38.924977] [INFO ] [sig ] Generating forecast for: AVAH [2025-12-02T20:26:38.925005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'. [2025-12-02T20:26:38.936688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAH'. [2025-12-02T20:26:38.936990] [INFO ] [FORECASTER] Starting predict_future for AVAH [2025-12-02T20:26:38.937817] [DEBUG] [LOCAL ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt [2025-12-02T20:26:38.937890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:38.937923] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:38.937949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:38.938003] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:38.995461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:38.996269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:38.996350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:38.996383] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:39.117031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:39.117167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:39.117206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:39.117232] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:39.120597] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=39.56%) [2025-12-02T20:26:39.120874] [INFO ] [FORECASTER] Completed predict_future for AVAH [2025-12-02T20:26:39.121000] [INFO ] [sig ] AVAH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:39.260434] [INFO ] [LOCAL ] Saved forecast: AVAH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AVAH.txt [2025-12-02T20:26:39.260602] [INFO ] [sig ] [266/3544] Completed AVAH in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:39.260642] [INFO ] [sig ] [267/3544] Forecasting AVAL... [2025-12-02T20:26:39.260672] [INFO ] [sig ] Generating forecast for: AVAL [2025-12-02T20:26:39.260700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-12-02T20:26:39.272061] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAL'. [2025-12-02T20:26:39.272349] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-12-02T20:26:39.273156] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-12-02T20:26:39.273205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:39.273236] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:39.273261] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:39.273316] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:39.331065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:39.331688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:39.331766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:39.331798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:39.449478] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:39.449627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:39.449669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:39.449697] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:39.453127] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=8.97%) [2025-12-02T20:26:39.453418] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-12-02T20:26:39.453540] [INFO ] [sig ] AVAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:39.593217] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AVAL.txt [2025-12-02T20:26:39.593346] [INFO ] [sig ] [267/3544] Completed AVAL in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:39.593385] [INFO ] [sig ] [268/3544] Forecasting AVB... [2025-12-02T20:26:39.593411] [INFO ] [sig ] Generating forecast for: AVB [2025-12-02T20:26:39.593441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-12-02T20:26:39.605477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVB'. [2025-12-02T20:26:39.605778] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-12-02T20:26:39.606540] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-12-02T20:26:39.606607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:39.606638] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:39.606663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:39.606717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:39.662360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:39.663190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:39.663272] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:39.663303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:39.781829] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:39.781989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:39.782028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:39.782097] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:39.785443] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=96.40%) [2025-12-02T20:26:39.785744] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-12-02T20:26:39.785873] [INFO ] [sig ] AVB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:39.922643] [INFO ] [LOCAL ] Saved forecast: AVB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVB.txt [2025-12-02T20:26:39.922777] [INFO ] [sig ] [268/3544] Completed AVB in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:39.922818] [INFO ] [sig ] [269/3544] Forecasting AVBP... [2025-12-02T20:26:39.922854] [INFO ] [sig ] Generating forecast for: AVBP [2025-12-02T20:26:39.922885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'. [2025-12-02T20:26:39.934312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVBP'. [2025-12-02T20:26:39.934605] [INFO ] [FORECASTER] Starting predict_future for AVBP [2025-12-02T20:26:39.935380] [DEBUG] [LOCAL ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt [2025-12-02T20:26:39.935429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:39.935459] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:39.935485] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:39.935540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:39.993369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:39.994305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:39.994400] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:39.994433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:40.114087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:40.114239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:40.114278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:40.114304] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:40.117643] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=92.84%) [2025-12-02T20:26:40.117938] [INFO ] [FORECASTER] Completed predict_future for AVBP [2025-12-02T20:26:40.118069] [INFO ] [sig ] AVBP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:40.256024] [INFO ] [LOCAL ] Saved forecast: AVBP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVBP.txt [2025-12-02T20:26:40.256147] [INFO ] [sig ] [269/3544] Completed AVBP in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:40.256183] [INFO ] [sig ] [270/3544] Forecasting AVD... [2025-12-02T20:26:40.256211] [INFO ] [sig ] Generating forecast for: AVD [2025-12-02T20:26:40.256241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-12-02T20:26:40.267681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVD'. [2025-12-02T20:26:40.268026] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-12-02T20:26:40.268824] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-12-02T20:26:40.268873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:40.268903] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:40.268929] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:40.268984] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:40.324813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:40.325428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:40.325505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:40.325536] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:40.440523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:40.440680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:40.440718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:40.440747] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:40.443957] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=67.64%) [2025-12-02T20:26:40.444223] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-12-02T20:26:40.444345] [INFO ] [sig ] AVD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:40.582653] [INFO ] [LOCAL ] Saved forecast: AVD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVD.txt [2025-12-02T20:26:40.582771] [INFO ] [sig ] [270/3544] Completed AVD in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:40.582808] [INFO ] [sig ] [271/3544] Forecasting AVDL... [2025-12-02T20:26:40.582835] [INFO ] [sig ] Generating forecast for: AVDL [2025-12-02T20:26:40.582864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'. [2025-12-02T20:26:40.594612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVDL'. [2025-12-02T20:26:40.594921] [INFO ] [FORECASTER] Starting predict_future for AVDL [2025-12-02T20:26:40.595745] [DEBUG] [LOCAL ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt [2025-12-02T20:26:40.595795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:40.595826] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:40.595852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:40.595906] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:40.654115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:40.654810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:40.654889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:40.654921] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:40.779645] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:40.779789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:40.779827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:40.779854] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:40.783194] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=90.04%) [2025-12-02T20:26:40.783467] [INFO ] [FORECASTER] Completed predict_future for AVDL [2025-12-02T20:26:40.783611] [INFO ] [sig ] AVDL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:40.939614] [INFO ] [LOCAL ] Saved forecast: AVDL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVDL.txt [2025-12-02T20:26:40.939768] [INFO ] [sig ] [271/3544] Completed AVDL in 0.4s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:40.939806] [INFO ] [sig ] [272/3544] Forecasting AVGO... [2025-12-02T20:26:40.939835] [INFO ] [sig ] Generating forecast for: AVGO [2025-12-02T20:26:40.939863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'. [2025-12-02T20:26:40.952298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGO'. [2025-12-02T20:26:40.952770] [INFO ] [FORECASTER] Starting predict_future for AVGO [2025-12-02T20:26:40.953826] [DEBUG] [LOCAL ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt [2025-12-02T20:26:40.953886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:40.953928] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:40.953965] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:40.954046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:41.012520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:41.013408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:41.013495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:41.013527] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:41.134200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:41.134348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:41.134389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:41.134435] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:41.137831] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=80.62%) [2025-12-02T20:26:41.138124] [INFO ] [FORECASTER] Completed predict_future for AVGO [2025-12-02T20:26:41.138253] [INFO ] [sig ] AVGO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:41.273567] [INFO ] [LOCAL ] Saved forecast: AVGO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVGO.txt [2025-12-02T20:26:41.273711] [INFO ] [sig ] [272/3544] Completed AVGO in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:41.273749] [INFO ] [sig ] [273/3544] Forecasting AVGX... [2025-12-02T20:26:41.273777] [INFO ] [sig ] Generating forecast for: AVGX [2025-12-02T20:26:41.273805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'. [2025-12-02T20:26:41.287832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGX'. [2025-12-02T20:26:41.288162] [INFO ] [FORECASTER] Starting predict_future for AVGX [2025-12-02T20:26:41.288997] [DEBUG] [LOCAL ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt [2025-12-02T20:26:41.289049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:41.289081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:41.289108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:41.289164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:41.346806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:41.347480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:41.347561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:41.347612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:41.468205] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:41.468343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:41.468385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:41.468413] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:41.471779] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=78.60%) [2025-12-02T20:26:41.472049] [INFO ] [FORECASTER] Completed predict_future for AVGX [2025-12-02T20:26:41.472173] [INFO ] [sig ] AVGX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:41.610017] [INFO ] [LOCAL ] Saved forecast: AVGX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVGX.txt [2025-12-02T20:26:41.610139] [INFO ] [sig ] [273/3544] Completed AVGX in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:41.610184] [INFO ] [sig ] [274/3544] Forecasting AVK... [2025-12-02T20:26:41.610218] [INFO ] [sig ] Generating forecast for: AVK [2025-12-02T20:26:41.610252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-12-02T20:26:41.621865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVK'. [2025-12-02T20:26:41.622184] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-12-02T20:26:41.623007] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-12-02T20:26:41.623059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:41.623091] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:41.623119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:41.623176] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:41.681326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:41.682022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:41.682104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:41.682159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:41.797116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:41.797259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:41.797296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:41.797323] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:41.800694] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=72.03%) [2025-12-02T20:26:41.800956] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-12-02T20:26:41.801078] [INFO ] [sig ] AVK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:41.939395] [INFO ] [LOCAL ] Saved forecast: AVK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVK.txt [2025-12-02T20:26:41.939514] [INFO ] [sig ] [274/3544] Completed AVK in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:41.939551] [INFO ] [sig ] [275/3544] Forecasting AVNS... [2025-12-02T20:26:41.939596] [INFO ] [sig ] Generating forecast for: AVNS [2025-12-02T20:26:41.939626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-12-02T20:26:41.951071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVNS'. [2025-12-02T20:26:41.951381] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-12-02T20:26:41.952225] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-12-02T20:26:41.952278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:41.952310] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:41.952338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:41.952394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:42.011320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:42.012183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:42.012329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:42.012378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:42.130696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:42.130843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:42.130883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:42.130910] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:42.134172] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=92.80%) [2025-12-02T20:26:42.134436] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-12-02T20:26:42.134558] [INFO ] [sig ] AVNS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:42.270843] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVNS.txt [2025-12-02T20:26:42.270967] [INFO ] [sig ] [275/3544] Completed AVNS in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.4m [2025-12-02T20:26:42.271005] [INFO ] [sig ] [276/3544] Forecasting AVO... [2025-12-02T20:26:42.271034] [INFO ] [sig ] Generating forecast for: AVO [2025-12-02T20:26:42.271062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'. [2025-12-02T20:26:42.282333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVO'. [2025-12-02T20:26:42.282632] [INFO ] [FORECASTER] Starting predict_future for AVO [2025-12-02T20:26:42.283388] [DEBUG] [LOCAL ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt [2025-12-02T20:26:42.283436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:42.283467] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:42.283503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:42.283559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:42.339205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:42.339812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:42.339887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:42.339917] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:42.456235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:42.456376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:42.456417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:42.456446] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:42.459870] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=63.46%) [2025-12-02T20:26:42.460147] [INFO ] [FORECASTER] Completed predict_future for AVO [2025-12-02T20:26:42.460292] [INFO ] [sig ] AVO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:42.597621] [INFO ] [LOCAL ] Saved forecast: AVO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVO.txt [2025-12-02T20:26:42.597751] [INFO ] [sig ] [276/3544] Completed AVO in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m [2025-12-02T20:26:42.597790] [INFO ] [sig ] [277/3544] Forecasting AVTX... [2025-12-02T20:26:42.597818] [INFO ] [sig ] Generating forecast for: AVTX [2025-12-02T20:26:42.597847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'. [2025-12-02T20:26:42.609292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVTX'. [2025-12-02T20:26:42.609655] [INFO ] [FORECASTER] Starting predict_future for AVTX [2025-12-02T20:26:42.610482] [DEBUG] [LOCAL ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt [2025-12-02T20:26:42.610533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:42.610564] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:42.610623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:42.610684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:42.667001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:42.667707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:42.667786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:42.667816] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:42.785216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:42.785353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:42.785391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:42.785418] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:42.788671] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=11.60%) [2025-12-02T20:26:42.788931] [INFO ] [FORECASTER] Completed predict_future for AVTX [2025-12-02T20:26:42.789052] [INFO ] [sig ] AVTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:42.929366] [INFO ] [LOCAL ] Saved forecast: AVTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AVTX.txt [2025-12-02T20:26:42.929499] [INFO ] [sig ] [277/3544] Completed AVTX in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:42.929537] [INFO ] [sig ] [278/3544] Forecasting AVXL... [2025-12-02T20:26:42.929565] [INFO ] [sig ] Generating forecast for: AVXL [2025-12-02T20:26:42.929614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'. [2025-12-02T20:26:42.942062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVXL'. [2025-12-02T20:26:42.942519] [INFO ] [FORECASTER] Starting predict_future for AVXL [2025-12-02T20:26:42.943462] [DEBUG] [LOCAL ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt [2025-12-02T20:26:42.943515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:42.943559] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:42.943630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:42.943701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:43.002276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:43.003147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:43.003237] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:43.003268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:43.144968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:43.145123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:43.145164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:43.145193] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:43.148653] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=80.77%) [2025-12-02T20:26:43.148950] [INFO ] [FORECASTER] Completed predict_future for AVXL [2025-12-02T20:26:43.149086] [INFO ] [sig ] AVXL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:43.287109] [INFO ] [LOCAL ] Saved forecast: AVXL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AVXL.txt [2025-12-02T20:26:43.287271] [INFO ] [sig ] [278/3544] Completed AVXL in 0.4s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:43.287309] [INFO ] [sig ] [279/3544] Forecasting AVY... [2025-12-02T20:26:43.287338] [INFO ] [sig ] Generating forecast for: AVY [2025-12-02T20:26:43.287368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'. [2025-12-02T20:26:43.298756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVY'. [2025-12-02T20:26:43.299038] [INFO ] [FORECASTER] Starting predict_future for AVY [2025-12-02T20:26:43.299836] [DEBUG] [LOCAL ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt [2025-12-02T20:26:43.299884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:43.299914] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:43.299939] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:43.299993] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:43.355750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:43.356523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:43.356622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:43.356655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:43.472783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:43.472928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:43.472970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:43.472998] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:43.476267] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=32.64%) [2025-12-02T20:26:43.476529] [INFO ] [FORECASTER] Completed predict_future for AVY [2025-12-02T20:26:43.476677] [INFO ] [sig ] AVY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:43.612977] [INFO ] [LOCAL ] Saved forecast: AVY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AVY.txt [2025-12-02T20:26:43.613098] [INFO ] [sig ] [279/3544] Completed AVY in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:43.613135] [INFO ] [sig ] [280/3544] Forecasting AWF... [2025-12-02T20:26:43.613163] [INFO ] [sig ] Generating forecast for: AWF [2025-12-02T20:26:43.613198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-12-02T20:26:43.625141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWF'. [2025-12-02T20:26:43.625417] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-12-02T20:26:43.626196] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-12-02T20:26:43.626244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:43.626275] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:43.626300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:43.626354] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:43.682684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:43.683296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:43.683372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:43.683403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:43.801614] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:43.801751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:43.801790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:43.801816] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:43.805045] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=58.30%) [2025-12-02T20:26:43.805306] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-12-02T20:26:43.805427] [INFO ] [sig ] AWF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:43.941626] [INFO ] [LOCAL ] Saved forecast: AWF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AWF.txt [2025-12-02T20:26:43.941759] [INFO ] [sig ] [280/3544] Completed AWF in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:43.941796] [INFO ] [sig ] [281/3544] Forecasting AWI... [2025-12-02T20:26:43.941824] [INFO ] [sig ] Generating forecast for: AWI [2025-12-02T20:26:43.941853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-12-02T20:26:43.954063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWI'. [2025-12-02T20:26:43.954350] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-12-02T20:26:43.955128] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-12-02T20:26:43.955177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:43.955209] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:43.955234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:43.955288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:44.011639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:44.012262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:44.012353] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:44.012383] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:44.130871] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:44.131008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:44.131046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:44.131073] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:44.134355] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=36.54%) [2025-12-02T20:26:44.134636] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-12-02T20:26:44.134762] [INFO ] [sig ] AWI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:44.271798] [INFO ] [LOCAL ] Saved forecast: AWI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AWI.txt [2025-12-02T20:26:44.271934] [INFO ] [sig ] [281/3544] Completed AWI in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:44.271973] [INFO ] [sig ] [282/3544] Forecasting AWK... [2025-12-02T20:26:44.272002] [INFO ] [sig ] Generating forecast for: AWK [2025-12-02T20:26:44.272030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-12-02T20:26:44.284638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWK'. [2025-12-02T20:26:44.285046] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-12-02T20:26:44.285867] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-12-02T20:26:44.285916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:44.285977] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:44.286004] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:44.286060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:44.342445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:44.343379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:44.343463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:44.343493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:44.461108] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:44.461280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:44.461331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:44.461361] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:44.464868] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-12-02T20:26:44.465143] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-12-02T20:26:44.465275] [INFO ] [sig ] AWK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:44.609897] [INFO ] [LOCAL ] Saved forecast: AWK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AWK.txt [2025-12-02T20:26:44.610064] [INFO ] [sig ] [282/3544] Completed AWK in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:44.610116] [INFO ] [sig ] [283/3544] Forecasting AWP... [2025-12-02T20:26:44.610149] [INFO ] [sig ] Generating forecast for: AWP [2025-12-02T20:26:44.610178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-12-02T20:26:44.624176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWP'. [2025-12-02T20:26:44.624482] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-12-02T20:26:44.625263] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-12-02T20:26:44.625312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:44.625342] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:44.625367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:44.625422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:44.681373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:44.681997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:44.682073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:44.682105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:44.797708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:44.797855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:44.797938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:44.797965] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:44.801301] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=33.24%) [2025-12-02T20:26:44.801606] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-12-02T20:26:44.801731] [INFO ] [sig ] AWP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:44.939492] [INFO ] [LOCAL ] Saved forecast: AWP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AWP.txt [2025-12-02T20:26:44.939647] [INFO ] [sig ] [283/3544] Completed AWP in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:44.939690] [INFO ] [sig ] [284/3544] Forecasting AXGN... [2025-12-02T20:26:44.939723] [INFO ] [sig ] Generating forecast for: AXGN [2025-12-02T20:26:44.939752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'. [2025-12-02T20:26:44.958458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXGN'. [2025-12-02T20:26:44.958761] [INFO ] [FORECASTER] Starting predict_future for AXGN [2025-12-02T20:26:44.959517] [DEBUG] [LOCAL ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt [2025-12-02T20:26:44.959565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:44.959615] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:44.959641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:44.959695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:45.015132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:45.015801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:45.015877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:45.015907] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:45.138347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:45.138481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:45.138518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:45.138545] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:45.141791] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-12-02T20:26:45.142078] [INFO ] [FORECASTER] Completed predict_future for AXGN [2025-12-02T20:26:45.142211] [INFO ] [sig ] AXGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:45.280164] [INFO ] [LOCAL ] Saved forecast: AXGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AXGN.txt [2025-12-02T20:26:45.280300] [INFO ] [sig ] [284/3544] Completed AXGN in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:45.280344] [INFO ] [sig ] [285/3544] Forecasting AXL... [2025-12-02T20:26:45.280377] [INFO ] [sig ] Generating forecast for: AXL [2025-12-02T20:26:45.280410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-12-02T20:26:45.292429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXL'. [2025-12-02T20:26:45.292717] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-12-02T20:26:45.293468] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-12-02T20:26:45.293520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:45.293550] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:45.293593] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:45.293649] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:45.351167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:45.351958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:45.352039] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:45.352071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:45.478328] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:45.478445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:45.478486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:45.478542] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:45.481838] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=41.12%) [2025-12-02T20:26:45.482102] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-12-02T20:26:45.482224] [INFO ] [sig ] AXL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:45.622096] [INFO ] [LOCAL ] Saved forecast: AXL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AXL.txt [2025-12-02T20:26:45.622249] [INFO ] [sig ] [285/3544] Completed AXL in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:45.622290] [INFO ] [sig ] [286/3544] Forecasting AXON... [2025-12-02T20:26:45.622319] [INFO ] [sig ] Generating forecast for: AXON [2025-12-02T20:26:45.622347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'. [2025-12-02T20:26:45.633305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXON'. [2025-12-02T20:26:45.633622] [INFO ] [FORECASTER] Starting predict_future for AXON [2025-12-02T20:26:45.634397] [DEBUG] [LOCAL ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt [2025-12-02T20:26:45.634446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:45.634476] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:45.634501] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:45.634555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:45.691073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:45.691753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:45.691831] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:45.691863] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:45.810062] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:45.810205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:45.810245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:45.810273] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:45.813675] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=58.05%) [2025-12-02T20:26:45.813947] [INFO ] [FORECASTER] Completed predict_future for AXON [2025-12-02T20:26:45.814074] [INFO ] [sig ] AXON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:45.952526] [INFO ] [LOCAL ] Saved forecast: AXON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AXON.txt [2025-12-02T20:26:45.952696] [INFO ] [sig ] [286/3544] Completed AXON in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:45.952739] [INFO ] [sig ] [287/3544] Forecasting AXP... [2025-12-02T20:26:45.952769] [INFO ] [sig ] Generating forecast for: AXP [2025-12-02T20:26:45.952797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-12-02T20:26:45.963806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXP'. [2025-12-02T20:26:45.964106] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-12-02T20:26:45.964940] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-12-02T20:26:45.964990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:45.965022] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:45.965049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:45.965107] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:46.022729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:46.023437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:46.023517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:46.023550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:46.146794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:46.146941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:46.146983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:46.147012] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:46.150476] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=92.77%) [2025-12-02T20:26:46.150772] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-12-02T20:26:46.150898] [INFO ] [sig ] AXP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:46.291107] [INFO ] [LOCAL ] Saved forecast: AXP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AXP.txt [2025-12-02T20:26:46.291231] [INFO ] [sig ] [287/3544] Completed AXP in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:46.291271] [INFO ] [sig ] [288/3544] Forecasting AXS... [2025-12-02T20:26:46.291301] [INFO ] [sig ] Generating forecast for: AXS [2025-12-02T20:26:46.291331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-12-02T20:26:46.302682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXS'. [2025-12-02T20:26:46.302993] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-12-02T20:26:46.303805] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-12-02T20:26:46.303857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:46.303901] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:46.303957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:46.304038] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:46.364055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:46.364849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:46.364932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:46.364964] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:46.485165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:46.485312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:46.485352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:46.485378] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:46.488982] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=62.64%) [2025-12-02T20:26:46.489251] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-12-02T20:26:46.489370] [INFO ] [sig ] AXS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:46.630423] [INFO ] [LOCAL ] Saved forecast: AXS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AXS.txt [2025-12-02T20:26:46.630544] [INFO ] [sig ] [288/3544] Completed AXS in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:46.630598] [INFO ] [sig ] [289/3544] Forecasting AXSM... [2025-12-02T20:26:46.630629] [INFO ] [sig ] Generating forecast for: AXSM [2025-12-02T20:26:46.630657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'. [2025-12-02T20:26:46.641602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXSM'. [2025-12-02T20:26:46.641892] [INFO ] [FORECASTER] Starting predict_future for AXSM [2025-12-02T20:26:46.642675] [DEBUG] [LOCAL ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt [2025-12-02T20:26:46.642723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:46.642763] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:46.642790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:46.642845] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:46.698404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:46.699084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:46.699162] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:46.699193] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:46.816803] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:46.816948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:46.816989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:46.817017] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:46.820342] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=37.80%) [2025-12-02T20:26:46.820621] [INFO ] [FORECASTER] Completed predict_future for AXSM [2025-12-02T20:26:46.820748] [INFO ] [sig ] AXSM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:46.960235] [INFO ] [LOCAL ] Saved forecast: AXSM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AXSM.txt [2025-12-02T20:26:46.960368] [INFO ] [sig ] [289/3544] Completed AXSM in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:46.960406] [INFO ] [sig ] [290/3544] Forecasting AXTA... [2025-12-02T20:26:46.960435] [INFO ] [sig ] Generating forecast for: AXTA [2025-12-02T20:26:46.960464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-12-02T20:26:46.971751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTA'. [2025-12-02T20:26:46.972052] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-12-02T20:26:46.972867] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-12-02T20:26:46.972918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:46.972949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:46.972975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:46.973031] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:47.032236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:47.033037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:47.033118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:47.033151] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:47.155015] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:47.155165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:47.155207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:47.155234] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:47.158720] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=7.79%) [2025-12-02T20:26:47.158994] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-12-02T20:26:47.159124] [INFO ] [sig ] AXTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:47.303746] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AXTA.txt [2025-12-02T20:26:47.303883] [INFO ] [sig ] [290/3544] Completed AXTA in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:47.303922] [INFO ] [sig ] [291/3544] Forecasting AZN... [2025-12-02T20:26:47.303950] [INFO ] [sig ] Generating forecast for: AZN [2025-12-02T20:26:47.303978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'. [2025-12-02T20:26:47.314946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZN'. [2025-12-02T20:26:47.315247] [INFO ] [FORECASTER] Starting predict_future for AZN [2025-12-02T20:26:47.316030] [DEBUG] [LOCAL ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt [2025-12-02T20:26:47.316079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:47.316111] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:47.316137] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:47.316192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:47.372952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:47.373723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:47.373803] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:47.373835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:47.496179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:47.496318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:47.496358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:47.496385] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:47.499790] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-12-02T20:26:47.500057] [INFO ] [FORECASTER] Completed predict_future for AZN [2025-12-02T20:26:47.500180] [INFO ] [sig ] AZN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:47.641349] [INFO ] [LOCAL ] Saved forecast: AZN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/AZN.txt [2025-12-02T20:26:47.641476] [INFO ] [sig ] [291/3544] Completed AZN in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:47.641514] [INFO ] [sig ] [292/3544] Forecasting AZO... [2025-12-02T20:26:47.641542] [INFO ] [sig ] Generating forecast for: AZO [2025-12-02T20:26:47.641585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-12-02T20:26:47.652377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZO'. [2025-12-02T20:26:47.652687] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-12-02T20:26:47.653440] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-12-02T20:26:47.653489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:47.653519] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:47.653545] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:47.653616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:47.709677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:47.710418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:47.710525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:47.710557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:47.828368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:47.828516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:47.828555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:47.828600] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:47.831864] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=33.72%) [2025-12-02T20:26:47.832126] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-12-02T20:26:47.832250] [INFO ] [sig ] AZO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:47.972700] [INFO ] [LOCAL ] Saved forecast: AZO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AZO.txt [2025-12-02T20:26:47.972827] [INFO ] [sig ] [292/3544] Completed AZO in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.3m [2025-12-02T20:26:47.972872] [INFO ] [sig ] [293/3544] Forecasting AZZ... [2025-12-02T20:26:47.972902] [INFO ] [sig ] Generating forecast for: AZZ [2025-12-02T20:26:47.972931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-12-02T20:26:47.983621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZZ'. [2025-12-02T20:26:47.983916] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-12-02T20:26:47.984690] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-12-02T20:26:47.984739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:47.984769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:47.984795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:47.984851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:48.041294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:48.042077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:48.042157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:48.042189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:48.157119] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:48.157263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:48.157310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:48.157343] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:48.160716] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-12-02T20:26:48.160978] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-12-02T20:26:48.161099] [INFO ] [sig ] AZZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:48.300017] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/AZZ.txt [2025-12-02T20:26:48.300143] [INFO ] [sig ] [293/3544] Completed AZZ in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.2m [2025-12-02T20:26:48.300181] [INFO ] [sig ] [294/3544] Forecasting BA... [2025-12-02T20:26:48.300209] [INFO ] [sig ] Generating forecast for: BA [2025-12-02T20:26:48.300237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-12-02T20:26:48.311848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BA'. [2025-12-02T20:26:48.312171] [INFO ] [FORECASTER] Starting predict_future for BA [2025-12-02T20:26:48.312980] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-12-02T20:26:48.313032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:48.313072] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:48.313101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:48.313159] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:48.372345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:48.373144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:48.373233] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:48.373265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:48.496729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:48.496826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:48.496875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:48.496904] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:48.500475] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=92.49%) [2025-12-02T20:26:48.500794] [INFO ] [FORECASTER] Completed predict_future for BA [2025-12-02T20:26:48.500937] [INFO ] [sig ] BA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:48.641548] [INFO ] [LOCAL ] Saved forecast: BA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BA.txt [2025-12-02T20:26:48.641700] [INFO ] [sig ] [294/3544] Completed BA in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:48.641739] [INFO ] [sig ] [295/3544] Forecasting BABA... [2025-12-02T20:26:48.641768] [INFO ] [sig ] Generating forecast for: BABA [2025-12-02T20:26:48.641798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-12-02T20:26:48.653119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABA'. [2025-12-02T20:26:48.653468] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-12-02T20:26:48.654289] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-12-02T20:26:48.654340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:48.654371] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:48.654399] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:48.654456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:48.713270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:48.713976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:48.714054] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:48.714088] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:48.835815] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:48.835951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:48.835990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:48.836017] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:48.839262] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=6.63%) [2025-12-02T20:26:48.839525] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-12-02T20:26:48.839664] [INFO ] [sig ] BABA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:48.978108] [INFO ] [LOCAL ] Saved forecast: BABA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BABA.txt [2025-12-02T20:26:48.978281] [INFO ] [sig ] [295/3544] Completed BABA in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:48.978325] [INFO ] [sig ] [296/3544] Forecasting BABX... [2025-12-02T20:26:48.978356] [INFO ] [sig ] Generating forecast for: BABX [2025-12-02T20:26:48.978387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'. [2025-12-02T20:26:48.989328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABX'. [2025-12-02T20:26:48.989640] [INFO ] [FORECASTER] Starting predict_future for BABX [2025-12-02T20:26:48.990441] [DEBUG] [LOCAL ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt [2025-12-02T20:26:48.990492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:48.990525] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:48.990553] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:48.990630] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:49.049264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:49.050118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:49.050199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:49.050231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:49.169917] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:49.170063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:49.170102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:49.170146] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:49.173487] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=97.84%) [2025-12-02T20:26:49.173773] [INFO ] [FORECASTER] Completed predict_future for BABX [2025-12-02T20:26:49.173899] [INFO ] [sig ] BABX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:49.310227] [INFO ] [LOCAL ] Saved forecast: BABX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BABX.txt [2025-12-02T20:26:49.310364] [INFO ] [sig ] [296/3544] Completed BABX in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:49.310403] [INFO ] [sig ] [297/3544] Forecasting BAC... [2025-12-02T20:26:49.310430] [INFO ] [sig ] Generating forecast for: BAC [2025-12-02T20:26:49.310459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-12-02T20:26:49.322139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAC'. [2025-12-02T20:26:49.322515] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-12-02T20:26:49.323344] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-12-02T20:26:49.323395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:49.323427] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:49.323454] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:49.323510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:49.381813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:49.382685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:49.382773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:49.382806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:49.508454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:49.508630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:49.508674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:49.508705] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:49.512288] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=90.25%) [2025-12-02T20:26:49.512601] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-12-02T20:26:49.512741] [INFO ] [sig ] BAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:49.656474] [INFO ] [LOCAL ] Saved forecast: BAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BAC.txt [2025-12-02T20:26:49.656631] [INFO ] [sig ] [297/3544] Completed BAC in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:49.656675] [INFO ] [sig ] [298/3544] Forecasting BAH... [2025-12-02T20:26:49.656705] [INFO ] [sig ] Generating forecast for: BAH [2025-12-02T20:26:49.656737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-12-02T20:26:49.668342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAH'. [2025-12-02T20:26:49.668675] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-12-02T20:26:49.669513] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-12-02T20:26:49.669565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:49.669618] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:49.669647] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:49.669704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:49.729851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:49.730552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:49.730659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:49.730715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:49.855812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:49.855951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:49.856004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:49.856036] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:49.859563] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-12-02T20:26:49.859855] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-12-02T20:26:49.859984] [INFO ] [sig ] BAH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:49.997759] [INFO ] [LOCAL ] Saved forecast: BAH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BAH.txt [2025-12-02T20:26:49.997903] [INFO ] [sig ] [298/3544] Completed BAH in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:49.997947] [INFO ] [sig ] [299/3544] Forecasting BAK... [2025-12-02T20:26:49.997978] [INFO ] [sig ] Generating forecast for: BAK [2025-12-02T20:26:49.998007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-12-02T20:26:50.009502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAK'. [2025-12-02T20:26:50.009858] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-12-02T20:26:50.010767] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-12-02T20:26:50.010827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:50.010900] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:50.010934] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:50.011007] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:50.071300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:50.072025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:50.072103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:50.072134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:50.195916] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:50.196073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:50.196115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:50.196145] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:50.199548] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=37.82%) [2025-12-02T20:26:50.199844] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-12-02T20:26:50.199973] [INFO ] [sig ] BAK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:50.338371] [INFO ] [LOCAL ] Saved forecast: BAK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BAK.txt [2025-12-02T20:26:50.338523] [INFO ] [sig ] [299/3544] Completed BAK in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:50.338564] [INFO ] [sig ] [300/3544] Forecasting BALL... [2025-12-02T20:26:50.338616] [INFO ] [sig ] Generating forecast for: BALL [2025-12-02T20:26:50.338647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-12-02T20:26:50.353265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BALL'. [2025-12-02T20:26:50.353862] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-12-02T20:26:50.354915] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-12-02T20:26:50.354971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:50.355006] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:50.355032] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:50.355114] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:50.413941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:50.415083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:50.415188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:50.415220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:50.542003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:50.542245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:50.542296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:50.542352] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:50.546416] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=80.09%) [2025-12-02T20:26:50.546749] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-12-02T20:26:50.546890] [INFO ] [sig ] BALL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:50.689554] [INFO ] [LOCAL ] Saved forecast: BALL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BALL.txt [2025-12-02T20:26:50.689794] [INFO ] [sig ] [300/3544] Completed BALL in 0.4s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:50.689841] [INFO ] [sig ] [301/3544] Forecasting BAM... [2025-12-02T20:26:50.689871] [INFO ] [sig ] Generating forecast for: BAM [2025-12-02T20:26:50.689900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-12-02T20:26:50.703444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAM'. [2025-12-02T20:26:50.704010] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-12-02T20:26:50.704920] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-12-02T20:26:50.704969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:50.705002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:50.705027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:50.705084] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:50.762723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:50.763963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:50.764066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:50.764099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:50.888602] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:50.888841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:50.888886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:50.888914] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:50.892960] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=36.02%) [2025-12-02T20:26:50.893283] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-12-02T20:26:50.893456] [INFO ] [sig ] BAM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:51.031603] [INFO ] [LOCAL ] Saved forecast: BAM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BAM.txt [2025-12-02T20:26:51.031820] [INFO ] [sig ] [301/3544] Completed BAM in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:51.031862] [INFO ] [sig ] [302/3544] Forecasting BANC... [2025-12-02T20:26:51.031893] [INFO ] [sig ] Generating forecast for: BANC [2025-12-02T20:26:51.031926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-12-02T20:26:51.045671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANC'. [2025-12-02T20:26:51.046073] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-12-02T20:26:51.046921] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-12-02T20:26:51.046982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:51.047013] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:51.047038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:51.047092] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:51.104275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:51.104962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:51.105045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:51.105077] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:51.225184] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:51.225338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:51.225377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:51.225440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:51.228930] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=27.44%) [2025-12-02T20:26:51.229206] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-12-02T20:26:51.229339] [INFO ] [sig ] BANC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:51.372358] [INFO ] [LOCAL ] Saved forecast: BANC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BANC.txt [2025-12-02T20:26:51.372500] [INFO ] [sig ] [302/3544] Completed BANC in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:51.372538] [INFO ] [sig ] [303/3544] Forecasting BAND... [2025-12-02T20:26:51.372566] [INFO ] [sig ] Generating forecast for: BAND [2025-12-02T20:26:51.372616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'. [2025-12-02T20:26:51.384731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAND'. [2025-12-02T20:26:51.385066] [INFO ] [FORECASTER] Starting predict_future for BAND [2025-12-02T20:26:51.385882] [DEBUG] [LOCAL ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt [2025-12-02T20:26:51.385931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:51.385962] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:51.385988] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:51.386042] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:51.442854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:51.443606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:51.443689] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:51.443721] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:51.569246] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:51.569399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:51.569441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:51.569470] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:51.572885] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=61.72%) [2025-12-02T20:26:51.573161] [INFO ] [FORECASTER] Completed predict_future for BAND [2025-12-02T20:26:51.573289] [INFO ] [sig ] BAND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:51.717472] [INFO ] [LOCAL ] Saved forecast: BAND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BAND.txt [2025-12-02T20:26:51.717626] [INFO ] [sig ] [303/3544] Completed BAND in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:51.717667] [INFO ] [sig ] [304/3544] Forecasting BANX... [2025-12-02T20:26:51.717695] [INFO ] [sig ] Generating forecast for: BANX [2025-12-02T20:26:51.717723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'. [2025-12-02T20:26:51.729017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANX'. [2025-12-02T20:26:51.729327] [INFO ] [FORECASTER] Starting predict_future for BANX [2025-12-02T20:26:51.730130] [DEBUG] [LOCAL ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt [2025-12-02T20:26:51.730178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:51.730207] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:51.730232] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:51.730288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:51.786181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:51.786994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:51.787077] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:51.787107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:51.900612] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:51.900766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:51.900808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:51.900838] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:51.904431] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=22.03%) [2025-12-02T20:26:51.904762] [INFO ] [FORECASTER] Completed predict_future for BANX [2025-12-02T20:26:51.904900] [INFO ] [sig ] BANX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:52.046242] [INFO ] [LOCAL ] Saved forecast: BANX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BANX.txt [2025-12-02T20:26:52.046381] [INFO ] [sig ] [304/3544] Completed BANX in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:52.046420] [INFO ] [sig ] [305/3544] Forecasting BAP... [2025-12-02T20:26:52.046449] [INFO ] [sig ] Generating forecast for: BAP [2025-12-02T20:26:52.046478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-12-02T20:26:52.057908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAP'. [2025-12-02T20:26:52.058231] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-12-02T20:26:52.059076] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-12-02T20:26:52.059127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:52.059158] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:52.059184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:52.059239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:52.118349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:52.119122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:52.119203] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:52.119235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:52.242644] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:52.242880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:52.242931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:52.242963] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:52.247145] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=47.72%) [2025-12-02T20:26:52.247535] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-12-02T20:26:52.247735] [INFO ] [sig ] BAP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:52.397350] [INFO ] [LOCAL ] Saved forecast: BAP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BAP.txt [2025-12-02T20:26:52.397599] [INFO ] [sig ] [305/3544] Completed BAP in 0.4s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:52.397645] [INFO ] [sig ] [306/3544] Forecasting BATRA... [2025-12-02T20:26:52.397675] [INFO ] [sig ] Generating forecast for: BATRA [2025-12-02T20:26:52.397705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'. [2025-12-02T20:26:52.411115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRA'. [2025-12-02T20:26:52.411895] [INFO ] [FORECASTER] Starting predict_future for BATRA [2025-12-02T20:26:52.413041] [DEBUG] [LOCAL ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt [2025-12-02T20:26:52.413093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:52.413125] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:52.413151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:52.413207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:52.475459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:52.476983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:52.477101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:52.477135] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:52.613856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:52.614111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:52.614159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:52.614187] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:52.619169] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=34.93%) [2025-12-02T20:26:52.619613] [INFO ] [FORECASTER] Completed predict_future for BATRA [2025-12-02T20:26:52.619811] [INFO ] [sig ] BATRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:52.768279] [INFO ] [LOCAL ] Saved forecast: BATRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BATRA.txt [2025-12-02T20:26:52.768531] [INFO ] [sig ] [306/3544] Completed BATRA in 0.4s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:52.768622] [INFO ] [sig ] [307/3544] Forecasting BATRK... [2025-12-02T20:26:52.768655] [INFO ] [sig ] Generating forecast for: BATRK [2025-12-02T20:26:52.768684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'. [2025-12-02T20:26:52.781610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRK'. [2025-12-02T20:26:52.781985] [INFO ] [FORECASTER] Starting predict_future for BATRK [2025-12-02T20:26:52.782868] [DEBUG] [LOCAL ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt [2025-12-02T20:26:52.782920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:52.782953] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:52.782979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:52.783036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:52.840222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:52.841096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:52.841183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:52.841215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:52.961395] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:52.961556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:52.961618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:52.961648] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:52.965082] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=67.09%) [2025-12-02T20:26:52.965348] [INFO ] [FORECASTER] Completed predict_future for BATRK [2025-12-02T20:26:52.965471] [INFO ] [sig ] BATRK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:53.101841] [INFO ] [LOCAL ] Saved forecast: BATRK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BATRK.txt [2025-12-02T20:26:53.101986] [INFO ] [sig ] [307/3544] Completed BATRK in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:53.102026] [INFO ] [sig ] [308/3544] Forecasting BAX... [2025-12-02T20:26:53.102053] [INFO ] [sig ] Generating forecast for: BAX [2025-12-02T20:26:53.102081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-12-02T20:26:53.113256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAX'. [2025-12-02T20:26:53.113539] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-12-02T20:26:53.114327] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-12-02T20:26:53.114376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:53.114407] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:53.114435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:53.114491] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:53.170600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:53.171324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:53.171403] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:53.171433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:53.290695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:53.290847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:53.290889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:53.290916] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:53.294280] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=55.01%) [2025-12-02T20:26:53.294558] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-12-02T20:26:53.294704] [INFO ] [sig ] BAX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:53.430349] [INFO ] [LOCAL ] Saved forecast: BAX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BAX.txt [2025-12-02T20:26:53.430482] [INFO ] [sig ] [308/3544] Completed BAX in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:53.430520] [INFO ] [sig ] [309/3544] Forecasting BB... [2025-12-02T20:26:53.430548] [INFO ] [sig ] Generating forecast for: BB [2025-12-02T20:26:53.430594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-12-02T20:26:53.441997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BB'. [2025-12-02T20:26:53.442340] [INFO ] [FORECASTER] Starting predict_future for BB [2025-12-02T20:26:53.443183] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-12-02T20:26:53.443233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:53.443263] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:53.443288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:53.443343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:53.503154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:53.503885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:53.503989] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:53.504030] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:53.625186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:53.625350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:53.625390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:53.625418] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:53.628815] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=96.62%) [2025-12-02T20:26:53.629078] [INFO ] [FORECASTER] Completed predict_future for BB [2025-12-02T20:26:53.629200] [INFO ] [sig ] BB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:53.767263] [INFO ] [LOCAL ] Saved forecast: BB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BB.txt [2025-12-02T20:26:53.767403] [INFO ] [sig ] [309/3544] Completed BB in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:53.767442] [INFO ] [sig ] [310/3544] Forecasting BBAI... [2025-12-02T20:26:53.767478] [INFO ] [sig ] Generating forecast for: BBAI [2025-12-02T20:26:53.767509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-12-02T20:26:53.779113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBAI'. [2025-12-02T20:26:53.779404] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-12-02T20:26:53.780225] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-12-02T20:26:53.780275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:53.780306] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:53.780331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:53.780386] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:53.836288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:53.837007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:53.837084] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:53.837116] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:53.957162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:53.957318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:53.957358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:53.957388] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:53.960843] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-12-02T20:26:53.961112] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-12-02T20:26:53.961238] [INFO ] [sig ] BBAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:54.103354] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BBAI.txt [2025-12-02T20:26:54.103509] [INFO ] [sig ] [310/3544] Completed BBAI in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:54.103559] [INFO ] [sig ] [311/3544] Forecasting BBCP... [2025-12-02T20:26:54.103621] [INFO ] [sig ] Generating forecast for: BBCP [2025-12-02T20:26:54.103653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'. [2025-12-02T20:26:54.115092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBCP'. [2025-12-02T20:26:54.115394] [INFO ] [FORECASTER] Starting predict_future for BBCP [2025-12-02T20:26:54.116280] [DEBUG] [LOCAL ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt [2025-12-02T20:26:54.116331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:54.116363] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:54.116389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:54.116445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:54.173076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:54.173792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:54.173871] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:54.173902] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:54.295190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:54.295337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:54.295381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:54.295408] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:54.298746] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=44.92%) [2025-12-02T20:26:54.299007] [INFO ] [FORECASTER] Completed predict_future for BBCP [2025-12-02T20:26:54.299127] [INFO ] [sig ] BBCP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:54.438384] [INFO ] [LOCAL ] Saved forecast: BBCP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BBCP.txt [2025-12-02T20:26:54.438531] [INFO ] [sig ] [311/3544] Completed BBCP in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.2m [2025-12-02T20:26:54.438596] [INFO ] [sig ] [312/3544] Forecasting BBD... [2025-12-02T20:26:54.438629] [INFO ] [sig ] Generating forecast for: BBD [2025-12-02T20:26:54.438659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-12-02T20:26:54.450275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBD'. [2025-12-02T20:26:54.450633] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-12-02T20:26:54.451423] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-12-02T20:26:54.451477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:54.451510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:54.451538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:54.451613] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:54.507377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:54.508024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:54.508101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:54.508133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:54.633635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:54.633761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:54.633800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:54.633828] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:54.637153] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=13.56%) [2025-12-02T20:26:54.637416] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-12-02T20:26:54.637543] [INFO ] [sig ] BBD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:54.778333] [INFO ] [LOCAL ] Saved forecast: BBD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BBD.txt [2025-12-02T20:26:54.778489] [INFO ] [sig ] [312/3544] Completed BBD in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.2m [2025-12-02T20:26:54.778529] [INFO ] [sig ] [313/3544] Forecasting BBDO... [2025-12-02T20:26:54.778558] [INFO ] [sig ] Generating forecast for: BBDO [2025-12-02T20:26:54.778612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-12-02T20:26:54.790032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBDO'. [2025-12-02T20:26:54.790352] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-12-02T20:26:54.791159] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-12-02T20:26:54.791210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:54.791252] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:54.791280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:54.791337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:54.848396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:54.849115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:54.849196] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:54.849228] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:54.973092] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:54.973239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:54.973279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:54.973308] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:54.976823] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=40.73%) [2025-12-02T20:26:54.977094] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-12-02T20:26:54.977221] [INFO ] [sig ] BBDO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:55.119232] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BBDO.txt [2025-12-02T20:26:55.119360] [INFO ] [sig ] [313/3544] Completed BBDO in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.2m [2025-12-02T20:26:55.119398] [INFO ] [sig ] [314/3544] Forecasting BBH... [2025-12-02T20:26:55.119427] [INFO ] [sig ] Generating forecast for: BBH [2025-12-02T20:26:55.119456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'. [2025-12-02T20:26:55.130436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBH'. [2025-12-02T20:26:55.130740] [INFO ] [FORECASTER] Starting predict_future for BBH [2025-12-02T20:26:55.131503] [DEBUG] [LOCAL ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt [2025-12-02T20:26:55.131551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:55.131599] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:55.131630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:55.131685] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:55.189385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:55.190206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:55.190285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:55.190316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:55.298965] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:55.299112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:55.299151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:55.299179] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:55.302441] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=80.84%) [2025-12-02T20:26:55.302722] [INFO ] [FORECASTER] Completed predict_future for BBH [2025-12-02T20:26:55.302844] [INFO ] [sig ] BBH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:55.442509] [INFO ] [LOCAL ] Saved forecast: BBH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BBH.txt [2025-12-02T20:26:55.442659] [INFO ] [sig ] [314/3544] Completed BBH in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:55.442698] [INFO ] [sig ] [315/3544] Forecasting BBIO... [2025-12-02T20:26:55.442727] [INFO ] [sig ] Generating forecast for: BBIO [2025-12-02T20:26:55.442756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'. [2025-12-02T20:26:55.454202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBIO'. [2025-12-02T20:26:55.454540] [INFO ] [FORECASTER] Starting predict_future for BBIO [2025-12-02T20:26:55.455341] [DEBUG] [LOCAL ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt [2025-12-02T20:26:55.455389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:55.455420] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:55.455445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:55.455505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:55.510955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:55.511599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:55.511675] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:55.511705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:55.633299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:55.633445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:55.633483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:55.633513] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:55.636808] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=98.78%) [2025-12-02T20:26:55.637070] [INFO ] [FORECASTER] Completed predict_future for BBIO [2025-12-02T20:26:55.637190] [INFO ] [sig ] BBIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:55.777355] [INFO ] [LOCAL ] Saved forecast: BBIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BBIO.txt [2025-12-02T20:26:55.777484] [INFO ] [sig ] [315/3544] Completed BBIO in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:55.777522] [INFO ] [sig ] [316/3544] Forecasting BBLG... [2025-12-02T20:26:55.777550] [INFO ] [sig ] Generating forecast for: BBLG [2025-12-02T20:26:55.777602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'. [2025-12-02T20:26:55.788672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBLG'. [2025-12-02T20:26:55.789018] [INFO ] [FORECASTER] Starting predict_future for BBLG [2025-12-02T20:26:55.789856] [DEBUG] [LOCAL ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt [2025-12-02T20:26:55.789905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:55.789962] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:55.789990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:55.790046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:55.847340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:55.848150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:55.848226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:55.848257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:55.964180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:55.964330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:55.964371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:55.964398] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:55.967693] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=76.33%) [2025-12-02T20:26:55.967978] [INFO ] [FORECASTER] Completed predict_future for BBLG [2025-12-02T20:26:55.968099] [INFO ] [sig ] BBLG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:56.105502] [INFO ] [LOCAL ] Saved forecast: BBLG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BBLG.txt [2025-12-02T20:26:56.105652] [INFO ] [sig ] [316/3544] Completed BBLG in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:56.105698] [INFO ] [sig ] [317/3544] Forecasting BBN... [2025-12-02T20:26:56.105728] [INFO ] [sig ] Generating forecast for: BBN [2025-12-02T20:26:56.105759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-12-02T20:26:56.116777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBN'. [2025-12-02T20:26:56.117064] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-12-02T20:26:56.117856] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-12-02T20:26:56.117925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:56.117956] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:56.117981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:56.118036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:56.174791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:56.175481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:56.175565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:56.175614] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:56.294024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:56.294169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:56.294209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:56.294236] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:56.297519] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=41.47%) [2025-12-02T20:26:56.297800] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-12-02T20:26:56.297960] [INFO ] [sig ] BBN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:56.437744] [INFO ] [LOCAL ] Saved forecast: BBN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BBN.txt [2025-12-02T20:26:56.437934] [INFO ] [sig ] [317/3544] Completed BBN in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:56.437976] [INFO ] [sig ] [318/3544] Forecasting BBSI... [2025-12-02T20:26:56.438008] [INFO ] [sig ] Generating forecast for: BBSI [2025-12-02T20:26:56.438039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'. [2025-12-02T20:26:56.449225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBSI'. [2025-12-02T20:26:56.449522] [INFO ] [FORECASTER] Starting predict_future for BBSI [2025-12-02T20:26:56.450319] [DEBUG] [LOCAL ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt [2025-12-02T20:26:56.450369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:56.450401] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:56.450427] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:56.450483] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:56.508106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:56.508786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:56.508866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:56.508897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:56.630837] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:56.630986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:56.631026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:56.631053] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:56.634375] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=98.00%) [2025-12-02T20:26:56.634657] [INFO ] [FORECASTER] Completed predict_future for BBSI [2025-12-02T20:26:56.634794] [INFO ] [sig ] BBSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:56.770436] [INFO ] [LOCAL ] Saved forecast: BBSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BBSI.txt [2025-12-02T20:26:56.770566] [INFO ] [sig ] [318/3544] Completed BBSI in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:56.770622] [INFO ] [sig ] [319/3544] Forecasting BBUC... [2025-12-02T20:26:56.770650] [INFO ] [sig ] Generating forecast for: BBUC [2025-12-02T20:26:56.770680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-12-02T20:26:56.782426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBUC'. [2025-12-02T20:26:56.782745] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-12-02T20:26:56.783556] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-12-02T20:26:56.783621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:56.783653] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:56.783679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:56.783735] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:56.838795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:56.839435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:56.839514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:56.839547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:56.962869] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:56.963026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:56.963067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:56.963129] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:56.966494] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=85.35%) [2025-12-02T20:26:56.966784] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-12-02T20:26:56.966907] [INFO ] [sig ] BBUC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:57.109606] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BBUC.txt [2025-12-02T20:26:57.109775] [INFO ] [sig ] [319/3544] Completed BBUC in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:57.109828] [INFO ] [sig ] [320/3544] Forecasting BBVA... [2025-12-02T20:26:57.109862] [INFO ] [sig ] Generating forecast for: BBVA [2025-12-02T20:26:57.109894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-12-02T20:26:57.120932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBVA'. [2025-12-02T20:26:57.121222] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-12-02T20:26:57.122068] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-12-02T20:26:57.122120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:57.122152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:57.122179] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:57.122236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:57.180674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:57.181387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:57.181468] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:57.181500] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:57.304332] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:57.304471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:57.304526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:57.304561] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:57.307936] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=89.50%) [2025-12-02T20:26:57.308226] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-12-02T20:26:57.308360] [INFO ] [sig ] BBVA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:57.445757] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BBVA.txt [2025-12-02T20:26:57.445891] [INFO ] [sig ] [320/3544] Completed BBVA in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:57.445928] [INFO ] [sig ] [321/3544] Forecasting BBWI... [2025-12-02T20:26:57.445956] [INFO ] [sig ] Generating forecast for: BBWI [2025-12-02T20:26:57.445985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-12-02T20:26:57.455942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBWI'. [2025-12-02T20:26:57.456230] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-12-02T20:26:57.457048] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-12-02T20:26:57.457097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:57.457127] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:57.457152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:57.457207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:57.512869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:57.513598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:57.513690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:57.513721] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:57.636401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:57.636538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:57.636604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:57.636641] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:57.640015] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=3.02%) [2025-12-02T20:26:57.640283] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-12-02T20:26:57.640406] [INFO ] [sig ] BBWI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:57.777944] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BBWI.txt [2025-12-02T20:26:57.778080] [INFO ] [sig ] [321/3544] Completed BBWI in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:57.778117] [INFO ] [sig ] [322/3544] Forecasting BBY... [2025-12-02T20:26:57.778145] [INFO ] [sig ] Generating forecast for: BBY [2025-12-02T20:26:57.778173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-12-02T20:26:57.789372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBY'. [2025-12-02T20:26:57.789716] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-12-02T20:26:57.790491] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-12-02T20:26:57.790551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:57.790612] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:57.790647] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:57.790707] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:57.846156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:57.846788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:57.846876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:57.846907] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:57.965699] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:57.965853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:57.965892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:57.965919] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:57.969280] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=63.62%) [2025-12-02T20:26:57.969589] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-12-02T20:26:57.969724] [INFO ] [sig ] BBY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:58.106705] [INFO ] [LOCAL ] Saved forecast: BBY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BBY.txt [2025-12-02T20:26:58.106864] [INFO ] [sig ] [322/3544] Completed BBY in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:58.106903] [INFO ] [sig ] [323/3544] Forecasting BC... [2025-12-02T20:26:58.106933] [INFO ] [sig ] Generating forecast for: BC [2025-12-02T20:26:58.106962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-12-02T20:26:58.119630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BC'. [2025-12-02T20:26:58.119969] [INFO ] [FORECASTER] Starting predict_future for BC [2025-12-02T20:26:58.121171] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-12-02T20:26:58.121221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:58.121255] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:58.121282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:58.121339] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:58.176794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:58.177676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:58.177757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:58.177789] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:58.299912] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:58.300063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:58.300103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:58.300130] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:58.303508] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=64.74%) [2025-12-02T20:26:58.303803] [INFO ] [FORECASTER] Completed predict_future for BC [2025-12-02T20:26:58.303939] [INFO ] [sig ] BC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:58.447139] [INFO ] [LOCAL ] Saved forecast: BC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BC.txt [2025-12-02T20:26:58.447345] [INFO ] [sig ] [323/3544] Completed BC in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:58.447405] [INFO ] [sig ] [324/3544] Forecasting BCAL... [2025-12-02T20:26:58.447443] [INFO ] [sig ] Generating forecast for: BCAL [2025-12-02T20:26:58.447476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'. [2025-12-02T20:26:58.460433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAL'. [2025-12-02T20:26:58.460849] [INFO ] [FORECASTER] Starting predict_future for BCAL [2025-12-02T20:26:58.461711] [DEBUG] [LOCAL ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt [2025-12-02T20:26:58.461769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:58.461802] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:58.461841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:58.461899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:58.520643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:58.521600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:58.521691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:58.521724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:58.638308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:58.638470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:58.638514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:58.638543] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:58.642059] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-12-02T20:26:58.642357] [INFO ] [FORECASTER] Completed predict_future for BCAL [2025-12-02T20:26:58.642495] [INFO ] [sig ] BCAL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:26:58.808283] [INFO ] [LOCAL ] Saved forecast: BCAL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BCAL.txt [2025-12-02T20:26:58.808486] [INFO ] [sig ] [324/3544] Completed BCAL in 0.4s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:58.808556] [INFO ] [sig ] [325/3544] Forecasting BCAX... [2025-12-02T20:26:58.808615] [INFO ] [sig ] Generating forecast for: BCAX [2025-12-02T20:26:58.808681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'. [2025-12-02T20:26:58.820864] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAX'. [2025-12-02T20:26:58.821260] [INFO ] [FORECASTER] Starting predict_future for BCAX [2025-12-02T20:26:58.822113] [DEBUG] [LOCAL ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt [2025-12-02T20:26:58.822165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:58.822197] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:58.822222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:58.822278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:58.878942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:58.879849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:58.879938] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:58.879970] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:59.012919] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:59.013087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:59.013136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:59.013166] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:59.016758] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=5.87%) [2025-12-02T20:26:59.017125] [INFO ] [FORECASTER] Completed predict_future for BCAX [2025-12-02T20:26:59.017282] [INFO ] [sig ] BCAX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:59.158062] [INFO ] [LOCAL ] Saved forecast: BCAX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCAX.txt [2025-12-02T20:26:59.158232] [INFO ] [sig ] [325/3544] Completed BCAX in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:59.158269] [INFO ] [sig ] [326/3544] Forecasting BCBP... [2025-12-02T20:26:59.158298] [INFO ] [sig ] Generating forecast for: BCBP [2025-12-02T20:26:59.158326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'. [2025-12-02T20:26:59.170977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCBP'. [2025-12-02T20:26:59.171374] [INFO ] [FORECASTER] Starting predict_future for BCBP [2025-12-02T20:26:59.172213] [DEBUG] [LOCAL ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt [2025-12-02T20:26:59.172263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:59.172294] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:59.172320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:59.172376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:59.228304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:59.229225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:59.229355] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:59.229389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:59.365952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:59.366110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:59.366152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:59.366182] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:59.370007] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=42.67%) [2025-12-02T20:26:59.370326] [INFO ] [FORECASTER] Completed predict_future for BCBP [2025-12-02T20:26:59.370490] [INFO ] [sig ] BCBP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:59.522159] [INFO ] [LOCAL ] Saved forecast: BCBP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCBP.txt [2025-12-02T20:26:59.522325] [INFO ] [sig ] [326/3544] Completed BCBP in 0.4s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:59.522373] [INFO ] [sig ] [327/3544] Forecasting BCC... [2025-12-02T20:26:59.522420] [INFO ] [sig ] Generating forecast for: BCC [2025-12-02T20:26:59.522463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-12-02T20:26:59.540356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCC'. [2025-12-02T20:26:59.540837] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-12-02T20:26:59.541841] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-12-02T20:26:59.541896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:59.541928] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:59.541954] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:59.542011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:59.602792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:59.603752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:59.603842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:59.603874] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:26:59.730637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:26:59.730828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:26:59.730890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:26:59.730934] [INFO ] [FORECASTER] Training complete [2025-12-02T20:26:59.736087] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=16.39%) [2025-12-02T20:26:59.736557] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-12-02T20:26:59.736782] [INFO ] [sig ] BCC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:26:59.887628] [INFO ] [LOCAL ] Saved forecast: BCC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCC.txt [2025-12-02T20:26:59.887785] [INFO ] [sig ] [327/3544] Completed BCC in 0.4s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:26:59.887825] [INFO ] [sig ] [328/3544] Forecasting BCDA... [2025-12-02T20:26:59.887854] [INFO ] [sig ] Generating forecast for: BCDA [2025-12-02T20:26:59.887923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'. [2025-12-02T20:26:59.898973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCDA'. [2025-12-02T20:26:59.899355] [INFO ] [FORECASTER] Starting predict_future for BCDA [2025-12-02T20:26:59.900303] [DEBUG] [LOCAL ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt [2025-12-02T20:26:59.900356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:26:59.900387] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:26:59.900412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:26:59.900468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:26:59.960121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:26:59.961014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:26:59.961104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:26:59.961137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:00.083007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:00.083162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:00.083204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:00.083233] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:00.086714] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=94.91%) [2025-12-02T20:27:00.086989] [INFO ] [FORECASTER] Completed predict_future for BCDA [2025-12-02T20:27:00.087115] [INFO ] [sig ] BCDA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:00.236414] [INFO ] [LOCAL ] Saved forecast: BCDA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BCDA.txt [2025-12-02T20:27:00.236590] [INFO ] [sig ] [328/3544] Completed BCDA in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:27:00.236630] [INFO ] [sig ] [329/3544] Forecasting BCE... [2025-12-02T20:27:00.236660] [INFO ] [sig ] Generating forecast for: BCE [2025-12-02T20:27:00.236687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-12-02T20:27:00.248355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCE'. [2025-12-02T20:27:00.248751] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-12-02T20:27:00.249620] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-12-02T20:27:00.249672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:00.249706] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:00.249733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:00.249791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:00.308680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:00.309413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:00.309494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:00.309526] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:00.433983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:00.434140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:00.434181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:00.434209] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:00.437557] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-12-02T20:27:00.437847] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-12-02T20:27:00.437991] [INFO ] [sig ] BCE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:00.577260] [INFO ] [LOCAL ] Saved forecast: BCE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCE.txt [2025-12-02T20:27:00.577439] [INFO ] [sig ] [329/3544] Completed BCE in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.1m [2025-12-02T20:27:00.577479] [INFO ] [sig ] [330/3544] Forecasting BCH... [2025-12-02T20:27:00.577509] [INFO ] [sig ] Generating forecast for: BCH [2025-12-02T20:27:00.577538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-12-02T20:27:00.588730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCH'. [2025-12-02T20:27:00.589022] [INFO ] [FORECASTER] Starting predict_future for BCH [2025-12-02T20:27:00.589878] [DEBUG] [LOCAL ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt [2025-12-02T20:27:00.589929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:00.589962] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:00.589989] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:00.590050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:00.648690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:00.649565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:00.649668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:00.649701] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:00.767249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:00.767399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:00.767438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:00.767466] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:00.770820] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=98.69%) [2025-12-02T20:27:00.771088] [INFO ] [FORECASTER] Completed predict_future for BCH [2025-12-02T20:27:00.771211] [INFO ] [sig ] BCH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:00.907251] [INFO ] [LOCAL ] Saved forecast: BCH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BCH.txt [2025-12-02T20:27:00.907399] [INFO ] [sig ] [330/3544] Completed BCH in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 18.1m [2025-12-02T20:27:00.907438] [INFO ] [sig ] [331/3544] Forecasting BCML... [2025-12-02T20:27:00.907466] [INFO ] [sig ] Generating forecast for: BCML [2025-12-02T20:27:00.907496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'. [2025-12-02T20:27:00.917934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCML'. [2025-12-02T20:27:00.918260] [INFO ] [FORECASTER] Starting predict_future for BCML [2025-12-02T20:27:00.919054] [DEBUG] [LOCAL ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt [2025-12-02T20:27:00.919103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:00.919133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:00.919159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:00.919212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:00.979960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:00.980852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:00.980950] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:00.980983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:01.095232] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:01.095373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:01.095413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:01.095440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:01.098906] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-12-02T20:27:01.099210] [INFO ] [FORECASTER] Completed predict_future for BCML [2025-12-02T20:27:01.099348] [INFO ] [sig ] BCML: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:01.254868] [INFO ] [LOCAL ] Saved forecast: BCML 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCML.txt [2025-12-02T20:27:01.255032] [INFO ] [sig ] [331/3544] Completed BCML in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 18.1m [2025-12-02T20:27:01.255074] [INFO ] [sig ] [332/3544] Forecasting BCO... [2025-12-02T20:27:01.255106] [INFO ] [sig ] Generating forecast for: BCO [2025-12-02T20:27:01.255136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-12-02T20:27:01.267154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCO'. [2025-12-02T20:27:01.267456] [INFO ] [FORECASTER] Starting predict_future for BCO [2025-12-02T20:27:01.268325] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-12-02T20:27:01.268375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:01.268408] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:01.268434] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:01.268490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:01.327165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:01.327851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:01.327952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:01.327985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:01.454045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:01.454201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:01.454248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:01.454279] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:01.457792] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=70.69%) [2025-12-02T20:27:01.458094] [INFO ] [FORECASTER] Completed predict_future for BCO [2025-12-02T20:27:01.458227] [INFO ] [sig ] BCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:01.608091] [INFO ] [LOCAL ] Saved forecast: BCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BCO.txt [2025-12-02T20:27:01.608242] [INFO ] [sig ] [332/3544] Completed BCO in 0.4s | 2.96 sym/s | Total: 1.9m | ETA: 18.1m [2025-12-02T20:27:01.608283] [INFO ] [sig ] [333/3544] Forecasting BCPC... [2025-12-02T20:27:01.608314] [INFO ] [sig ] Generating forecast for: BCPC [2025-12-02T20:27:01.608345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'. [2025-12-02T20:27:01.620531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCPC'. [2025-12-02T20:27:01.620919] [INFO ] [FORECASTER] Starting predict_future for BCPC [2025-12-02T20:27:01.621794] [DEBUG] [LOCAL ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt [2025-12-02T20:27:01.621847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:01.621905] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:01.621935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:01.621992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:01.681491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:01.682385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:01.682487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:01.682533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:01.808872] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:01.809034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:01.809077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:01.809105] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:01.812877] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=6.22%) [2025-12-02T20:27:01.813182] [INFO ] [FORECASTER] Completed predict_future for BCPC [2025-12-02T20:27:01.813317] [INFO ] [sig ] BCPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:01.959307] [INFO ] [LOCAL ] Saved forecast: BCPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCPC.txt [2025-12-02T20:27:01.959450] [INFO ] [sig ] [333/3544] Completed BCPC in 0.4s | 2.96 sym/s | Total: 1.9m | ETA: 18.1m [2025-12-02T20:27:01.959488] [INFO ] [sig ] [334/3544] Forecasting BCRX... [2025-12-02T20:27:01.959517] [INFO ] [sig ] Generating forecast for: BCRX [2025-12-02T20:27:01.959547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'. [2025-12-02T20:27:01.974642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCRX'. [2025-12-02T20:27:01.975231] [INFO ] [FORECASTER] Starting predict_future for BCRX [2025-12-02T20:27:01.976209] [DEBUG] [LOCAL ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt [2025-12-02T20:27:01.976261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:01.976317] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:01.976344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:01.976402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:02.036827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:02.037996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:02.038096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:02.038130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:02.161188] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:02.161421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:02.161471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:02.161498] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:02.165231] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=99.54%) [2025-12-02T20:27:02.165529] [INFO ] [FORECASTER] Completed predict_future for BCRX [2025-12-02T20:27:02.165684] [INFO ] [sig ] BCRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:02.313071] [INFO ] [LOCAL ] Saved forecast: BCRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BCRX.txt [2025-12-02T20:27:02.313253] [INFO ] [sig ] [334/3544] Completed BCRX in 0.4s | 2.96 sym/s | Total: 1.9m | ETA: 18.1m [2025-12-02T20:27:02.313302] [INFO ] [sig ] [335/3544] Forecasting BCS... [2025-12-02T20:27:02.313333] [INFO ] [sig ] Generating forecast for: BCS [2025-12-02T20:27:02.313362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-12-02T20:27:02.324686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCS'. [2025-12-02T20:27:02.325003] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-12-02T20:27:02.325850] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-12-02T20:27:02.325900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:02.325931] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:02.325956] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:02.326010] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:02.381385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:02.382287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:02.382373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:02.382405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:02.498405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:02.498552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:02.498611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:02.498640] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:02.501965] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=99.73%) [2025-12-02T20:27:02.502230] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-12-02T20:27:02.502354] [INFO ] [sig ] BCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:02.637792] [INFO ] [LOCAL ] Saved forecast: BCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BCS.txt [2025-12-02T20:27:02.637965] [INFO ] [sig ] [335/3544] Completed BCS in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:02.638009] [INFO ] [sig ] [336/3544] Forecasting BCSF... [2025-12-02T20:27:02.638040] [INFO ] [sig ] Generating forecast for: BCSF [2025-12-02T20:27:02.638070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-12-02T20:27:02.652213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCSF'. [2025-12-02T20:27:02.652731] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-12-02T20:27:02.653592] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-12-02T20:27:02.653643] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:02.653674] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:02.653699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:02.653755] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:02.709406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:02.710171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:02.710261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:02.710292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:02.839553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:02.839748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:02.839793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:02.839861] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:02.843332] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=53.30%) [2025-12-02T20:27:02.843632] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-12-02T20:27:02.843762] [INFO ] [sig ] BCSF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:02.986258] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BCSF.txt [2025-12-02T20:27:02.986446] [INFO ] [sig ] [336/3544] Completed BCSF in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:02.986491] [INFO ] [sig ] [337/3544] Forecasting BCTX... [2025-12-02T20:27:02.986522] [INFO ] [sig ] Generating forecast for: BCTX [2025-12-02T20:27:02.986550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'. [2025-12-02T20:27:02.997702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCTX'. [2025-12-02T20:27:02.998018] [INFO ] [FORECASTER] Starting predict_future for BCTX [2025-12-02T20:27:02.998812] [DEBUG] [LOCAL ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt [2025-12-02T20:27:02.998870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:02.998902] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:02.998927] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:02.998983] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:03.054748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:03.055438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:03.055519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:03.055552] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:03.180707] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:03.180867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:03.180909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:03.180939] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:03.184471] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=42.40%) [2025-12-02T20:27:03.184817] [INFO ] [FORECASTER] Completed predict_future for BCTX [2025-12-02T20:27:03.184965] [INFO ] [sig ] BCTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:03.329731] [INFO ] [LOCAL ] Saved forecast: BCTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCTX.txt [2025-12-02T20:27:03.329885] [INFO ] [sig ] [337/3544] Completed BCTX in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:03.329922] [INFO ] [sig ] [338/3544] Forecasting BCX... [2025-12-02T20:27:03.329950] [INFO ] [sig ] Generating forecast for: BCX [2025-12-02T20:27:03.329980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-12-02T20:27:03.342046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCX'. [2025-12-02T20:27:03.342437] [INFO ] [FORECASTER] Starting predict_future for BCX [2025-12-02T20:27:03.343255] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-12-02T20:27:03.343304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:03.343335] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:03.343360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:03.343416] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:03.402260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:03.403163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:03.403255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:03.403287] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:03.531210] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:03.531378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:03.531421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:03.531451] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:03.535139] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=4.38%) [2025-12-02T20:27:03.535449] [INFO ] [FORECASTER] Completed predict_future for BCX [2025-12-02T20:27:03.535677] [INFO ] [sig ] BCX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:03.679251] [INFO ] [LOCAL ] Saved forecast: BCX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCX.txt [2025-12-02T20:27:03.679420] [INFO ] [sig ] [338/3544] Completed BCX in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:03.679458] [INFO ] [sig ] [339/3544] Forecasting BCYC... [2025-12-02T20:27:03.679487] [INFO ] [sig ] Generating forecast for: BCYC [2025-12-02T20:27:03.679518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'. [2025-12-02T20:27:03.692184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCYC'. [2025-12-02T20:27:03.692529] [INFO ] [FORECASTER] Starting predict_future for BCYC [2025-12-02T20:27:03.693412] [DEBUG] [LOCAL ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt [2025-12-02T20:27:03.693466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:03.693498] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:03.693525] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:03.693597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:03.753663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:03.754493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:03.754596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:03.754633] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:03.874386] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:03.874536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:03.874594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:03.874623] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:03.877955] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=40.09%) [2025-12-02T20:27:03.878220] [INFO ] [FORECASTER] Completed predict_future for BCYC [2025-12-02T20:27:03.878344] [INFO ] [sig ] BCYC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:04.014690] [INFO ] [LOCAL ] Saved forecast: BCYC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BCYC.txt [2025-12-02T20:27:04.014830] [INFO ] [sig ] [339/3544] Completed BCYC in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:04.014868] [INFO ] [sig ] [340/3544] Forecasting BDC... [2025-12-02T20:27:04.014896] [INFO ] [sig ] Generating forecast for: BDC [2025-12-02T20:27:04.014926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-12-02T20:27:04.026132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDC'. [2025-12-02T20:27:04.026434] [INFO ] [FORECASTER] Starting predict_future for BDC [2025-12-02T20:27:04.027276] [DEBUG] [LOCAL ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt [2025-12-02T20:27:04.027325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:04.027356] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:04.027381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:04.027435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:04.084999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:04.085768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:04.085850] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:04.085883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:04.203799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:04.203951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:04.203990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:04.204017] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:04.207289] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=17.80%) [2025-12-02T20:27:04.207556] [INFO ] [FORECASTER] Completed predict_future for BDC [2025-12-02T20:27:04.207700] [INFO ] [sig ] BDC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:04.344160] [INFO ] [LOCAL ] Saved forecast: BDC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BDC.txt [2025-12-02T20:27:04.344301] [INFO ] [sig ] [340/3544] Completed BDC in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:04.344345] [INFO ] [sig ] [341/3544] Forecasting BDJ... [2025-12-02T20:27:04.344375] [INFO ] [sig ] Generating forecast for: BDJ [2025-12-02T20:27:04.344404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-12-02T20:27:04.355957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDJ'. [2025-12-02T20:27:04.356306] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-12-02T20:27:04.357125] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-12-02T20:27:04.357175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:04.357205] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:04.357230] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:04.357285] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:04.416328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:04.417137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:04.417219] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:04.417250] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:04.534056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:04.534200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:04.534239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:04.534267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:04.537595] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=0.92%) [2025-12-02T20:27:04.537877] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-12-02T20:27:04.538003] [INFO ] [sig ] BDJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:04.674592] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BDJ.txt [2025-12-02T20:27:04.674715] [INFO ] [sig ] [341/3544] Completed BDJ in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:04.674754] [INFO ] [sig ] [342/3544] Forecasting BDN... [2025-12-02T20:27:04.674782] [INFO ] [sig ] Generating forecast for: BDN [2025-12-02T20:27:04.674811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'. [2025-12-02T20:27:04.686145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDN'. [2025-12-02T20:27:04.686437] [INFO ] [FORECASTER] Starting predict_future for BDN [2025-12-02T20:27:04.687217] [DEBUG] [LOCAL ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt [2025-12-02T20:27:04.687266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:04.687295] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:04.687320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:04.687375] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:04.745198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:04.745843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:04.745922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:04.745954] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:04.870854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:04.870998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:04.871045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:04.871075] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:04.874511] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=84.12%) [2025-12-02T20:27:04.874803] [INFO ] [FORECASTER] Completed predict_future for BDN [2025-12-02T20:27:04.874949] [INFO ] [sig ] BDN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:05.014197] [INFO ] [LOCAL ] Saved forecast: BDN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BDN.txt [2025-12-02T20:27:05.014319] [INFO ] [sig ] [342/3544] Completed BDN in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:05.014355] [INFO ] [sig ] [343/3544] Forecasting BDRX... [2025-12-02T20:27:05.014383] [INFO ] [sig ] Generating forecast for: BDRX [2025-12-02T20:27:05.014412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'. [2025-12-02T20:27:05.025326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDRX'. [2025-12-02T20:27:05.025641] [INFO ] [FORECASTER] Starting predict_future for BDRX [2025-12-02T20:27:05.026413] [DEBUG] [LOCAL ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt [2025-12-02T20:27:05.026461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:05.026491] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:05.026517] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:05.026588] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:05.082430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:05.083080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:05.083183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:05.083215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:05.202275] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:05.202412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:05.202450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:05.202477] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:05.205711] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=0.78%) [2025-12-02T20:27:05.205977] [INFO ] [FORECASTER] Completed predict_future for BDRX [2025-12-02T20:27:05.206102] [INFO ] [sig ] BDRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:05.344373] [INFO ] [LOCAL ] Saved forecast: BDRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BDRX.txt [2025-12-02T20:27:05.344487] [INFO ] [sig ] [343/3544] Completed BDRX in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:05.344523] [INFO ] [sig ] [344/3544] Forecasting BDSX... [2025-12-02T20:27:05.344552] [INFO ] [sig ] Generating forecast for: BDSX [2025-12-02T20:27:05.344598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'. [2025-12-02T20:27:05.355675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDSX'. [2025-12-02T20:27:05.355986] [INFO ] [FORECASTER] Starting predict_future for BDSX [2025-12-02T20:27:05.356839] [DEBUG] [LOCAL ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt [2025-12-02T20:27:05.356890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:05.356922] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:05.356948] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:05.357004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:05.415018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:05.415688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:05.415771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:05.415803] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:05.530604] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:05.530741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:05.530795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:05.530826] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:05.534691] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=82.73%) [2025-12-02T20:27:05.534967] [INFO ] [FORECASTER] Completed predict_future for BDSX [2025-12-02T20:27:05.535089] [INFO ] [sig ] BDSX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:05.673064] [INFO ] [LOCAL ] Saved forecast: BDSX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BDSX.txt [2025-12-02T20:27:05.673194] [INFO ] [sig ] [344/3544] Completed BDSX in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:05.673232] [INFO ] [sig ] [345/3544] Forecasting BDTX... [2025-12-02T20:27:05.673263] [INFO ] [sig ] Generating forecast for: BDTX [2025-12-02T20:27:05.673293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'. [2025-12-02T20:27:05.684303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDTX'. [2025-12-02T20:27:05.684610] [INFO ] [FORECASTER] Starting predict_future for BDTX [2025-12-02T20:27:05.685382] [DEBUG] [LOCAL ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt [2025-12-02T20:27:05.685431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:05.685461] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:05.685487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:05.685542] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:05.741356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:05.741979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:05.742055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:05.742086] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:05.860875] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:05.861021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:05.861066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:05.861094] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:05.864419] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=6.17%) [2025-12-02T20:27:05.864699] [INFO ] [FORECASTER] Completed predict_future for BDTX [2025-12-02T20:27:05.864823] [INFO ] [sig ] BDTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:06.001276] [INFO ] [LOCAL ] Saved forecast: BDTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BDTX.txt [2025-12-02T20:27:06.001396] [INFO ] [sig ] [345/3544] Completed BDTX in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:06.001433] [INFO ] [sig ] [346/3544] Forecasting BDX... [2025-12-02T20:27:06.001461] [INFO ] [sig ] Generating forecast for: BDX [2025-12-02T20:27:06.001490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-12-02T20:27:06.011476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDX'. [2025-12-02T20:27:06.011777] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-12-02T20:27:06.012558] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-12-02T20:27:06.012648] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:06.012695] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:06.012724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:06.012781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:06.071336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:06.071984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:06.072061] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:06.072095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:06.194662] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:06.194819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:06.194863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:06.194893] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:06.198379] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=58.43%) [2025-12-02T20:27:06.198707] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-12-02T20:27:06.198847] [INFO ] [sig ] BDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:06.339894] [INFO ] [LOCAL ] Saved forecast: BDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BDX.txt [2025-12-02T20:27:06.340078] [INFO ] [sig ] [346/3544] Completed BDX in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 18.0m [2025-12-02T20:27:06.340119] [INFO ] [sig ] [347/3544] Forecasting BE... [2025-12-02T20:27:06.340151] [INFO ] [sig ] Generating forecast for: BE [2025-12-02T20:27:06.340181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-12-02T20:27:06.351648] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BE'. [2025-12-02T20:27:06.351940] [INFO ] [FORECASTER] Starting predict_future for BE [2025-12-02T20:27:06.352745] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-12-02T20:27:06.352796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:06.352828] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:06.352855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:06.352911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:06.414522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:06.415271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:06.415360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:06.415393] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:06.531966] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:06.532105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:06.532144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:06.532171] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:06.535450] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-12-02T20:27:06.535751] [INFO ] [FORECASTER] Completed predict_future for BE [2025-12-02T20:27:06.535876] [INFO ] [sig ] BE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:06.678162] [INFO ] [LOCAL ] Saved forecast: BE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BE.txt [2025-12-02T20:27:06.678319] [INFO ] [sig ] [347/3544] Completed BE in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 18.0m [2025-12-02T20:27:06.678370] [INFO ] [sig ] [348/3544] Forecasting BEAM... [2025-12-02T20:27:06.678408] [INFO ] [sig ] Generating forecast for: BEAM [2025-12-02T20:27:06.678452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'. [2025-12-02T20:27:06.689906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEAM'. [2025-12-02T20:27:06.690334] [INFO ] [FORECASTER] Starting predict_future for BEAM [2025-12-02T20:27:06.691306] [DEBUG] [LOCAL ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt [2025-12-02T20:27:06.691362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:06.691412] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:06.691444] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:06.691515] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:06.760986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:06.761869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:06.761951] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:06.761983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:06.880108] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:06.880256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:06.880296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:06.880323] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:06.883639] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-12-02T20:27:06.883945] [INFO ] [FORECASTER] Completed predict_future for BEAM [2025-12-02T20:27:06.884070] [INFO ] [sig ] BEAM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:07.020241] [INFO ] [LOCAL ] Saved forecast: BEAM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BEAM.txt [2025-12-02T20:27:07.020377] [INFO ] [sig ] [348/3544] Completed BEAM in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 18.0m [2025-12-02T20:27:07.020415] [INFO ] [sig ] [349/3544] Forecasting BEEM... [2025-12-02T20:27:07.020443] [INFO ] [sig ] Generating forecast for: BEEM [2025-12-02T20:27:07.020473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'. [2025-12-02T20:27:07.032405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEM'. [2025-12-02T20:27:07.032755] [INFO ] [FORECASTER] Starting predict_future for BEEM [2025-12-02T20:27:07.033540] [DEBUG] [LOCAL ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt [2025-12-02T20:27:07.033606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:07.033638] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:07.033663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:07.033718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:07.089999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:07.090686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:07.090765] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:07.090796] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:07.215992] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:07.216150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:07.216189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:07.216217] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:07.219643] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=58.26%) [2025-12-02T20:27:07.219929] [INFO ] [FORECASTER] Completed predict_future for BEEM [2025-12-02T20:27:07.220055] [INFO ] [sig ] BEEM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:07.360677] [INFO ] [LOCAL ] Saved forecast: BEEM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BEEM.txt [2025-12-02T20:27:07.360836] [INFO ] [sig ] [349/3544] Completed BEEM in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 18.0m [2025-12-02T20:27:07.360876] [INFO ] [sig ] [350/3544] Forecasting BEEP... [2025-12-02T20:27:07.360904] [INFO ] [sig ] Generating forecast for: BEEP [2025-12-02T20:27:07.360935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'. [2025-12-02T20:27:07.372216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEP'. [2025-12-02T20:27:07.372531] [INFO ] [FORECASTER] Starting predict_future for BEEP [2025-12-02T20:27:07.373326] [DEBUG] [LOCAL ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt [2025-12-02T20:27:07.373378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:07.373436] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:07.373465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:07.373523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:07.431339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:07.432212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:07.432298] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:07.432331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:07.550890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:07.551066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:07.551108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:07.551135] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:07.554610] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=17.57%) [2025-12-02T20:27:07.554879] [INFO ] [FORECASTER] Completed predict_future for BEEP [2025-12-02T20:27:07.555005] [INFO ] [sig ] BEEP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:07.693406] [INFO ] [LOCAL ] Saved forecast: BEEP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BEEP.txt [2025-12-02T20:27:07.693548] [INFO ] [sig ] [350/3544] Completed BEEP in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 18.0m [2025-12-02T20:27:07.693607] [INFO ] [sig ] [351/3544] Forecasting BEKE... [2025-12-02T20:27:07.693639] [INFO ] [sig ] Generating forecast for: BEKE [2025-12-02T20:27:07.693672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-12-02T20:27:07.706162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEKE'. [2025-12-02T20:27:07.706500] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-12-02T20:27:07.707346] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-12-02T20:27:07.707398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:07.707430] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:07.707457] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:07.707515] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:07.770028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:07.770927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:07.771014] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:07.771047] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:07.896086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:07.896235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:07.896275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:07.896302] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:07.899678] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=95.75%) [2025-12-02T20:27:07.899953] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-12-02T20:27:07.900080] [INFO ] [sig ] BEKE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:08.043455] [INFO ] [LOCAL ] Saved forecast: BEKE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BEKE.txt [2025-12-02T20:27:08.043621] [INFO ] [sig ] [351/3544] Completed BEKE in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 18.0m [2025-12-02T20:27:08.043665] [INFO ] [sig ] [352/3544] Forecasting BELFA... [2025-12-02T20:27:08.043705] [INFO ] [sig ] Generating forecast for: BELFA [2025-12-02T20:27:08.043736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'. [2025-12-02T20:27:08.059459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFA'. [2025-12-02T20:27:08.059902] [INFO ] [FORECASTER] Starting predict_future for BELFA [2025-12-02T20:27:08.060792] [DEBUG] [LOCAL ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt [2025-12-02T20:27:08.060843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:08.060876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:08.060902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:08.060959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:08.120114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:08.121023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:08.121109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:08.121142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:08.222505] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:08.222682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:08.222722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:08.222749] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:08.226080] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=43.83%) [2025-12-02T20:27:08.226395] [INFO ] [FORECASTER] Completed predict_future for BELFA [2025-12-02T20:27:08.226541] [INFO ] [sig ] BELFA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:08.365421] [INFO ] [LOCAL ] Saved forecast: BELFA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BELFA.txt [2025-12-02T20:27:08.365550] [INFO ] [sig ] [352/3544] Completed BELFA in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:08.365604] [INFO ] [sig ] [353/3544] Forecasting BELFB... [2025-12-02T20:27:08.365634] [INFO ] [sig ] Generating forecast for: BELFB [2025-12-02T20:27:08.365663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'. [2025-12-02T20:27:08.379608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFB'. [2025-12-02T20:27:08.380260] [INFO ] [FORECASTER] Starting predict_future for BELFB [2025-12-02T20:27:08.381359] [DEBUG] [LOCAL ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt [2025-12-02T20:27:08.381416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:08.381457] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:08.381486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:08.381546] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:08.443825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:08.444981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:08.445086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:08.445120] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:08.567694] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:08.567882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:08.567937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:08.568004] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:08.571469] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=82.63%) [2025-12-02T20:27:08.571769] [INFO ] [FORECASTER] Completed predict_future for BELFB [2025-12-02T20:27:08.571906] [INFO ] [sig ] BELFB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:08.711144] [INFO ] [LOCAL ] Saved forecast: BELFB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BELFB.txt [2025-12-02T20:27:08.711278] [INFO ] [sig ] [353/3544] Completed BELFB in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:08.711316] [INFO ] [sig ] [354/3544] Forecasting BEN... [2025-12-02T20:27:08.711345] [INFO ] [sig ] Generating forecast for: BEN [2025-12-02T20:27:08.711373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-12-02T20:27:08.722699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEN'. [2025-12-02T20:27:08.722952] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-12-02T20:27:08.723735] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-12-02T20:27:08.723784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:08.723814] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:08.723839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:08.723893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:08.780086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:08.780673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:08.780748] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:08.780779] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:08.898583] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:08.898681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:08.898716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:08.898742] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:08.901767] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=33.19%) [2025-12-02T20:27:08.902028] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-12-02T20:27:08.902152] [INFO ] [sig ] BEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:09.040289] [INFO ] [LOCAL ] Saved forecast: BEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BEN.txt [2025-12-02T20:27:09.040411] [INFO ] [sig ] [354/3544] Completed BEN in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:09.040449] [INFO ] [sig ] [355/3544] Forecasting BEP... [2025-12-02T20:27:09.040476] [INFO ] [sig ] Generating forecast for: BEP [2025-12-02T20:27:09.040512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-12-02T20:27:09.051612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEP'. [2025-12-02T20:27:09.051864] [INFO ] [FORECASTER] Starting predict_future for BEP [2025-12-02T20:27:09.052648] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-12-02T20:27:09.052698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:09.052728] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:09.052753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:09.052809] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:09.107668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:09.108268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:09.108342] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:09.108373] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:09.225060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:09.225152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:09.225188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:09.225229] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:09.228282] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=84.58%) [2025-12-02T20:27:09.228535] [INFO ] [FORECASTER] Completed predict_future for BEP [2025-12-02T20:27:09.228670] [INFO ] [sig ] BEP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:09.363774] [INFO ] [LOCAL ] Saved forecast: BEP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BEP.txt [2025-12-02T20:27:09.363876] [INFO ] [sig ] [355/3544] Completed BEP in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:09.363912] [INFO ] [sig ] [356/3544] Forecasting BEPH... [2025-12-02T20:27:09.363939] [INFO ] [sig ] Generating forecast for: BEPH [2025-12-02T20:27:09.363967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-12-02T20:27:09.374945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPH'. [2025-12-02T20:27:09.375197] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-12-02T20:27:09.375969] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-12-02T20:27:09.376018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:09.376047] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:09.376073] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:09.376127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:09.431012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:09.431609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:09.431685] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:09.431715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:09.544601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:09.544697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:09.544730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:09.544755] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:09.548117] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=16.15%) [2025-12-02T20:27:09.548372] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-12-02T20:27:09.548492] [INFO ] [sig ] BEPH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:09.688760] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BEPH.txt [2025-12-02T20:27:09.688866] [INFO ] [sig ] [356/3544] Completed BEPH in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:09.688901] [INFO ] [sig ] [357/3544] Forecasting BEPI... [2025-12-02T20:27:09.688929] [INFO ] [sig ] Generating forecast for: BEPI [2025-12-02T20:27:09.688958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-12-02T20:27:09.700255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPI'. [2025-12-02T20:27:09.700543] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-12-02T20:27:09.701354] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-12-02T20:27:09.701404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:09.701434] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:09.701460] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:09.701515] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:09.757375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:09.758033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:09.758109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:09.758150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:09.855893] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:09.855977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:09.856011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:09.856037] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:09.859063] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=59.75%) [2025-12-02T20:27:09.859314] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-12-02T20:27:09.859433] [INFO ] [sig ] BEPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:09.995483] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BEPI.txt [2025-12-02T20:27:09.995603] [INFO ] [sig ] [357/3544] Completed BEPI in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:09.995641] [INFO ] [sig ] [358/3544] Forecasting BFAM... [2025-12-02T20:27:09.995667] [INFO ] [sig ] Generating forecast for: BFAM [2025-12-02T20:27:09.995695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-12-02T20:27:10.010506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFAM'. [2025-12-02T20:27:10.011040] [INFO ] [FORECASTER] Starting predict_future for BFAM [2025-12-02T20:27:10.012205] [DEBUG] [LOCAL ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt [2025-12-02T20:27:10.012269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:10.012316] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:10.012355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:10.012439] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:10.070277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:10.071245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:10.071331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:10.071363] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:10.191874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:10.192044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:10.192085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:10.192114] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:10.195637] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=1.51%) [2025-12-02T20:27:10.195960] [INFO ] [FORECASTER] Completed predict_future for BFAM [2025-12-02T20:27:10.196101] [INFO ] [sig ] BFAM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:10.341760] [INFO ] [LOCAL ] Saved forecast: BFAM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BFAM.txt [2025-12-02T20:27:10.341971] [INFO ] [sig ] [358/3544] Completed BFAM in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:10.342021] [INFO ] [sig ] [359/3544] Forecasting BFC... [2025-12-02T20:27:10.342054] [INFO ] [sig ] Generating forecast for: BFC [2025-12-02T20:27:10.342084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'. [2025-12-02T20:27:10.355334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFC'. [2025-12-02T20:27:10.355798] [INFO ] [FORECASTER] Starting predict_future for BFC [2025-12-02T20:27:10.356649] [DEBUG] [LOCAL ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt [2025-12-02T20:27:10.356699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:10.356730] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:10.356768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:10.356827] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:10.414271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:10.415208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:10.415295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:10.415327] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:10.527384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:10.527534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:10.527590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:10.527620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:10.530966] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=26.26%) [2025-12-02T20:27:10.531233] [INFO ] [FORECASTER] Completed predict_future for BFC [2025-12-02T20:27:10.531357] [INFO ] [sig ] BFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:10.674816] [INFO ] [LOCAL ] Saved forecast: BFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BFC.txt [2025-12-02T20:27:10.674931] [INFO ] [sig ] [359/3544] Completed BFC in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:10.674967] [INFO ] [sig ] [360/3544] Forecasting BFH... [2025-12-02T20:27:10.674994] [INFO ] [sig ] Generating forecast for: BFH [2025-12-02T20:27:10.675022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-12-02T20:27:10.687675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFH'. [2025-12-02T20:27:10.688148] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-12-02T20:27:10.689040] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-12-02T20:27:10.689090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:10.689120] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:10.689146] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:10.689200] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:10.745235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:10.746202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:10.746333] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:10.746365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:10.867813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:10.868016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:10.868060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:10.868090] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:10.871708] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=6.06%) [2025-12-02T20:27:10.872018] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-12-02T20:27:10.872160] [INFO ] [sig ] BFH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:11.011391] [INFO ] [LOCAL ] Saved forecast: BFH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BFH.txt [2025-12-02T20:27:11.011588] [INFO ] [sig ] [360/3544] Completed BFH in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:11.011630] [INFO ] [sig ] [361/3544] Forecasting BFIN... [2025-12-02T20:27:11.011659] [INFO ] [sig ] Generating forecast for: BFIN [2025-12-02T20:27:11.011689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'. [2025-12-02T20:27:11.022773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFIN'. [2025-12-02T20:27:11.023148] [INFO ] [FORECASTER] Starting predict_future for BFIN [2025-12-02T20:27:11.024009] [DEBUG] [LOCAL ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt [2025-12-02T20:27:11.024059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:11.024089] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:11.024115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:11.024169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:11.079653] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:11.080515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:11.080617] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:11.080650] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:11.189632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:11.189790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:11.189830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:11.189859] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:11.193162] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=24.18%) [2025-12-02T20:27:11.193431] [INFO ] [FORECASTER] Completed predict_future for BFIN [2025-12-02T20:27:11.193558] [INFO ] [sig ] BFIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:11.335429] [INFO ] [LOCAL ] Saved forecast: BFIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BFIN.txt [2025-12-02T20:27:11.335605] [INFO ] [sig ] [361/3544] Completed BFIN in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:11.335647] [INFO ] [sig ] [362/3544] Forecasting BFK... [2025-12-02T20:27:11.335676] [INFO ] [sig ] Generating forecast for: BFK [2025-12-02T20:27:11.335705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-12-02T20:27:11.347763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFK'. [2025-12-02T20:27:11.348101] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-12-02T20:27:11.348899] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-12-02T20:27:11.348948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:11.348978] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:11.349002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:11.349056] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:11.403949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:11.404559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:11.404653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:11.404683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:11.524676] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:11.524821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:11.524864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:11.524890] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:11.528402] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=10.77%) [2025-12-02T20:27:11.528688] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-12-02T20:27:11.528814] [INFO ] [sig ] BFK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:11.670264] [INFO ] [LOCAL ] Saved forecast: BFK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BFK.txt [2025-12-02T20:27:11.670429] [INFO ] [sig ] [362/3544] Completed BFK in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:11.670468] [INFO ] [sig ] [363/3544] Forecasting BFLY... [2025-12-02T20:27:11.670496] [INFO ] [sig ] Generating forecast for: BFLY [2025-12-02T20:27:11.670526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-12-02T20:27:11.682277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFLY'. [2025-12-02T20:27:11.682669] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-12-02T20:27:11.683490] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-12-02T20:27:11.683541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:11.683589] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:11.683630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:11.683695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:11.740478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:11.741278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:11.741356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:11.741387] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:11.863640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:11.863783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:11.863821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:11.863849] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:11.867118] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=5.38%) [2025-12-02T20:27:11.867381] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-12-02T20:27:11.867502] [INFO ] [sig ] BFLY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:12.008887] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BFLY.txt [2025-12-02T20:27:12.009059] [INFO ] [sig ] [363/3544] Completed BFLY in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:12.009097] [INFO ] [sig ] [364/3544] Forecasting BFS... [2025-12-02T20:27:12.009125] [INFO ] [sig ] Generating forecast for: BFS [2025-12-02T20:27:12.009155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'. [2025-12-02T20:27:12.020186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFS'. [2025-12-02T20:27:12.020491] [INFO ] [FORECASTER] Starting predict_future for BFS [2025-12-02T20:27:12.021273] [DEBUG] [LOCAL ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt [2025-12-02T20:27:12.021322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:12.021352] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:12.021378] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:12.021436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:12.078248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:12.078990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:12.079081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:12.079112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:12.195195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:12.195344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:12.195385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:12.195413] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:12.198730] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=38.59%) [2025-12-02T20:27:12.198996] [INFO ] [FORECASTER] Completed predict_future for BFS [2025-12-02T20:27:12.199118] [INFO ] [sig ] BFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:12.339372] [INFO ] [LOCAL ] Saved forecast: BFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BFS.txt [2025-12-02T20:27:12.339511] [INFO ] [sig ] [364/3544] Completed BFS in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.9m [2025-12-02T20:27:12.339550] [INFO ] [sig ] [365/3544] Forecasting BFZ... [2025-12-02T20:27:12.339598] [INFO ] [sig ] Generating forecast for: BFZ [2025-12-02T20:27:12.339631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-12-02T20:27:12.351116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFZ'. [2025-12-02T20:27:12.351435] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-12-02T20:27:12.352228] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-12-02T20:27:12.352278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:12.352308] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:12.352334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:12.352389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:12.408241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:12.408932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:12.409023] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:12.409057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:12.527237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:12.527368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:12.527405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:12.527432] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:12.530753] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=66.06%) [2025-12-02T20:27:12.531018] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-12-02T20:27:12.531141] [INFO ] [sig ] BFZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:12.670703] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BFZ.txt [2025-12-02T20:27:12.670848] [INFO ] [sig ] [365/3544] Completed BFZ in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.9m [2025-12-02T20:27:12.670888] [INFO ] [sig ] [366/3544] Forecasting BG... [2025-12-02T20:27:12.670935] [INFO ] [sig ] Generating forecast for: BG [2025-12-02T20:27:12.670973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-12-02T20:27:12.681744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BG'. [2025-12-02T20:27:12.682031] [INFO ] [FORECASTER] Starting predict_future for BG [2025-12-02T20:27:12.682882] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-12-02T20:27:12.682934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:12.682966] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:12.682991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:12.683046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:12.739183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:12.739889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:12.739981] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:12.740019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:12.860309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:12.860450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:12.860489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:12.860517] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:12.863853] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=4.70%) [2025-12-02T20:27:12.864136] [INFO ] [FORECASTER] Completed predict_future for BG [2025-12-02T20:27:12.864258] [INFO ] [sig ] BG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:13.000780] [INFO ] [LOCAL ] Saved forecast: BG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BG.txt [2025-12-02T20:27:13.000900] [INFO ] [sig ] [366/3544] Completed BG in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.9m [2025-12-02T20:27:13.000936] [INFO ] [sig ] [367/3544] Forecasting BGB... [2025-12-02T20:27:13.000964] [INFO ] [sig ] Generating forecast for: BGB [2025-12-02T20:27:13.000993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-12-02T20:27:13.012387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGB'. [2025-12-02T20:27:13.012686] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-12-02T20:27:13.013467] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-12-02T20:27:13.013516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:13.013591] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:13.013621] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:13.013677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:13.068776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:13.069414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:13.069488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:13.069519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:13.186562] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:13.186717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:13.186756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:13.186782] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:13.190053] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=71.90%) [2025-12-02T20:27:13.190316] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-12-02T20:27:13.190437] [INFO ] [sig ] BGB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:13.325169] [INFO ] [LOCAL ] Saved forecast: BGB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BGB.txt [2025-12-02T20:27:13.325292] [INFO ] [sig ] [367/3544] Completed BGB in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:13.325329] [INFO ] [sig ] [368/3544] Forecasting BGC... [2025-12-02T20:27:13.325357] [INFO ] [sig ] Generating forecast for: BGC [2025-12-02T20:27:13.325386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'. [2025-12-02T20:27:13.337121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGC'. [2025-12-02T20:27:13.337425] [INFO ] [FORECASTER] Starting predict_future for BGC [2025-12-02T20:27:13.338252] [DEBUG] [LOCAL ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt [2025-12-02T20:27:13.338303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:13.338333] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:13.338357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:13.338411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:13.393621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:13.394208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:13.394286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:13.394316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:13.513259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:13.513387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:13.513440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:13.513467] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:13.516677] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=97.64%) [2025-12-02T20:27:13.516940] [INFO ] [FORECASTER] Completed predict_future for BGC [2025-12-02T20:27:13.517065] [INFO ] [sig ] BGC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:13.657557] [INFO ] [LOCAL ] Saved forecast: BGC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BGC.txt [2025-12-02T20:27:13.657695] [INFO ] [sig ] [368/3544] Completed BGC in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:13.657731] [INFO ] [sig ] [369/3544] Forecasting BGH... [2025-12-02T20:27:13.657760] [INFO ] [sig ] Generating forecast for: BGH [2025-12-02T20:27:13.657788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-12-02T20:27:13.669181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGH'. [2025-12-02T20:27:13.669455] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-12-02T20:27:13.670289] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-12-02T20:27:13.670347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:13.670379] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:13.670403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:13.670458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:13.728882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:13.729521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:13.729619] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:13.729654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:13.846129] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:13.846252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:13.846288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:13.846315] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:13.849548] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=34.32%) [2025-12-02T20:27:13.849827] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-12-02T20:27:13.849953] [INFO ] [sig ] BGH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:13.994321] [INFO ] [LOCAL ] Saved forecast: BGH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BGH.txt [2025-12-02T20:27:13.994433] [INFO ] [sig ] [369/3544] Completed BGH in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:13.994470] [INFO ] [sig ] [370/3544] Forecasting BGLC... [2025-12-02T20:27:13.994499] [INFO ] [sig ] Generating forecast for: BGLC [2025-12-02T20:27:13.994528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'. [2025-12-02T20:27:14.006426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGLC'. [2025-12-02T20:27:14.006872] [INFO ] [FORECASTER] Starting predict_future for BGLC [2025-12-02T20:27:14.007781] [DEBUG] [LOCAL ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt [2025-12-02T20:27:14.007832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:14.007891] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:14.007922] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:14.007979] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:14.067126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:14.068099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:14.068193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:14.068225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:14.191275] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:14.191460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:14.191512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:14.191542] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:14.195017] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=57.83%) [2025-12-02T20:27:14.195297] [INFO ] [FORECASTER] Completed predict_future for BGLC [2025-12-02T20:27:14.195428] [INFO ] [sig ] BGLC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:14.334567] [INFO ] [LOCAL ] Saved forecast: BGLC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BGLC.txt [2025-12-02T20:27:14.334738] [INFO ] [sig ] [370/3544] Completed BGLC in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:14.334776] [INFO ] [sig ] [371/3544] Forecasting BGRN... [2025-12-02T20:27:14.334805] [INFO ] [sig ] Generating forecast for: BGRN [2025-12-02T20:27:14.334837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'. [2025-12-02T20:27:14.345632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGRN'. [2025-12-02T20:27:14.345902] [INFO ] [FORECASTER] Starting predict_future for BGRN [2025-12-02T20:27:14.346690] [DEBUG] [LOCAL ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt [2025-12-02T20:27:14.346739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:14.346769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:14.346795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:14.346849] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:14.402425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:14.403030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:14.403106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:14.403137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:14.523229] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:14.523346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:14.523384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:14.523411] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:14.526659] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=73.82%) [2025-12-02T20:27:14.526920] [INFO ] [FORECASTER] Completed predict_future for BGRN [2025-12-02T20:27:14.527041] [INFO ] [sig ] BGRN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:14.669308] [INFO ] [LOCAL ] Saved forecast: BGRN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BGRN.txt [2025-12-02T20:27:14.669431] [INFO ] [sig ] [371/3544] Completed BGRN in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:14.669468] [INFO ] [sig ] [372/3544] Forecasting BGS... [2025-12-02T20:27:14.669496] [INFO ] [sig ] Generating forecast for: BGS [2025-12-02T20:27:14.669525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-12-02T20:27:14.680715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGS'. [2025-12-02T20:27:14.680988] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-12-02T20:27:14.681773] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-12-02T20:27:14.681822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:14.681861] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:14.681888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:14.681947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:14.737146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:14.737752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:14.737827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:14.737878] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:14.854135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:14.854269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:14.854308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:14.854335] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:14.857605] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=1.30%) [2025-12-02T20:27:14.858021] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-12-02T20:27:14.858146] [INFO ] [sig ] BGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:14.993362] [INFO ] [LOCAL ] Saved forecast: BGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BGS.txt [2025-12-02T20:27:14.993477] [INFO ] [sig ] [372/3544] Completed BGS in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:14.993514] [INFO ] [sig ] [373/3544] Forecasting BGSF... [2025-12-02T20:27:14.993541] [INFO ] [sig ] Generating forecast for: BGSF [2025-12-02T20:27:14.993587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-12-02T20:27:15.004870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGSF'. [2025-12-02T20:27:15.005175] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-12-02T20:27:15.005962] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-12-02T20:27:15.006011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:15.006040] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:15.006065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:15.006120] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:15.062416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:15.063071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:15.063149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:15.063183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:15.182812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:15.182955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:15.182993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:15.183019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:15.186491] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=77.76%) [2025-12-02T20:27:15.186789] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-12-02T20:27:15.186918] [INFO ] [sig ] BGSF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:15.338108] [INFO ] [LOCAL ] Saved forecast: BGSF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BGSF.txt [2025-12-02T20:27:15.338238] [INFO ] [sig ] [373/3544] Completed BGSF in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:15.338280] [INFO ] [sig ] [374/3544] Forecasting BGX... [2025-12-02T20:27:15.338309] [INFO ] [sig ] Generating forecast for: BGX [2025-12-02T20:27:15.338340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-12-02T20:27:15.350486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGX'. [2025-12-02T20:27:15.350828] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-12-02T20:27:15.351761] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-12-02T20:27:15.351817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:15.351852] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:15.351891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:15.351972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:15.415159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:15.415968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:15.416049] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:15.416083] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:15.536891] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:15.537059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:15.537102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:15.537130] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:15.540703] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=83.11%) [2025-12-02T20:27:15.540990] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-12-02T20:27:15.541124] [INFO ] [sig ] BGX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:15.680730] [INFO ] [LOCAL ] Saved forecast: BGX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BGX.txt [2025-12-02T20:27:15.680876] [INFO ] [sig ] [374/3544] Completed BGX in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:15.680915] [INFO ] [sig ] [375/3544] Forecasting BGY... [2025-12-02T20:27:15.680944] [INFO ] [sig ] Generating forecast for: BGY [2025-12-02T20:27:15.680973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-12-02T20:27:15.696789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGY'. [2025-12-02T20:27:15.697229] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-12-02T20:27:15.698461] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-12-02T20:27:15.698528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:15.698569] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:15.698637] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:15.698718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:15.766636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:15.767530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:15.767668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:15.767723] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:15.888056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:15.888203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:15.888243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:15.888270] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:15.891629] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=4.46%) [2025-12-02T20:27:15.891896] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-12-02T20:27:15.892022] [INFO ] [sig ] BGY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:16.028078] [INFO ] [LOCAL ] Saved forecast: BGY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BGY.txt [2025-12-02T20:27:16.028196] [INFO ] [sig ] [375/3544] Completed BGY in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:16.028232] [INFO ] [sig ] [376/3544] Forecasting BHC... [2025-12-02T20:27:16.028267] [INFO ] [sig ] Generating forecast for: BHC [2025-12-02T20:27:16.028296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-12-02T20:27:16.040075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHC'. [2025-12-02T20:27:16.040405] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-12-02T20:27:16.041234] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-12-02T20:27:16.041286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:16.041318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:16.041345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:16.041402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:16.098642] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:16.099453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:16.099536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:16.099568] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:16.220915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:16.221081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:16.221125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:16.221152] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:16.224541] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=13.77%) [2025-12-02T20:27:16.224832] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-12-02T20:27:16.224975] [INFO ] [sig ] BHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:16.368737] [INFO ] [LOCAL ] Saved forecast: BHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BHC.txt [2025-12-02T20:27:16.368899] [INFO ] [sig ] [376/3544] Completed BHC in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:16.368938] [INFO ] [sig ] [377/3544] Forecasting BHE... [2025-12-02T20:27:16.368972] [INFO ] [sig ] Generating forecast for: BHE [2025-12-02T20:27:16.369001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-12-02T20:27:16.380354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHE'. [2025-12-02T20:27:16.380680] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-12-02T20:27:16.381524] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-12-02T20:27:16.381598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:16.381633] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:16.381659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:16.381715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:16.442993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:16.443852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:16.443934] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:16.444001] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:16.561245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:16.561391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:16.561433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:16.561462] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:16.564844] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=54.22%) [2025-12-02T20:27:16.565113] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-12-02T20:27:16.565237] [INFO ] [sig ] BHE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:16.703181] [INFO ] [LOCAL ] Saved forecast: BHE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BHE.txt [2025-12-02T20:27:16.703315] [INFO ] [sig ] [377/3544] Completed BHE in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:16.703352] [INFO ] [sig ] [378/3544] Forecasting BHF... [2025-12-02T20:27:16.703382] [INFO ] [sig ] Generating forecast for: BHF [2025-12-02T20:27:16.703411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'. [2025-12-02T20:27:16.714350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHF'. [2025-12-02T20:27:16.714666] [INFO ] [FORECASTER] Starting predict_future for BHF [2025-12-02T20:27:16.715430] [DEBUG] [LOCAL ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt [2025-12-02T20:27:16.715479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:16.715510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:16.715536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:16.715615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:16.772585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:16.773257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:16.773336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:16.773369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:16.894317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:16.894469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:16.894511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:16.894540] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:16.897945] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=12.77%) [2025-12-02T20:27:16.898226] [INFO ] [FORECASTER] Completed predict_future for BHF [2025-12-02T20:27:16.898355] [INFO ] [sig ] BHF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:17.038699] [INFO ] [LOCAL ] Saved forecast: BHF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BHF.txt [2025-12-02T20:27:17.038838] [INFO ] [sig ] [378/3544] Completed BHF in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:17.038877] [INFO ] [sig ] [379/3544] Forecasting BHFAL... [2025-12-02T20:27:17.038907] [INFO ] [sig ] Generating forecast for: BHFAL [2025-12-02T20:27:17.038937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'. [2025-12-02T20:27:17.050464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'. [2025-12-02T20:27:17.050873] [INFO ] [FORECASTER] Starting predict_future for BHFAL [2025-12-02T20:27:17.051685] [DEBUG] [LOCAL ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt [2025-12-02T20:27:17.051734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:17.051764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:17.051788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:17.051842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:17.111949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:17.112845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:17.112929] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:17.112962] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:17.229078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:17.229229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:17.229269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:17.229313] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:17.232844] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=40.52%) [2025-12-02T20:27:17.233150] [INFO ] [FORECASTER] Completed predict_future for BHFAL [2025-12-02T20:27:17.233281] [INFO ] [sig ] BHFAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:17.374531] [INFO ] [LOCAL ] Saved forecast: BHFAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BHFAL.txt [2025-12-02T20:27:17.374705] [INFO ] [sig ] [379/3544] Completed BHFAL in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:17.374745] [INFO ] [sig ] [380/3544] Forecasting BHFAM... [2025-12-02T20:27:17.374774] [INFO ] [sig ] Generating forecast for: BHFAM [2025-12-02T20:27:17.374802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'. [2025-12-02T20:27:17.386414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'. [2025-12-02T20:27:17.386795] [INFO ] [FORECASTER] Starting predict_future for BHFAM [2025-12-02T20:27:17.387603] [DEBUG] [LOCAL ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt [2025-12-02T20:27:17.387652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:17.387682] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:17.387708] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:17.387764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:17.444303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:17.445136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:17.445218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:17.445249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:17.564983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:17.565131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:17.565170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:17.565197] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:17.568547] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=28.69%) [2025-12-02T20:27:17.568847] [INFO ] [FORECASTER] Completed predict_future for BHFAM [2025-12-02T20:27:17.568976] [INFO ] [sig ] BHFAM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:17.709127] [INFO ] [LOCAL ] Saved forecast: BHFAM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BHFAM.txt [2025-12-02T20:27:17.709315] [INFO ] [sig ] [380/3544] Completed BHFAM in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:17.709356] [INFO ] [sig ] [381/3544] Forecasting BHFAN... [2025-12-02T20:27:17.709386] [INFO ] [sig ] Generating forecast for: BHFAN [2025-12-02T20:27:17.709415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'. [2025-12-02T20:27:17.721209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'. [2025-12-02T20:27:17.721664] [INFO ] [FORECASTER] Starting predict_future for BHFAN [2025-12-02T20:27:17.722545] [DEBUG] [LOCAL ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt [2025-12-02T20:27:17.722635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:17.722681] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:17.722720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:17.722800] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:17.783552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:17.784298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:17.784392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:17.784443] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:17.910886] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:17.911078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:17.911152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:17.911197] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:17.914947] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=4.09%) [2025-12-02T20:27:17.915247] [INFO ] [FORECASTER] Completed predict_future for BHFAN [2025-12-02T20:27:17.915385] [INFO ] [sig ] BHFAN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:18.060486] [INFO ] [LOCAL ] Saved forecast: BHFAN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BHFAN.txt [2025-12-02T20:27:18.060673] [INFO ] [sig ] [381/3544] Completed BHFAN in 0.4s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:18.060715] [INFO ] [sig ] [382/3544] Forecasting BHFAP... [2025-12-02T20:27:18.060745] [INFO ] [sig ] Generating forecast for: BHFAP [2025-12-02T20:27:18.060774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'. [2025-12-02T20:27:18.072471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'. [2025-12-02T20:27:18.072770] [INFO ] [FORECASTER] Starting predict_future for BHFAP [2025-12-02T20:27:18.073596] [DEBUG] [LOCAL ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt [2025-12-02T20:27:18.073646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:18.073676] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:18.073702] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:18.073756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:18.131231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:18.131943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:18.132025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:18.132057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:18.250548] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:18.250700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:18.250739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:18.250767] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:18.254166] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=0.80%) [2025-12-02T20:27:18.254430] [INFO ] [FORECASTER] Completed predict_future for BHFAP [2025-12-02T20:27:18.254552] [INFO ] [sig ] BHFAP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:18.392619] [INFO ] [LOCAL ] Saved forecast: BHFAP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BHFAP.txt [2025-12-02T20:27:18.392756] [INFO ] [sig ] [382/3544] Completed BHFAP in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.8m [2025-12-02T20:27:18.392793] [INFO ] [sig ] [383/3544] Forecasting BHK... [2025-12-02T20:27:18.392822] [INFO ] [sig ] Generating forecast for: BHK [2025-12-02T20:27:18.392850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-12-02T20:27:18.404669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHK'. [2025-12-02T20:27:18.404985] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-12-02T20:27:18.405791] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-12-02T20:27:18.405840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:18.405871] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:18.405907] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:18.405962] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:18.461761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:18.462383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:18.462458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:18.462489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:18.583549] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:18.583715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:18.583755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:18.583783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:18.587099] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=56.28%) [2025-12-02T20:27:18.587365] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-12-02T20:27:18.587489] [INFO ] [sig ] BHK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:18.724773] [INFO ] [LOCAL ] Saved forecast: BHK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BHK.txt [2025-12-02T20:27:18.724916] [INFO ] [sig ] [383/3544] Completed BHK in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.8m [2025-12-02T20:27:18.724954] [INFO ] [sig ] [384/3544] Forecasting BHP... [2025-12-02T20:27:18.724983] [INFO ] [sig ] Generating forecast for: BHP [2025-12-02T20:27:18.725014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-12-02T20:27:18.736304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHP'. [2025-12-02T20:27:18.736726] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-12-02T20:27:18.737510] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-12-02T20:27:18.737559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:18.737637] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:18.737664] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:18.737718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:18.794499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:18.795438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:18.795525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:18.795558] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:18.921080] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:18.921236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:18.921277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:18.921304] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:18.924714] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=89.30%) [2025-12-02T20:27:18.924990] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-12-02T20:27:18.925119] [INFO ] [sig ] BHP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:19.060954] [INFO ] [LOCAL ] Saved forecast: BHP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BHP.txt [2025-12-02T20:27:19.061078] [INFO ] [sig ] [384/3544] Completed BHP in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.8m [2025-12-02T20:27:19.061115] [INFO ] [sig ] [385/3544] Forecasting BHRB... [2025-12-02T20:27:19.061144] [INFO ] [sig ] Generating forecast for: BHRB [2025-12-02T20:27:19.061172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'. [2025-12-02T20:27:19.072283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHRB'. [2025-12-02T20:27:19.072557] [INFO ] [FORECASTER] Starting predict_future for BHRB [2025-12-02T20:27:19.073351] [DEBUG] [LOCAL ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt [2025-12-02T20:27:19.073400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:19.073431] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:19.073456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:19.073510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:19.128873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:19.129567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:19.129664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:19.129696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:19.243380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:19.243533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:19.243592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:19.243622] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:19.246938] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=11.07%) [2025-12-02T20:27:19.247205] [INFO ] [FORECASTER] Completed predict_future for BHRB [2025-12-02T20:27:19.247329] [INFO ] [sig ] BHRB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:19.382841] [INFO ] [LOCAL ] Saved forecast: BHRB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BHRB.txt [2025-12-02T20:27:19.382977] [INFO ] [sig ] [385/3544] Completed BHRB in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:19.383014] [INFO ] [sig ] [386/3544] Forecasting BHVN... [2025-12-02T20:27:19.383045] [INFO ] [sig ] Generating forecast for: BHVN [2025-12-02T20:27:19.383077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-12-02T20:27:19.394930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHVN'. [2025-12-02T20:27:19.395226] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-12-02T20:27:19.396015] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-12-02T20:27:19.396064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:19.396095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:19.396121] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:19.396176] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:19.450848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:19.451489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:19.451569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:19.451622] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:19.570807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:19.570953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:19.570992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:19.571019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:19.574340] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-12-02T20:27:19.574622] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-12-02T20:27:19.574747] [INFO ] [sig ] BHVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:19.713492] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BHVN.txt [2025-12-02T20:27:19.713631] [INFO ] [sig ] [386/3544] Completed BHVN in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:19.713670] [INFO ] [sig ] [387/3544] Forecasting BIAF... [2025-12-02T20:27:19.713698] [INFO ] [sig ] Generating forecast for: BIAF [2025-12-02T20:27:19.713734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'. [2025-12-02T20:27:19.725198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIAF'. [2025-12-02T20:27:19.725504] [INFO ] [FORECASTER] Starting predict_future for BIAF [2025-12-02T20:27:19.726302] [DEBUG] [LOCAL ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt [2025-12-02T20:27:19.726351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:19.726381] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:19.726406] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:19.726460] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:19.783005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:19.783601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:19.783678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:19.783710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:19.893944] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:19.894078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:19.894122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:19.894190] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:19.897453] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=52.68%) [2025-12-02T20:27:19.897735] [INFO ] [FORECASTER] Completed predict_future for BIAF [2025-12-02T20:27:19.897880] [INFO ] [sig ] BIAF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:20.037598] [INFO ] [LOCAL ] Saved forecast: BIAF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIAF.txt [2025-12-02T20:27:20.037749] [INFO ] [sig ] [387/3544] Completed BIAF in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:20.037787] [INFO ] [sig ] [388/3544] Forecasting BIB... [2025-12-02T20:27:20.037816] [INFO ] [sig ] Generating forecast for: BIB [2025-12-02T20:27:20.037845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'. [2025-12-02T20:27:20.049599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIB'. [2025-12-02T20:27:20.049960] [INFO ] [FORECASTER] Starting predict_future for BIB [2025-12-02T20:27:20.050767] [DEBUG] [LOCAL ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt [2025-12-02T20:27:20.050816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:20.050847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:20.050872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:20.050927] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:20.108177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:20.108911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:20.108997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:20.109028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:20.215842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:20.215998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:20.216040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:20.216069] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:20.219542] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=10.79%) [2025-12-02T20:27:20.219838] [INFO ] [FORECASTER] Completed predict_future for BIB [2025-12-02T20:27:20.219973] [INFO ] [sig ] BIB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:20.360686] [INFO ] [LOCAL ] Saved forecast: BIB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BIB.txt [2025-12-02T20:27:20.360897] [INFO ] [sig ] [388/3544] Completed BIB in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:20.360937] [INFO ] [sig ] [389/3544] Forecasting BIIB... [2025-12-02T20:27:20.360967] [INFO ] [sig ] Generating forecast for: BIIB [2025-12-02T20:27:20.360996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'. [2025-12-02T20:27:20.373529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIIB'. [2025-12-02T20:27:20.373865] [INFO ] [FORECASTER] Starting predict_future for BIIB [2025-12-02T20:27:20.374689] [DEBUG] [LOCAL ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt [2025-12-02T20:27:20.374737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:20.374767] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:20.374792] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:20.374846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:20.431077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:20.431793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:20.431873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:20.431906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:20.560045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:20.560210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:20.560251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:20.560281] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:20.563807] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=77.79%) [2025-12-02T20:27:20.564092] [INFO ] [FORECASTER] Completed predict_future for BIIB [2025-12-02T20:27:20.564222] [INFO ] [sig ] BIIB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:20.705701] [INFO ] [LOCAL ] Saved forecast: BIIB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIIB.txt [2025-12-02T20:27:20.705841] [INFO ] [sig ] [389/3544] Completed BIIB in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:20.705879] [INFO ] [sig ] [390/3544] Forecasting BILI... [2025-12-02T20:27:20.705906] [INFO ] [sig ] Generating forecast for: BILI [2025-12-02T20:27:20.705934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'. [2025-12-02T20:27:20.717296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILI'. [2025-12-02T20:27:20.717612] [INFO ] [FORECASTER] Starting predict_future for BILI [2025-12-02T20:27:20.718418] [DEBUG] [LOCAL ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt [2025-12-02T20:27:20.718467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:20.718497] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:20.718522] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:20.718597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:20.774003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:20.774734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:20.774814] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:20.774843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:20.895348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:20.895503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:20.895543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:20.895588] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:20.898939] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=9.46%) [2025-12-02T20:27:20.899225] [INFO ] [FORECASTER] Completed predict_future for BILI [2025-12-02T20:27:20.899352] [INFO ] [sig ] BILI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:21.035015] [INFO ] [LOCAL ] Saved forecast: BILI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BILI.txt [2025-12-02T20:27:21.035146] [INFO ] [sig ] [390/3544] Completed BILI in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:21.035182] [INFO ] [sig ] [391/3544] Forecasting BILL... [2025-12-02T20:27:21.035210] [INFO ] [sig ] Generating forecast for: BILL [2025-12-02T20:27:21.035238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-12-02T20:27:21.046772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILL'. [2025-12-02T20:27:21.047113] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-12-02T20:27:21.047920] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-12-02T20:27:21.047971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:21.048002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:21.048028] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:21.048082] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:21.104981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:21.105848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:21.105929] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:21.105959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:21.229943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:21.230090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:21.230130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:21.230159] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:21.233518] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=80.40%) [2025-12-02T20:27:21.233812] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-12-02T20:27:21.233961] [INFO ] [sig ] BILL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:21.421214] [INFO ] [LOCAL ] Saved forecast: BILL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BILL.txt [2025-12-02T20:27:21.421352] [INFO ] [sig ] [391/3544] Completed BILL in 0.4s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:21.421392] [INFO ] [sig ] [392/3544] Forecasting BIO... [2025-12-02T20:27:21.421428] [INFO ] [sig ] Generating forecast for: BIO [2025-12-02T20:27:21.421462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-12-02T20:27:21.434033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIO'. [2025-12-02T20:27:21.434331] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-12-02T20:27:21.435121] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-12-02T20:27:21.435175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:21.435206] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:21.435231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:21.435286] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:21.492275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:21.493149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:21.493232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:21.493262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:21.610967] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:21.611121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:21.611162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:21.611188] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:21.614700] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=92.05%) [2025-12-02T20:27:21.614962] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-12-02T20:27:21.615083] [INFO ] [sig ] BIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:21.755183] [INFO ] [LOCAL ] Saved forecast: BIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIO.txt [2025-12-02T20:27:21.755334] [INFO ] [sig ] [392/3544] Completed BIO in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:21.755371] [INFO ] [sig ] [393/3544] Forecasting BIOX... [2025-12-02T20:27:21.755400] [INFO ] [sig ] Generating forecast for: BIOX [2025-12-02T20:27:21.755429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'. [2025-12-02T20:27:21.766411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIOX'. [2025-12-02T20:27:21.766820] [INFO ] [FORECASTER] Starting predict_future for BIOX [2025-12-02T20:27:21.767625] [DEBUG] [LOCAL ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt [2025-12-02T20:27:21.767675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:21.767705] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:21.767731] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:21.767785] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:21.823657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:21.824483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:21.824566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:21.824620] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:21.944651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:21.944806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:21.944846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:21.944873] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:21.948271] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=79.11%) [2025-12-02T20:27:21.948550] [INFO ] [FORECASTER] Completed predict_future for BIOX [2025-12-02T20:27:21.948700] [INFO ] [sig ] BIOX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:22.089925] [INFO ] [LOCAL ] Saved forecast: BIOX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIOX.txt [2025-12-02T20:27:22.090053] [INFO ] [sig ] [393/3544] Completed BIOX in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:22.090098] [INFO ] [sig ] [394/3544] Forecasting BIP... [2025-12-02T20:27:22.090132] [INFO ] [sig ] Generating forecast for: BIP [2025-12-02T20:27:22.090167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-12-02T20:27:22.101157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIP'. [2025-12-02T20:27:22.101443] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-12-02T20:27:22.102212] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-12-02T20:27:22.102261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:22.102291] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:22.102316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:22.102375] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:22.157768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:22.158351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:22.158454] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:22.158486] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:22.277920] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:22.278024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:22.278061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:22.278093] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:22.281206] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=20.54%) [2025-12-02T20:27:22.281468] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-12-02T20:27:22.281607] [INFO ] [sig ] BIP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:22.417103] [INFO ] [LOCAL ] Saved forecast: BIP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BIP.txt [2025-12-02T20:27:22.417225] [INFO ] [sig ] [394/3544] Completed BIP in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:22.417261] [INFO ] [sig ] [395/3544] Forecasting BIPH... [2025-12-02T20:27:22.417291] [INFO ] [sig ] Generating forecast for: BIPH [2025-12-02T20:27:22.417319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-12-02T20:27:22.428406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPH'. [2025-12-02T20:27:22.428721] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-12-02T20:27:22.429471] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-12-02T20:27:22.429519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:22.429550] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:22.429595] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:22.429652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:22.484704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:22.485321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:22.485397] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:22.485428] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:22.591095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:22.591199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:22.591234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:22.591260] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:22.594352] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=73.31%) [2025-12-02T20:27:22.594625] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-12-02T20:27:22.594744] [INFO ] [sig ] BIPH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:22.734143] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIPH.txt [2025-12-02T20:27:22.734250] [INFO ] [sig ] [395/3544] Completed BIPH in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:22.734286] [INFO ] [sig ] [396/3544] Forecasting BIPI... [2025-12-02T20:27:22.734314] [INFO ] [sig ] Generating forecast for: BIPI [2025-12-02T20:27:22.734342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-12-02T20:27:22.745156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPI'. [2025-12-02T20:27:22.745427] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-12-02T20:27:22.746231] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-12-02T20:27:22.746303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:22.746335] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:22.746361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:22.746416] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:22.801635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:22.802212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:22.802286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:22.802316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:22.908101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:22.908214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:22.908250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:22.908276] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:22.911386] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-12-02T20:27:22.911682] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-12-02T20:27:22.911804] [INFO ] [sig ] BIPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:23.047567] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIPI.txt [2025-12-02T20:27:23.047698] [INFO ] [sig ] [396/3544] Completed BIPI in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:23.047752] [INFO ] [sig ] [397/3544] Forecasting BIRD... [2025-12-02T20:27:23.047780] [INFO ] [sig ] Generating forecast for: BIRD [2025-12-02T20:27:23.047808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'. [2025-12-02T20:27:23.058530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRD'. [2025-12-02T20:27:23.058816] [INFO ] [FORECASTER] Starting predict_future for BIRD [2025-12-02T20:27:23.059565] [DEBUG] [LOCAL ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt [2025-12-02T20:27:23.059631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:23.059662] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:23.059688] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:23.059743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:23.114506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:23.115089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:23.115164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:23.115194] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:23.232701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:23.232801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:23.232835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:23.232862] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:23.235926] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=82.09%) [2025-12-02T20:27:23.236181] [INFO ] [FORECASTER] Completed predict_future for BIRD [2025-12-02T20:27:23.236300] [INFO ] [sig ] BIRD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:23.371504] [INFO ] [LOCAL ] Saved forecast: BIRD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIRD.txt [2025-12-02T20:27:23.371661] [INFO ] [sig ] [397/3544] Completed BIRD in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:23.371700] [INFO ] [sig ] [398/3544] Forecasting BIRK... [2025-12-02T20:27:23.371728] [INFO ] [sig ] Generating forecast for: BIRK [2025-12-02T20:27:23.371757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-12-02T20:27:23.382424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRK'. [2025-12-02T20:27:23.382711] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-12-02T20:27:23.383467] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-12-02T20:27:23.383516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:23.383546] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:23.383590] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:23.383652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:23.443504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:23.444112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:23.444201] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:23.444238] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:23.566802] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:23.566910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:23.566947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:23.566973] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:23.570161] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=85.78%) [2025-12-02T20:27:23.570429] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-12-02T20:27:23.570551] [INFO ] [sig ] BIRK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:23.708690] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIRK.txt [2025-12-02T20:27:23.708842] [INFO ] [sig ] [398/3544] Completed BIRK in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:23.708880] [INFO ] [sig ] [399/3544] Forecasting BITF... [2025-12-02T20:27:23.708910] [INFO ] [sig ] Generating forecast for: BITF [2025-12-02T20:27:23.708939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'. [2025-12-02T20:27:23.719862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BITF'. [2025-12-02T20:27:23.720126] [INFO ] [FORECASTER] Starting predict_future for BITF [2025-12-02T20:27:23.720912] [DEBUG] [LOCAL ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt [2025-12-02T20:27:23.720961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:23.720992] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:23.721018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:23.721073] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:23.776452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:23.777053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:23.777134] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:23.777173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:23.897779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:23.897904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:23.897947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:23.897974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:23.901194] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=64.59%) [2025-12-02T20:27:23.901470] [INFO ] [FORECASTER] Completed predict_future for BITF [2025-12-02T20:27:23.901611] [INFO ] [sig ] BITF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:24.039742] [INFO ] [LOCAL ] Saved forecast: BITF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BITF.txt [2025-12-02T20:27:24.039846] [INFO ] [sig ] [399/3544] Completed BITF in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:24.039889] [INFO ] [sig ] [400/3544] Forecasting BIVI... [2025-12-02T20:27:24.039918] [INFO ] [sig ] Generating forecast for: BIVI [2025-12-02T20:27:24.039946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'. [2025-12-02T20:27:24.051003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIVI'. [2025-12-02T20:27:24.051261] [INFO ] [FORECASTER] Starting predict_future for BIVI [2025-12-02T20:27:24.052044] [DEBUG] [LOCAL ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt [2025-12-02T20:27:24.052093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:24.052124] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:24.052150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:24.052204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:24.110956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:24.111565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:24.111658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:24.111694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:24.231563] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:24.231695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:24.231731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:24.231759] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:24.234930] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=83.93%) [2025-12-02T20:27:24.235192] [INFO ] [FORECASTER] Completed predict_future for BIVI [2025-12-02T20:27:24.235311] [INFO ] [sig ] BIVI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:24.373298] [INFO ] [LOCAL ] Saved forecast: BIVI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BIVI.txt [2025-12-02T20:27:24.373417] [INFO ] [sig ] [400/3544] Completed BIVI in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.7m [2025-12-02T20:27:24.373453] [INFO ] [sig ] [401/3544] Forecasting BJ... [2025-12-02T20:27:24.373483] [INFO ] [sig ] Generating forecast for: BJ [2025-12-02T20:27:24.373511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-12-02T20:27:24.384670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJ'. [2025-12-02T20:27:24.384943] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-12-02T20:27:24.385732] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-12-02T20:27:24.385781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:24.385837] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:24.385864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:24.385920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:24.441352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:24.441977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:24.442055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:24.442084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:24.564414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:24.564526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:24.564562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:24.564608] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:24.567789] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=88.80%) [2025-12-02T20:27:24.568075] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-12-02T20:27:24.568216] [INFO ] [sig ] BJ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:24.705261] [INFO ] [LOCAL ] Saved forecast: BJ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BJ.txt [2025-12-02T20:27:24.705389] [INFO ] [sig ] [401/3544] Completed BJ in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:24.705426] [INFO ] [sig ] [402/3544] Forecasting BJDX... [2025-12-02T20:27:24.705454] [INFO ] [sig ] Generating forecast for: BJDX [2025-12-02T20:27:24.705482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'. [2025-12-02T20:27:24.716499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJDX'. [2025-12-02T20:27:24.716792] [INFO ] [FORECASTER] Starting predict_future for BJDX [2025-12-02T20:27:24.717545] [DEBUG] [LOCAL ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt [2025-12-02T20:27:24.717610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:24.717640] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:24.717665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:24.717719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:24.773635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:24.774361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:24.774439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:24.774470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:24.896236] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:24.896399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:24.896440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:24.896466] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:24.899778] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=73.06%) [2025-12-02T20:27:24.900037] [INFO ] [FORECASTER] Completed predict_future for BJDX [2025-12-02T20:27:24.900156] [INFO ] [sig ] BJDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:25.038125] [INFO ] [LOCAL ] Saved forecast: BJDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BJDX.txt [2025-12-02T20:27:25.038248] [INFO ] [sig ] [402/3544] Completed BJDX in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:25.038285] [INFO ] [sig ] [403/3544] Forecasting BJRI... [2025-12-02T20:27:25.038313] [INFO ] [sig ] Generating forecast for: BJRI [2025-12-02T20:27:25.038342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'. [2025-12-02T20:27:25.049314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJRI'. [2025-12-02T20:27:25.049634] [INFO ] [FORECASTER] Starting predict_future for BJRI [2025-12-02T20:27:25.050465] [DEBUG] [LOCAL ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt [2025-12-02T20:27:25.050524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:25.050562] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:25.050615] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:25.050675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:25.106825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:25.107420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:25.107498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:25.107530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:25.228358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:25.228468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:25.228521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:25.228548] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:25.231948] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=73.23%) [2025-12-02T20:27:25.232215] [INFO ] [FORECASTER] Completed predict_future for BJRI [2025-12-02T20:27:25.232338] [INFO ] [sig ] BJRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:25.368561] [INFO ] [LOCAL ] Saved forecast: BJRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BJRI.txt [2025-12-02T20:27:25.368693] [INFO ] [sig ] [403/3544] Completed BJRI in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:25.368729] [INFO ] [sig ] [404/3544] Forecasting BK... [2025-12-02T20:27:25.368756] [INFO ] [sig ] Generating forecast for: BK [2025-12-02T20:27:25.368785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-12-02T20:27:25.380009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BK'. [2025-12-02T20:27:25.380293] [INFO ] [FORECASTER] Starting predict_future for BK [2025-12-02T20:27:25.381073] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-12-02T20:27:25.381122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:25.381152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:25.381177] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:25.381235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:25.437983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:25.438589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:25.438667] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:25.438698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:25.558708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:25.558813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:25.558848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:25.558875] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:25.562070] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=93.34%) [2025-12-02T20:27:25.562329] [INFO ] [FORECASTER] Completed predict_future for BK [2025-12-02T20:27:25.562451] [INFO ] [sig ] BK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:25.698429] [INFO ] [LOCAL ] Saved forecast: BK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BK.txt [2025-12-02T20:27:25.698537] [INFO ] [sig ] [404/3544] Completed BK in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:25.698589] [INFO ] [sig ] [405/3544] Forecasting BKCH... [2025-12-02T20:27:25.698620] [INFO ] [sig ] Generating forecast for: BKCH [2025-12-02T20:27:25.698648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'. [2025-12-02T20:27:25.709333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKCH'. [2025-12-02T20:27:25.709626] [INFO ] [FORECASTER] Starting predict_future for BKCH [2025-12-02T20:27:25.710374] [DEBUG] [LOCAL ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt [2025-12-02T20:27:25.710422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:25.710452] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:25.710477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:25.710531] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:25.766171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:25.766784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:25.766868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:25.766900] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:25.881502] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:25.881624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:25.881661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:25.881688] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:25.884864] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=77.12%) [2025-12-02T20:27:25.885117] [INFO ] [FORECASTER] Completed predict_future for BKCH [2025-12-02T20:27:25.885238] [INFO ] [sig ] BKCH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:26.021354] [INFO ] [LOCAL ] Saved forecast: BKCH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BKCH.txt [2025-12-02T20:27:26.021463] [INFO ] [sig ] [405/3544] Completed BKCH in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:26.021498] [INFO ] [sig ] [406/3544] Forecasting BKD... [2025-12-02T20:27:26.021526] [INFO ] [sig ] Generating forecast for: BKD [2025-12-02T20:27:26.021555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-12-02T20:27:26.032618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKD'. [2025-12-02T20:27:26.032887] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-12-02T20:27:26.033654] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-12-02T20:27:26.033702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:26.033731] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:26.033756] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:26.033810] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:26.089040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:26.089641] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:26.089714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:26.089744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:26.209378] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:26.209505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:26.209542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:26.209583] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:26.212835] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=15.52%) [2025-12-02T20:27:26.213092] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-12-02T20:27:26.213229] [INFO ] [sig ] BKD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:26.351969] [INFO ] [LOCAL ] Saved forecast: BKD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BKD.txt [2025-12-02T20:27:26.352075] [INFO ] [sig ] [406/3544] Completed BKD in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:26.352111] [INFO ] [sig ] [407/3544] Forecasting BKE... [2025-12-02T20:27:26.352138] [INFO ] [sig ] Generating forecast for: BKE [2025-12-02T20:27:26.352168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-12-02T20:27:26.363198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKE'. [2025-12-02T20:27:26.363524] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-12-02T20:27:26.364290] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-12-02T20:27:26.364338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:26.364377] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:26.364403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:26.364456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:26.419342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:26.419951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:26.420026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:26.420057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:26.544400] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:26.544546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:26.544601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:26.544629] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:26.547856] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=89.64%) [2025-12-02T20:27:26.548128] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-12-02T20:27:26.548267] [INFO ] [sig ] BKE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:26.684077] [INFO ] [LOCAL ] Saved forecast: BKE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BKE.txt [2025-12-02T20:27:26.684226] [INFO ] [sig ] [407/3544] Completed BKE in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:26.684265] [INFO ] [sig ] [408/3544] Forecasting BKH... [2025-12-02T20:27:26.684294] [INFO ] [sig ] Generating forecast for: BKH [2025-12-02T20:27:26.684323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-12-02T20:27:26.695522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKH'. [2025-12-02T20:27:26.695846] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-12-02T20:27:26.696615] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-12-02T20:27:26.696664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:26.696695] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:26.696721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:26.696776] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:26.751945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:26.752603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:26.752678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:26.752711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:26.871537] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:26.871695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:26.871734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:26.871763] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:26.875066] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-12-02T20:27:26.875332] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-12-02T20:27:26.875457] [INFO ] [sig ] BKH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:27.012012] [INFO ] [LOCAL ] Saved forecast: BKH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BKH.txt [2025-12-02T20:27:27.012135] [INFO ] [sig ] [408/3544] Completed BKH in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:27.012172] [INFO ] [sig ] [409/3544] Forecasting BKN... [2025-12-02T20:27:27.012200] [INFO ] [sig ] Generating forecast for: BKN [2025-12-02T20:27:27.012228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-12-02T20:27:27.023736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKN'. [2025-12-02T20:27:27.024024] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-12-02T20:27:27.024875] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-12-02T20:27:27.024926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:27.024958] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:27.024985] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:27.025041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:27.081604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:27.082196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:27.082274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:27.082306] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:27.196267] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:27.196378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:27.196414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:27.196440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:27.199567] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=91.45%) [2025-12-02T20:27:27.199855] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-12-02T20:27:27.199972] [INFO ] [sig ] BKN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:27.338980] [INFO ] [LOCAL ] Saved forecast: BKN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BKN.txt [2025-12-02T20:27:27.339087] [INFO ] [sig ] [409/3544] Completed BKN in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:27.339122] [INFO ] [sig ] [410/3544] Forecasting BKNG... [2025-12-02T20:27:27.339151] [INFO ] [sig ] Generating forecast for: BKNG [2025-12-02T20:27:27.339178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'. [2025-12-02T20:27:27.350045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKNG'. [2025-12-02T20:27:27.350332] [INFO ] [FORECASTER] Starting predict_future for BKNG [2025-12-02T20:27:27.351109] [DEBUG] [LOCAL ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt [2025-12-02T20:27:27.351157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:27.351187] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:27.351211] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:27.351265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:27.406484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:27.407103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:27.407178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:27.407209] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:27.528190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:27.528320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:27.528363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:27.528395] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:27.531592] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=18.74%) [2025-12-02T20:27:27.531847] [INFO ] [FORECASTER] Completed predict_future for BKNG [2025-12-02T20:27:27.531965] [INFO ] [sig ] BKNG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:27.668931] [INFO ] [LOCAL ] Saved forecast: BKNG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BKNG.txt [2025-12-02T20:27:27.669039] [INFO ] [sig ] [410/3544] Completed BKNG in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:27.669075] [INFO ] [sig ] [411/3544] Forecasting BKSY... [2025-12-02T20:27:27.669104] [INFO ] [sig ] Generating forecast for: BKSY [2025-12-02T20:27:27.669138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-12-02T20:27:27.680755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKSY'. [2025-12-02T20:27:27.681022] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-12-02T20:27:27.681792] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-12-02T20:27:27.681841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:27.681871] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:27.681896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:27.681951] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:27.738985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:27.739591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:27.739666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:27.739696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:27.864451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:27.864564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:27.864634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:27.864664] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:27.867972] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=84.59%) [2025-12-02T20:27:27.868236] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-12-02T20:27:27.868360] [INFO ] [sig ] BKSY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:28.005602] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BKSY.txt [2025-12-02T20:27:28.005713] [INFO ] [sig ] [411/3544] Completed BKSY in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:28.005750] [INFO ] [sig ] [412/3544] Forecasting BLBD... [2025-12-02T20:27:28.005778] [INFO ] [sig ] Generating forecast for: BLBD [2025-12-02T20:27:28.005805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'. [2025-12-02T20:27:28.016179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLBD'. [2025-12-02T20:27:28.016470] [INFO ] [FORECASTER] Starting predict_future for BLBD [2025-12-02T20:27:28.017290] [DEBUG] [LOCAL ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt [2025-12-02T20:27:28.017341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:28.017373] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:28.017399] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:28.017456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:28.074077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:28.074692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:28.074769] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:28.074800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:28.197790] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:28.197926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:28.197964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:28.197992] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:28.201184] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: UP (p=74.11%) [2025-12-02T20:27:28.201436] [INFO ] [FORECASTER] Completed predict_future for BLBD [2025-12-02T20:27:28.201557] [INFO ] [sig ] BLBD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:28.339275] [INFO ] [LOCAL ] Saved forecast: BLBD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLBD.txt [2025-12-02T20:27:28.339386] [INFO ] [sig ] [412/3544] Completed BLBD in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:28.339423] [INFO ] [sig ] [413/3544] Forecasting BLCN... [2025-12-02T20:27:28.339451] [INFO ] [sig ] Generating forecast for: BLCN [2025-12-02T20:27:28.339479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'. [2025-12-02T20:27:28.350561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCN'. [2025-12-02T20:27:28.350873] [INFO ] [FORECASTER] Starting predict_future for BLCN [2025-12-02T20:27:28.351659] [DEBUG] [LOCAL ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt [2025-12-02T20:27:28.351709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:28.351739] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:28.351764] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:28.351817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:28.408669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:28.409290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:28.409366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:28.409398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:28.514715] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:28.514831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:28.514867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:28.514893] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:28.518033] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=65.75%) [2025-12-02T20:27:28.518313] [INFO ] [FORECASTER] Completed predict_future for BLCN [2025-12-02T20:27:28.518445] [INFO ] [sig ] BLCN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:28.655370] [INFO ] [LOCAL ] Saved forecast: BLCN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLCN.txt [2025-12-02T20:27:28.655474] [INFO ] [sig ] [413/3544] Completed BLCN in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:28.655511] [INFO ] [sig ] [414/3544] Forecasting BLCO... [2025-12-02T20:27:28.655539] [INFO ] [sig ] Generating forecast for: BLCO [2025-12-02T20:27:28.655567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-12-02T20:27:28.667044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCO'. [2025-12-02T20:27:28.667300] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-12-02T20:27:28.668083] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-12-02T20:27:28.668132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:28.668162] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:28.668187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:28.668242] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:28.723553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:28.724138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:28.724211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:28.724244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:28.848594] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:28.848699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:28.848735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:28.848762] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:28.851837] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=28.55%) [2025-12-02T20:27:28.852090] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-12-02T20:27:28.852208] [INFO ] [sig ] BLCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:28.992545] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BLCO.txt [2025-12-02T20:27:28.992674] [INFO ] [sig ] [414/3544] Completed BLCO in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:28.992736] [INFO ] [sig ] [415/3544] Forecasting BLD... [2025-12-02T20:27:28.992765] [INFO ] [sig ] Generating forecast for: BLD [2025-12-02T20:27:28.992800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-12-02T20:27:29.003549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLD'. [2025-12-02T20:27:29.003839] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-12-02T20:27:29.004601] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-12-02T20:27:29.004649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:29.004679] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:29.004705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:29.004760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:29.060096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:29.060680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:29.060753] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:29.060784] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:29.177672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:29.177782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:29.177818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:29.177846] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:29.180990] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=7.66%) [2025-12-02T20:27:29.181264] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-12-02T20:27:29.181408] [INFO ] [sig ] BLD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:29.319254] [INFO ] [LOCAL ] Saved forecast: BLD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BLD.txt [2025-12-02T20:27:29.319360] [INFO ] [sig ] [415/3544] Completed BLD in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.6m [2025-12-02T20:27:29.319395] [INFO ] [sig ] [416/3544] Forecasting BLDP... [2025-12-02T20:27:29.319422] [INFO ] [sig ] Generating forecast for: BLDP [2025-12-02T20:27:29.319450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'. [2025-12-02T20:27:29.331236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLDP'. [2025-12-02T20:27:29.331591] [INFO ] [FORECASTER] Starting predict_future for BLDP [2025-12-02T20:27:29.332421] [DEBUG] [LOCAL ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt [2025-12-02T20:27:29.332471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:29.332501] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:29.332526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:29.332602] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:29.387355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:29.388222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:29.388301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:29.388331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:29.508681] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:29.508837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:29.508877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:29.508903] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:29.512230] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-12-02T20:27:29.512505] [INFO ] [FORECASTER] Completed predict_future for BLDP [2025-12-02T20:27:29.512656] [INFO ] [sig ] BLDP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:29.649603] [INFO ] [LOCAL ] Saved forecast: BLDP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLDP.txt [2025-12-02T20:27:29.649751] [INFO ] [sig ] [416/3544] Completed BLDP in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.5m [2025-12-02T20:27:29.649790] [INFO ] [sig ] [417/3544] Forecasting BLE... [2025-12-02T20:27:29.649818] [INFO ] [sig ] Generating forecast for: BLE [2025-12-02T20:27:29.649846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-12-02T20:27:29.661707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLE'. [2025-12-02T20:27:29.661992] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-12-02T20:27:29.662841] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-12-02T20:27:29.662891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:29.662921] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:29.662946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:29.663000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:29.720162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:29.721068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:29.721151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:29.721183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:29.838367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:29.838514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:29.838556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:29.838601] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:29.842037] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=49.11%) [2025-12-02T20:27:29.842306] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-12-02T20:27:29.842427] [INFO ] [sig ] BLE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:29.979694] [INFO ] [LOCAL ] Saved forecast: BLE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BLE.txt [2025-12-02T20:27:29.979848] [INFO ] [sig ] [417/3544] Completed BLE in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.5m [2025-12-02T20:27:29.979887] [INFO ] [sig ] [418/3544] Forecasting BLFS... [2025-12-02T20:27:29.979915] [INFO ] [sig ] Generating forecast for: BLFS [2025-12-02T20:27:29.979944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'. [2025-12-02T20:27:29.991290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFS'. [2025-12-02T20:27:29.991675] [INFO ] [FORECASTER] Starting predict_future for BLFS [2025-12-02T20:27:29.992456] [DEBUG] [LOCAL ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt [2025-12-02T20:27:29.992505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:29.992536] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:29.992617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:29.992712] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:30.050898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:30.051737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:30.051821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:30.051853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:30.171212] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:30.171366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:30.171407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:30.171434] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:30.174894] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=96.42%) [2025-12-02T20:27:30.175178] [INFO ] [FORECASTER] Completed predict_future for BLFS [2025-12-02T20:27:30.175304] [INFO ] [sig ] BLFS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:30.313098] [INFO ] [LOCAL ] Saved forecast: BLFS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLFS.txt [2025-12-02T20:27:30.313247] [INFO ] [sig ] [418/3544] Completed BLFS in 0.3s | 2.97 sym/s | Total: 2.3m | ETA: 17.5m [2025-12-02T20:27:30.313294] [INFO ] [sig ] [419/3544] Forecasting BLFY... [2025-12-02T20:27:30.313332] [INFO ] [sig ] Generating forecast for: BLFY [2025-12-02T20:27:30.313366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'. [2025-12-02T20:27:30.324818] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFY'. [2025-12-02T20:27:30.325196] [INFO ] [FORECASTER] Starting predict_future for BLFY [2025-12-02T20:27:30.326026] [DEBUG] [LOCAL ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt [2025-12-02T20:27:30.326077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:30.326107] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:30.326133] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:30.326189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:30.384677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:30.385481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:30.385562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:30.385613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:30.506916] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:30.507064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:30.507103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:30.507131] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:30.510480] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=75.00%) [2025-12-02T20:27:30.510768] [INFO ] [FORECASTER] Completed predict_future for BLFY [2025-12-02T20:27:30.510893] [INFO ] [sig ] BLFY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:30.649781] [INFO ] [LOCAL ] Saved forecast: BLFY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLFY.txt [2025-12-02T20:27:30.649924] [INFO ] [sig ] [419/3544] Completed BLFY in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:30.649963] [INFO ] [sig ] [420/3544] Forecasting BLK... [2025-12-02T20:27:30.649992] [INFO ] [sig ] Generating forecast for: BLK [2025-12-02T20:27:30.650020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-12-02T20:27:30.661481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLK'. [2025-12-02T20:27:30.661803] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-12-02T20:27:30.662669] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-12-02T20:27:30.662731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:30.662762] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:30.662790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:30.662846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:30.720875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:30.721743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:30.721823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:30.721854] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:30.848241] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:30.848367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:30.848415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:30.848448] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:30.851728] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=25.56%) [2025-12-02T20:27:30.851988] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-12-02T20:27:30.852110] [INFO ] [sig ] BLK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:30.989313] [INFO ] [LOCAL ] Saved forecast: BLK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BLK.txt [2025-12-02T20:27:30.989424] [INFO ] [sig ] [420/3544] Completed BLK in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:30.989460] [INFO ] [sig ] [421/3544] Forecasting BLKB... [2025-12-02T20:27:30.989489] [INFO ] [sig ] Generating forecast for: BLKB [2025-12-02T20:27:30.989517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'. [2025-12-02T20:27:30.999981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLKB'. [2025-12-02T20:27:31.000244] [INFO ] [FORECASTER] Starting predict_future for BLKB [2025-12-02T20:27:31.001012] [DEBUG] [LOCAL ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt [2025-12-02T20:27:31.001060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:31.001091] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:31.001116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:31.001170] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:31.056462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:31.057070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:31.057145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:31.057175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:31.172846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:31.172959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:31.172993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:31.173019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:31.176207] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=14.78%) [2025-12-02T20:27:31.176471] [INFO ] [FORECASTER] Completed predict_future for BLKB [2025-12-02T20:27:31.176609] [INFO ] [sig ] BLKB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:31.312818] [INFO ] [LOCAL ] Saved forecast: BLKB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BLKB.txt [2025-12-02T20:27:31.312927] [INFO ] [sig ] [421/3544] Completed BLKB in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:31.312964] [INFO ] [sig ] [422/3544] Forecasting BLMN... [2025-12-02T20:27:31.312994] [INFO ] [sig ] Generating forecast for: BLMN [2025-12-02T20:27:31.313022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'. [2025-12-02T20:27:31.326337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLMN'. [2025-12-02T20:27:31.326655] [INFO ] [FORECASTER] Starting predict_future for BLMN [2025-12-02T20:27:31.327422] [DEBUG] [LOCAL ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt [2025-12-02T20:27:31.327471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:31.327501] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:31.327527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:31.327597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:31.382941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:31.383547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:31.383638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:31.383669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:31.502356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:31.502485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:31.502523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:31.502550] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:31.505885] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=97.83%) [2025-12-02T20:27:31.506145] [INFO ] [FORECASTER] Completed predict_future for BLMN [2025-12-02T20:27:31.506267] [INFO ] [sig ] BLMN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:31.644901] [INFO ] [LOCAL ] Saved forecast: BLMN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLMN.txt [2025-12-02T20:27:31.645007] [INFO ] [sig ] [422/3544] Completed BLMN in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:31.645042] [INFO ] [sig ] [423/3544] Forecasting BLND... [2025-12-02T20:27:31.645070] [INFO ] [sig ] Generating forecast for: BLND [2025-12-02T20:27:31.645098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-12-02T20:27:31.655887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLND'. [2025-12-02T20:27:31.656150] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-12-02T20:27:31.656943] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-12-02T20:27:31.656992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:31.657022] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:31.657048] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:31.657103] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:31.714066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:31.714664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:31.714744] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:31.714774] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:31.838612] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:31.838731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:31.838767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:31.838793] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:31.841930] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=5.71%) [2025-12-02T20:27:31.842189] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-12-02T20:27:31.842308] [INFO ] [sig ] BLND: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:31.979711] [INFO ] [LOCAL ] Saved forecast: BLND 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BLND.txt [2025-12-02T20:27:31.979826] [INFO ] [sig ] [423/3544] Completed BLND in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:31.979869] [INFO ] [sig ] [424/3544] Forecasting BLNK... [2025-12-02T20:27:31.979899] [INFO ] [sig ] Generating forecast for: BLNK [2025-12-02T20:27:31.979927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'. [2025-12-02T20:27:31.990978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLNK'. [2025-12-02T20:27:31.991237] [INFO ] [FORECASTER] Starting predict_future for BLNK [2025-12-02T20:27:31.992059] [DEBUG] [LOCAL ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt [2025-12-02T20:27:31.992107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:31.992137] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:31.992162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:31.992216] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:32.048835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:32.049437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:32.049525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:32.049556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:32.169862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:32.169970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:32.170006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:32.170033] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:32.173121] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: UP (p=65.94%) [2025-12-02T20:27:32.173376] [INFO ] [FORECASTER] Completed predict_future for BLNK [2025-12-02T20:27:32.173495] [INFO ] [sig ] BLNK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:32.310518] [INFO ] [LOCAL ] Saved forecast: BLNK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLNK.txt [2025-12-02T20:27:32.310648] [INFO ] [sig ] [424/3544] Completed BLNK in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:32.310688] [INFO ] [sig ] [425/3544] Forecasting BLRX... [2025-12-02T20:27:32.310716] [INFO ] [sig ] Generating forecast for: BLRX [2025-12-02T20:27:32.310744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'. [2025-12-02T20:27:32.321189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLRX'. [2025-12-02T20:27:32.321450] [INFO ] [FORECASTER] Starting predict_future for BLRX [2025-12-02T20:27:32.322226] [DEBUG] [LOCAL ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt [2025-12-02T20:27:32.322274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:32.322305] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:32.322330] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:32.322387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:32.379009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:32.379665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:32.379741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:32.379771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:32.495054] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:32.495166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:32.495205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:32.495231] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:32.498503] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=58.40%) [2025-12-02T20:27:32.498802] [INFO ] [FORECASTER] Completed predict_future for BLRX [2025-12-02T20:27:32.498926] [INFO ] [sig ] BLRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:32.638744] [INFO ] [LOCAL ] Saved forecast: BLRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLRX.txt [2025-12-02T20:27:32.638875] [INFO ] [sig ] [425/3544] Completed BLRX in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:32.638913] [INFO ] [sig ] [426/3544] Forecasting BLTE... [2025-12-02T20:27:32.638941] [INFO ] [sig ] Generating forecast for: BLTE [2025-12-02T20:27:32.638976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'. [2025-12-02T20:27:32.650058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLTE'. [2025-12-02T20:27:32.650328] [INFO ] [FORECASTER] Starting predict_future for BLTE [2025-12-02T20:27:32.651132] [DEBUG] [LOCAL ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt [2025-12-02T20:27:32.651181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:32.651210] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:32.651235] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:32.651289] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:32.707560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:32.708172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:32.708247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:32.708277] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:32.822305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:32.822454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:32.822499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:32.822531] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:32.825849] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=82.92%) [2025-12-02T20:27:32.826111] [INFO ] [FORECASTER] Completed predict_future for BLTE [2025-12-02T20:27:32.826230] [INFO ] [sig ] BLTE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:32.962436] [INFO ] [LOCAL ] Saved forecast: BLTE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLTE.txt [2025-12-02T20:27:32.962548] [INFO ] [sig ] [426/3544] Completed BLTE in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:32.962601] [INFO ] [sig ] [427/3544] Forecasting BLX... [2025-12-02T20:27:32.962631] [INFO ] [sig ] Generating forecast for: BLX [2025-12-02T20:27:32.962660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-12-02T20:27:32.973779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLX'. [2025-12-02T20:27:32.974056] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-12-02T20:27:32.974851] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-12-02T20:27:32.974901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:32.974932] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:32.974958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:32.975013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:33.030311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:33.030928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:33.031003] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:33.031034] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:33.150634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:33.150743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:33.150793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:33.150820] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:33.154028] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=53.27%) [2025-12-02T20:27:33.154291] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-12-02T20:27:33.154414] [INFO ] [sig ] BLX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:33.291620] [INFO ] [LOCAL ] Saved forecast: BLX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLX.txt [2025-12-02T20:27:33.291728] [INFO ] [sig ] [427/3544] Completed BLX in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:33.291764] [INFO ] [sig ] [428/3544] Forecasting BLZE... [2025-12-02T20:27:33.291792] [INFO ] [sig ] Generating forecast for: BLZE [2025-12-02T20:27:33.291820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'. [2025-12-02T20:27:33.302527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLZE'. [2025-12-02T20:27:33.302825] [INFO ] [FORECASTER] Starting predict_future for BLZE [2025-12-02T20:27:33.303609] [DEBUG] [LOCAL ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt [2025-12-02T20:27:33.303662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:33.303692] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:33.303717] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:33.303772] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:33.359993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:33.360596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:33.360710] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:33.360755] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:33.483306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:33.483422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:33.483459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:33.483486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:33.486854] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=51.37%) [2025-12-02T20:27:33.487116] [INFO ] [FORECASTER] Completed predict_future for BLZE [2025-12-02T20:27:33.487237] [INFO ] [sig ] BLZE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:33.629754] [INFO ] [LOCAL ] Saved forecast: BLZE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BLZE.txt [2025-12-02T20:27:33.629869] [INFO ] [sig ] [428/3544] Completed BLZE in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:33.629907] [INFO ] [sig ] [429/3544] Forecasting BMA... [2025-12-02T20:27:33.629936] [INFO ] [sig ] Generating forecast for: BMA [2025-12-02T20:27:33.629966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-12-02T20:27:33.643354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMA'. [2025-12-02T20:27:33.643968] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-12-02T20:27:33.644970] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-12-02T20:27:33.645024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:33.645059] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:33.645085] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:33.645145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:33.703005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:33.704134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:33.704226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:33.704258] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:33.825506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:33.825719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:33.825765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:33.825793] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:33.829431] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=76.73%) [2025-12-02T20:27:33.829765] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-12-02T20:27:33.829906] [INFO ] [sig ] BMA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:33.973061] [INFO ] [LOCAL ] Saved forecast: BMA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BMA.txt [2025-12-02T20:27:33.973205] [INFO ] [sig ] [429/3544] Completed BMA in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:33.973243] [INFO ] [sig ] [430/3544] Forecasting BMBL... [2025-12-02T20:27:33.973271] [INFO ] [sig ] Generating forecast for: BMBL [2025-12-02T20:27:33.973300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'. [2025-12-02T20:27:33.985064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMBL'. [2025-12-02T20:27:33.985341] [INFO ] [FORECASTER] Starting predict_future for BMBL [2025-12-02T20:27:33.986144] [DEBUG] [LOCAL ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt [2025-12-02T20:27:33.986194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:33.986224] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:33.986248] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:33.986303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:34.045137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:34.045863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:34.045956] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:34.045990] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:34.165133] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:34.165268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:34.165304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:34.165330] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:34.168680] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=40.45%) [2025-12-02T20:27:34.168943] [INFO ] [FORECASTER] Completed predict_future for BMBL [2025-12-02T20:27:34.169065] [INFO ] [sig ] BMBL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:34.307086] [INFO ] [LOCAL ] Saved forecast: BMBL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BMBL.txt [2025-12-02T20:27:34.307214] [INFO ] [sig ] [430/3544] Completed BMBL in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:34.307251] [INFO ] [sig ] [431/3544] Forecasting BME... [2025-12-02T20:27:34.307280] [INFO ] [sig ] Generating forecast for: BME [2025-12-02T20:27:34.307309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-12-02T20:27:34.318805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BME'. [2025-12-02T20:27:34.319068] [INFO ] [FORECASTER] Starting predict_future for BME [2025-12-02T20:27:34.319871] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-12-02T20:27:34.319919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:34.319959] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:34.319985] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:34.320039] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:34.375804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:34.376462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:34.376542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:34.376589] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:34.495710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:34.495859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:34.495898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:34.495926] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:34.499263] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=99.33%) [2025-12-02T20:27:34.499561] [INFO ] [FORECASTER] Completed predict_future for BME [2025-12-02T20:27:34.499700] [INFO ] [sig ] BME: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:34.637306] [INFO ] [LOCAL ] Saved forecast: BME 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BME.txt [2025-12-02T20:27:34.637529] [INFO ] [sig ] [431/3544] Completed BME in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:34.637605] [INFO ] [sig ] [432/3544] Forecasting BMEZ... [2025-12-02T20:27:34.637652] [INFO ] [sig ] Generating forecast for: BMEZ [2025-12-02T20:27:34.637695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-12-02T20:27:34.649698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'. [2025-12-02T20:27:34.650010] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-12-02T20:27:34.650890] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-12-02T20:27:34.650942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:34.650976] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:34.651003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:34.651059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:34.710065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:34.710822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:34.710909] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:34.710943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:34.829710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:34.829830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:34.829867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:34.829893] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:34.833108] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=80.17%) [2025-12-02T20:27:34.833377] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-12-02T20:27:34.833504] [INFO ] [sig ] BMEZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:34.969798] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BMEZ.txt [2025-12-02T20:27:34.969913] [INFO ] [sig ] [432/3544] Completed BMEZ in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.5m [2025-12-02T20:27:34.969950] [INFO ] [sig ] [433/3544] Forecasting BMI... [2025-12-02T20:27:34.969978] [INFO ] [sig ] Generating forecast for: BMI [2025-12-02T20:27:34.970008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-12-02T20:27:34.981353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMI'. [2025-12-02T20:27:34.981660] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-12-02T20:27:34.982431] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-12-02T20:27:34.982480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:34.982510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:34.982535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:34.982619] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:35.038282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:35.038932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:35.039010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:35.039042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:35.156068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:35.156180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:35.156215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:35.156242] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:35.159437] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-12-02T20:27:35.159716] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-12-02T20:27:35.159838] [INFO ] [sig ] BMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:35.299071] [INFO ] [LOCAL ] Saved forecast: BMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BMI.txt [2025-12-02T20:27:35.299188] [INFO ] [sig ] [433/3544] Completed BMI in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.4m [2025-12-02T20:27:35.299224] [INFO ] [sig ] [434/3544] Forecasting BMO... [2025-12-02T20:27:35.299251] [INFO ] [sig ] Generating forecast for: BMO [2025-12-02T20:27:35.299279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-12-02T20:27:35.311193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMO'. [2025-12-02T20:27:35.311479] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-12-02T20:27:35.312275] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-12-02T20:27:35.312324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:35.312355] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:35.312379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:35.312433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:35.370153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:35.370802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:35.370879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:35.370909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:35.500331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:35.500504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:35.500548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:35.500592] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:35.504153] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=13.60%) [2025-12-02T20:27:35.504447] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-12-02T20:27:35.504594] [INFO ] [sig ] BMO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:35.643762] [INFO ] [LOCAL ] Saved forecast: BMO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BMO.txt [2025-12-02T20:27:35.643905] [INFO ] [sig ] [434/3544] Completed BMO in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.4m [2025-12-02T20:27:35.643944] [INFO ] [sig ] [435/3544] Forecasting BMRA... [2025-12-02T20:27:35.643980] [INFO ] [sig ] Generating forecast for: BMRA [2025-12-02T20:27:35.644010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'. [2025-12-02T20:27:35.655540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRA'. [2025-12-02T20:27:35.655870] [INFO ] [FORECASTER] Starting predict_future for BMRA [2025-12-02T20:27:35.656679] [DEBUG] [LOCAL ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt [2025-12-02T20:27:35.656728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:35.656785] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:35.656812] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:35.656866] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:35.713181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:35.713915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:35.713998] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:35.714028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:35.829756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:35.829919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:35.829958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:35.829984] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:35.833297] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=83.37%) [2025-12-02T20:27:35.833560] [INFO ] [FORECASTER] Completed predict_future for BMRA [2025-12-02T20:27:35.833884] [INFO ] [sig ] BMRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:35.973055] [INFO ] [LOCAL ] Saved forecast: BMRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BMRA.txt [2025-12-02T20:27:35.973199] [INFO ] [sig ] [435/3544] Completed BMRA in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.4m [2025-12-02T20:27:35.973237] [INFO ] [sig ] [436/3544] Forecasting BMRN... [2025-12-02T20:27:35.973264] [INFO ] [sig ] Generating forecast for: BMRN [2025-12-02T20:27:35.973292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'. [2025-12-02T20:27:35.986171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRN'. [2025-12-02T20:27:35.986460] [INFO ] [FORECASTER] Starting predict_future for BMRN [2025-12-02T20:27:35.987263] [DEBUG] [LOCAL ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt [2025-12-02T20:27:35.987312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:35.987341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:35.987366] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:35.987419] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:36.043812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:36.044570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:36.044670] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:36.044700] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:36.161454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:36.161626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:36.161670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:36.161698] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:36.165139] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=65.79%) [2025-12-02T20:27:36.165426] [INFO ] [FORECASTER] Completed predict_future for BMRN [2025-12-02T20:27:36.165591] [INFO ] [sig ] BMRN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:36.308680] [INFO ] [LOCAL ] Saved forecast: BMRN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BMRN.txt [2025-12-02T20:27:36.308811] [INFO ] [sig ] [436/3544] Completed BMRN in 0.3s | 2.97 sym/s | Total: 2.4m | ETA: 17.4m [2025-12-02T20:27:36.308848] [INFO ] [sig ] [437/3544] Forecasting BMY... [2025-12-02T20:27:36.308876] [INFO ] [sig ] Generating forecast for: BMY [2025-12-02T20:27:36.308904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-12-02T20:27:36.321019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMY'. [2025-12-02T20:27:36.321343] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-12-02T20:27:36.322129] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-12-02T20:27:36.322177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:36.322208] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:36.322232] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:36.322287] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:36.378316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:36.379034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:36.379118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:36.379150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:36.501083] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:36.501236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:36.501277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:36.501304] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:36.504673] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=89.55%) [2025-12-02T20:27:36.504941] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-12-02T20:27:36.505066] [INFO ] [sig ] BMY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:36.647212] [INFO ] [LOCAL ] Saved forecast: BMY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BMY.txt [2025-12-02T20:27:36.647345] [INFO ] [sig ] [437/3544] Completed BMY in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:36.647382] [INFO ] [sig ] [438/3544] Forecasting BN... [2025-12-02T20:27:36.647411] [INFO ] [sig ] Generating forecast for: BN [2025-12-02T20:27:36.647442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-12-02T20:27:36.660214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BN'. [2025-12-02T20:27:36.660597] [INFO ] [FORECASTER] Starting predict_future for BN [2025-12-02T20:27:36.661419] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-12-02T20:27:36.661470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:36.661502] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:36.661529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:36.661616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:36.718000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:36.718681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:36.718762] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:36.718795] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:36.842851] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:36.843009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:36.843054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:36.843101] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:36.846613] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=22.08%) [2025-12-02T20:27:36.846895] [INFO ] [FORECASTER] Completed predict_future for BN [2025-12-02T20:27:36.847022] [INFO ] [sig ] BN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:36.995042] [INFO ] [LOCAL ] Saved forecast: BN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BN.txt [2025-12-02T20:27:36.995199] [INFO ] [sig ] [438/3544] Completed BN in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:36.995238] [INFO ] [sig ] [439/3544] Forecasting BND... [2025-12-02T20:27:36.995266] [INFO ] [sig ] Generating forecast for: BND [2025-12-02T20:27:36.995295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'. [2025-12-02T20:27:37.007298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BND'. [2025-12-02T20:27:37.007704] [INFO ] [FORECASTER] Starting predict_future for BND [2025-12-02T20:27:37.008500] [DEBUG] [LOCAL ] No optimal features file found for BND: ./output/feature-sets/BND.txt [2025-12-02T20:27:37.008549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:37.008645] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:37.008674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:37.008729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:37.064673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:37.065533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:37.065640] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:37.065673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:37.187795] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:37.187970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:37.188008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:37.188035] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:37.191305] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=46.28%) [2025-12-02T20:27:37.191605] [INFO ] [FORECASTER] Completed predict_future for BND [2025-12-02T20:27:37.191728] [INFO ] [sig ] BND: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:37.331639] [INFO ] [LOCAL ] Saved forecast: BND 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BND.txt [2025-12-02T20:27:37.331798] [INFO ] [sig ] [439/3544] Completed BND in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:37.331836] [INFO ] [sig ] [440/3544] Forecasting BNDX... [2025-12-02T20:27:37.331865] [INFO ] [sig ] Generating forecast for: BNDX [2025-12-02T20:27:37.331894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'. [2025-12-02T20:27:37.344154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNDX'. [2025-12-02T20:27:37.344539] [INFO ] [FORECASTER] Starting predict_future for BNDX [2025-12-02T20:27:37.345350] [DEBUG] [LOCAL ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt [2025-12-02T20:27:37.345400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:37.345430] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:37.345455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:37.345510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:37.403036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:37.403907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:37.403985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:37.404016] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:37.528009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:37.528166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:37.528205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:37.528231] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:37.531525] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=94.92%) [2025-12-02T20:27:37.531811] [INFO ] [FORECASTER] Completed predict_future for BNDX [2025-12-02T20:27:37.531934] [INFO ] [sig ] BNDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:37.671659] [INFO ] [LOCAL ] Saved forecast: BNDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BNDX.txt [2025-12-02T20:27:37.671821] [INFO ] [sig ] [440/3544] Completed BNDX in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:37.671860] [INFO ] [sig ] [441/3544] Forecasting BNED... [2025-12-02T20:27:37.671890] [INFO ] [sig ] Generating forecast for: BNED [2025-12-02T20:27:37.671917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-12-02T20:27:37.683275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNED'. [2025-12-02T20:27:37.683661] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-12-02T20:27:37.684429] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-12-02T20:27:37.684479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:37.684509] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:37.684535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:37.684608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:37.740372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:37.741238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:37.741330] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:37.741363] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:37.862216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:37.862370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:37.862408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:37.862436] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:37.865793] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=91.38%) [2025-12-02T20:27:37.866079] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-12-02T20:27:37.866205] [INFO ] [sig ] BNED: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:38.004401] [INFO ] [LOCAL ] Saved forecast: BNED 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BNED.txt [2025-12-02T20:27:38.004552] [INFO ] [sig ] [441/3544] Completed BNED in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:38.004613] [INFO ] [sig ] [442/3544] Forecasting BNGO... [2025-12-02T20:27:38.004642] [INFO ] [sig ] Generating forecast for: BNGO [2025-12-02T20:27:38.004671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'. [2025-12-02T20:27:38.016087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNGO'. [2025-12-02T20:27:38.016456] [INFO ] [FORECASTER] Starting predict_future for BNGO [2025-12-02T20:27:38.017294] [DEBUG] [LOCAL ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt [2025-12-02T20:27:38.017344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:38.017375] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:38.017401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:38.017468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:38.073402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:38.074258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:38.074338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:38.074369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:38.194114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:38.194270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:38.194309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:38.194336] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:38.197704] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=98.88%) [2025-12-02T20:27:38.198432] [INFO ] [FORECASTER] Completed predict_future for BNGO [2025-12-02T20:27:38.198854] [INFO ] [sig ] BNGO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:38.344218] [INFO ] [LOCAL ] Saved forecast: BNGO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BNGO.txt [2025-12-02T20:27:38.344363] [INFO ] [sig ] [442/3544] Completed BNGO in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:38.344402] [INFO ] [sig ] [443/3544] Forecasting BNH... [2025-12-02T20:27:38.344432] [INFO ] [sig ] Generating forecast for: BNH [2025-12-02T20:27:38.344463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-12-02T20:27:38.356490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNH'. [2025-12-02T20:27:38.356871] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-12-02T20:27:38.357696] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-12-02T20:27:38.357746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:38.357777] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:38.357803] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:38.357887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:38.415187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:38.416162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:38.416247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:38.416278] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:38.530285] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:38.530435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:38.530475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:38.530506] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:38.533754] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=71.15%) [2025-12-02T20:27:38.534013] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-12-02T20:27:38.534132] [INFO ] [sig ] BNH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:38.671269] [INFO ] [LOCAL ] Saved forecast: BNH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BNH.txt [2025-12-02T20:27:38.671402] [INFO ] [sig ] [443/3544] Completed BNH in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:38.671455] [INFO ] [sig ] [444/3544] Forecasting BNJ... [2025-12-02T20:27:38.671496] [INFO ] [sig ] Generating forecast for: BNJ [2025-12-02T20:27:38.671531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-12-02T20:27:38.683610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNJ'. [2025-12-02T20:27:38.683977] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-12-02T20:27:38.684787] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-12-02T20:27:38.684848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:38.684879] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:38.684904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:38.684958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:38.740372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:38.741093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:38.741179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:38.741211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:38.857057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:38.857212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:38.857253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:38.857280] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:38.860684] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=26.86%) [2025-12-02T20:27:38.860953] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-12-02T20:27:38.861077] [INFO ] [sig ] BNJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:39.000012] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BNJ.txt [2025-12-02T20:27:39.000152] [INFO ] [sig ] [444/3544] Completed BNJ in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:39.000190] [INFO ] [sig ] [445/3544] Forecasting BNL... [2025-12-02T20:27:39.000217] [INFO ] [sig ] Generating forecast for: BNL [2025-12-02T20:27:39.000246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-12-02T20:27:39.012005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNL'. [2025-12-02T20:27:39.012299] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-12-02T20:27:39.013103] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-12-02T20:27:39.013152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:39.013181] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:39.013206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:39.013260] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:39.069628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:39.070318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:39.070427] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:39.070461] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:39.190049] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:39.190198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:39.190239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:39.190266] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:39.193647] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=7.66%) [2025-12-02T20:27:39.193921] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-12-02T20:27:39.194048] [INFO ] [sig ] BNL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:39.332209] [INFO ] [LOCAL ] Saved forecast: BNL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BNL.txt [2025-12-02T20:27:39.332379] [INFO ] [sig ] [445/3544] Completed BNL in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:39.332418] [INFO ] [sig ] [446/3544] Forecasting BNRG... [2025-12-02T20:27:39.332447] [INFO ] [sig ] Generating forecast for: BNRG [2025-12-02T20:27:39.332477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'. [2025-12-02T20:27:39.344046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNRG'. [2025-12-02T20:27:39.344433] [INFO ] [FORECASTER] Starting predict_future for BNRG [2025-12-02T20:27:39.345264] [DEBUG] [LOCAL ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt [2025-12-02T20:27:39.345314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:39.345343] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:39.345368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:39.345421] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:39.401291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:39.402144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:39.402228] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:39.402261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:39.526477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:39.526635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:39.526676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:39.526703] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:39.530642] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=23.14%) [2025-12-02T20:27:39.530906] [INFO ] [FORECASTER] Completed predict_future for BNRG [2025-12-02T20:27:39.531026] [INFO ] [sig ] BNRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:39.674166] [INFO ] [LOCAL ] Saved forecast: BNRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BNRG.txt [2025-12-02T20:27:39.674332] [INFO ] [sig ] [446/3544] Completed BNRG in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:39.674371] [INFO ] [sig ] [447/3544] Forecasting BNS... [2025-12-02T20:27:39.674400] [INFO ] [sig ] Generating forecast for: BNS [2025-12-02T20:27:39.674428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-12-02T20:27:39.686143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNS'. [2025-12-02T20:27:39.686435] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-12-02T20:27:39.687230] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-12-02T20:27:39.687279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:39.687309] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:39.687333] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:39.687387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:39.743914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:39.744635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:39.744715] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:39.744747] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:39.868051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:39.868190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:39.868231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:39.868258] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:39.871503] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=95.78%) [2025-12-02T20:27:39.871780] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-12-02T20:27:39.871900] [INFO ] [sig ] BNS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:40.011371] [INFO ] [LOCAL ] Saved forecast: BNS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BNS.txt [2025-12-02T20:27:40.011517] [INFO ] [sig ] [447/3544] Completed BNS in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:40.011560] [INFO ] [sig ] [448/3544] Forecasting BNTC... [2025-12-02T20:27:40.011608] [INFO ] [sig ] Generating forecast for: BNTC [2025-12-02T20:27:40.011639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'. [2025-12-02T20:27:40.022947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTC'. [2025-12-02T20:27:40.023230] [INFO ] [FORECASTER] Starting predict_future for BNTC [2025-12-02T20:27:40.024027] [DEBUG] [LOCAL ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt [2025-12-02T20:27:40.024078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:40.024110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:40.024136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:40.024191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:40.080537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:40.081164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:40.081241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:40.081270] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:40.205198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:40.205351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:40.205391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:40.205421] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:40.208763] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=29.79%) [2025-12-02T20:27:40.209029] [INFO ] [FORECASTER] Completed predict_future for BNTC [2025-12-02T20:27:40.209150] [INFO ] [sig ] BNTC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:40.353312] [INFO ] [LOCAL ] Saved forecast: BNTC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BNTC.txt [2025-12-02T20:27:40.353466] [INFO ] [sig ] [448/3544] Completed BNTC in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:40.353508] [INFO ] [sig ] [449/3544] Forecasting BNTX... [2025-12-02T20:27:40.353542] [INFO ] [sig ] Generating forecast for: BNTX [2025-12-02T20:27:40.353601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'. [2025-12-02T20:27:40.364791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTX'. [2025-12-02T20:27:40.365086] [INFO ] [FORECASTER] Starting predict_future for BNTX [2025-12-02T20:27:40.365883] [DEBUG] [LOCAL ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt [2025-12-02T20:27:40.365932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:40.365963] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:40.365989] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:40.366043] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:40.422598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:40.423257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:40.423335] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:40.423365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:40.541823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:40.541970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:40.542012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:40.542041] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:40.545395] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-12-02T20:27:40.545706] [INFO ] [FORECASTER] Completed predict_future for BNTX [2025-12-02T20:27:40.545834] [INFO ] [sig ] BNTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:40.682739] [INFO ] [LOCAL ] Saved forecast: BNTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BNTX.txt [2025-12-02T20:27:40.682848] [INFO ] [sig ] [449/3544] Completed BNTX in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.4m [2025-12-02T20:27:40.682885] [INFO ] [sig ] [450/3544] Forecasting BNY... [2025-12-02T20:27:40.682912] [INFO ] [sig ] Generating forecast for: BNY [2025-12-02T20:27:40.682941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-12-02T20:27:40.693804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNY'. [2025-12-02T20:27:40.694067] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-12-02T20:27:40.694843] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-12-02T20:27:40.694891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:40.694922] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:40.694948] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:40.695002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:40.752071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:40.752723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:40.752801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:40.752833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:40.867954] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:40.868062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:40.868097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:40.868124] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:40.871219] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=74.73%) [2025-12-02T20:27:40.871481] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-12-02T20:27:40.871651] [INFO ] [sig ] BNY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:41.011020] [INFO ] [LOCAL ] Saved forecast: BNY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BNY.txt [2025-12-02T20:27:41.011137] [INFO ] [sig ] [450/3544] Completed BNY in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.3m [2025-12-02T20:27:41.011174] [INFO ] [sig ] [451/3544] Forecasting BNZI... [2025-12-02T20:27:41.011201] [INFO ] [sig ] Generating forecast for: BNZI [2025-12-02T20:27:41.011230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'. [2025-12-02T20:27:41.022585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNZI'. [2025-12-02T20:27:41.022845] [INFO ] [FORECASTER] Starting predict_future for BNZI [2025-12-02T20:27:41.023611] [DEBUG] [LOCAL ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt [2025-12-02T20:27:41.023660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:41.023691] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:41.023716] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:41.023770] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:41.079219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:41.079822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:41.079899] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:41.079929] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:41.194555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:41.194715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:41.194770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:41.194798] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:41.197996] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=21.73%) [2025-12-02T20:27:41.198253] [INFO ] [FORECASTER] Completed predict_future for BNZI [2025-12-02T20:27:41.198372] [INFO ] [sig ] BNZI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:41.334056] [INFO ] [LOCAL ] Saved forecast: BNZI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BNZI.txt [2025-12-02T20:27:41.334165] [INFO ] [sig ] [451/3544] Completed BNZI in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.3m [2025-12-02T20:27:41.334201] [INFO ] [sig ] [452/3544] Forecasting BOC... [2025-12-02T20:27:41.334229] [INFO ] [sig ] Generating forecast for: BOC [2025-12-02T20:27:41.334259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-12-02T20:27:41.345445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOC'. [2025-12-02T20:27:41.345728] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-12-02T20:27:41.346475] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-12-02T20:27:41.346523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:41.346596] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:41.346624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:41.346679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:41.402753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:41.403415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:41.403492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:41.403524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:41.525352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:41.525487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:41.525524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:41.525551] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:41.528776] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=78.39%) [2025-12-02T20:27:41.529035] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-12-02T20:27:41.529153] [INFO ] [sig ] BOC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:41.667279] [INFO ] [LOCAL ] Saved forecast: BOC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BOC.txt [2025-12-02T20:27:41.667406] [INFO ] [sig ] [452/3544] Completed BOC in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.3m [2025-12-02T20:27:41.667442] [INFO ] [sig ] [453/3544] Forecasting BOE... [2025-12-02T20:27:41.667470] [INFO ] [sig ] Generating forecast for: BOE [2025-12-02T20:27:41.667499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-12-02T20:27:41.678766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOE'. [2025-12-02T20:27:41.679028] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-12-02T20:27:41.679790] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-12-02T20:27:41.679838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:41.679868] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:41.679893] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:41.679947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:41.734727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:41.735327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:41.735403] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:41.735433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:41.850467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:41.850596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:41.850635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:41.850662] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:41.853782] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=25.63%) [2025-12-02T20:27:41.854038] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-12-02T20:27:41.854158] [INFO ] [sig ] BOE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:41.990051] [INFO ] [LOCAL ] Saved forecast: BOE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BOE.txt [2025-12-02T20:27:41.990165] [INFO ] [sig ] [453/3544] Completed BOE in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.3m [2025-12-02T20:27:41.990202] [INFO ] [sig ] [454/3544] Forecasting BOF... [2025-12-02T20:27:41.990230] [INFO ] [sig ] Generating forecast for: BOF [2025-12-02T20:27:41.990259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'. [2025-12-02T20:27:42.001206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOF'. [2025-12-02T20:27:42.001475] [INFO ] [FORECASTER] Starting predict_future for BOF [2025-12-02T20:27:42.002248] [DEBUG] [LOCAL ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt [2025-12-02T20:27:42.002296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:42.002327] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:42.002353] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:42.002407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:42.057687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:42.058286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:42.058359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:42.058390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:42.180242] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:42.180354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:42.180389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:42.180416] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:42.183522] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=30.78%) [2025-12-02T20:27:42.183811] [INFO ] [FORECASTER] Completed predict_future for BOF [2025-12-02T20:27:42.183943] [INFO ] [sig ] BOF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:42.318286] [INFO ] [LOCAL ] Saved forecast: BOF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BOF.txt [2025-12-02T20:27:42.318390] [INFO ] [sig ] [454/3544] Completed BOF in 0.3s | 2.97 sym/s | Total: 2.5m | ETA: 17.3m [2025-12-02T20:27:42.318426] [INFO ] [sig ] [455/3544] Forecasting BOH... [2025-12-02T20:27:42.318453] [INFO ] [sig ] Generating forecast for: BOH [2025-12-02T20:27:42.318482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-12-02T20:27:42.329165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOH'. [2025-12-02T20:27:42.329434] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-12-02T20:27:42.330208] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-12-02T20:27:42.330256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:42.330295] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:42.330321] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:42.330376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:42.388227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:42.388960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:42.389047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:42.389083] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:42.507494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:42.507617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:42.507653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:42.507679] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:42.510933] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-12-02T20:27:42.511202] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-12-02T20:27:42.511329] [INFO ] [sig ] BOH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:42.648610] [INFO ] [LOCAL ] Saved forecast: BOH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BOH.txt [2025-12-02T20:27:42.648770] [INFO ] [sig ] [455/3544] Completed BOH in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:42.648808] [INFO ] [sig ] [456/3544] Forecasting BOKF... [2025-12-02T20:27:42.648836] [INFO ] [sig ] Generating forecast for: BOKF [2025-12-02T20:27:42.648865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'. [2025-12-02T20:27:42.660912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOKF'. [2025-12-02T20:27:42.661220] [INFO ] [FORECASTER] Starting predict_future for BOKF [2025-12-02T20:27:42.662025] [DEBUG] [LOCAL ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt [2025-12-02T20:27:42.662075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:42.662105] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:42.662131] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:42.662185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:42.717071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:42.717697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:42.717772] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:42.717803] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:42.836991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:42.837114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:42.837150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:42.837177] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:42.840386] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=27.40%) [2025-12-02T20:27:42.840666] [INFO ] [FORECASTER] Completed predict_future for BOKF [2025-12-02T20:27:42.840788] [INFO ] [sig ] BOKF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:42.977652] [INFO ] [LOCAL ] Saved forecast: BOKF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BOKF.txt [2025-12-02T20:27:42.977770] [INFO ] [sig ] [456/3544] Completed BOKF in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:42.977807] [INFO ] [sig ] [457/3544] Forecasting BOLD... [2025-12-02T20:27:42.977835] [INFO ] [sig ] Generating forecast for: BOLD [2025-12-02T20:27:42.977876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'. [2025-12-02T20:27:42.988362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOLD'. [2025-12-02T20:27:42.988655] [INFO ] [FORECASTER] Starting predict_future for BOLD [2025-12-02T20:27:42.989408] [DEBUG] [LOCAL ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt [2025-12-02T20:27:42.989456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:42.989486] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:42.989510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:42.989565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:43.044447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:43.045030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:43.045106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:43.045136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:43.160331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:43.160447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:43.160483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:43.160509] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:43.163629] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=78.03%) [2025-12-02T20:27:43.163884] [INFO ] [FORECASTER] Completed predict_future for BOLD [2025-12-02T20:27:43.164001] [INFO ] [sig ] BOLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:43.298136] [INFO ] [LOCAL ] Saved forecast: BOLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BOLD.txt [2025-12-02T20:27:43.298243] [INFO ] [sig ] [457/3544] Completed BOLD in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:43.298279] [INFO ] [sig ] [458/3544] Forecasting BOND... [2025-12-02T20:27:43.298307] [INFO ] [sig ] Generating forecast for: BOND [2025-12-02T20:27:43.298335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-12-02T20:27:43.309892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOND'. [2025-12-02T20:27:43.310168] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-12-02T20:27:43.310943] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-12-02T20:27:43.310991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:43.311021] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:43.311046] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:43.311101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:43.368935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:43.369637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:43.369720] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:43.369753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:43.490326] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:43.490460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:43.490498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:43.490523] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:43.493741] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=92.33%) [2025-12-02T20:27:43.493999] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-12-02T20:27:43.494117] [INFO ] [sig ] BOND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:43.630854] [INFO ] [LOCAL ] Saved forecast: BOND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BOND.txt [2025-12-02T20:27:43.630968] [INFO ] [sig ] [458/3544] Completed BOND in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:43.631005] [INFO ] [sig ] [459/3544] Forecasting BOOM... [2025-12-02T20:27:43.631039] [INFO ] [sig ] Generating forecast for: BOOM [2025-12-02T20:27:43.631069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'. [2025-12-02T20:27:43.641877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOOM'. [2025-12-02T20:27:43.642150] [INFO ] [FORECASTER] Starting predict_future for BOOM [2025-12-02T20:27:43.642960] [DEBUG] [LOCAL ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt [2025-12-02T20:27:43.643008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:43.643039] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:43.643064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:43.643118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:43.699461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:43.700082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:43.700157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:43.700188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:43.818247] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:43.818385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:43.818421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:43.818447] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:43.821591] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=14.40%) [2025-12-02T20:27:43.821850] [INFO ] [FORECASTER] Completed predict_future for BOOM [2025-12-02T20:27:43.821970] [INFO ] [sig ] BOOM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:43.958070] [INFO ] [LOCAL ] Saved forecast: BOOM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BOOM.txt [2025-12-02T20:27:43.958184] [INFO ] [sig ] [459/3544] Completed BOOM in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:43.958220] [INFO ] [sig ] [460/3544] Forecasting BOTZ... [2025-12-02T20:27:43.958248] [INFO ] [sig ] Generating forecast for: BOTZ [2025-12-02T20:27:43.958276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'. [2025-12-02T20:27:43.970381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'. [2025-12-02T20:27:43.970674] [INFO ] [FORECASTER] Starting predict_future for BOTZ [2025-12-02T20:27:43.971415] [DEBUG] [LOCAL ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt [2025-12-02T20:27:43.971464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:43.971494] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:43.971519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:43.971591] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:44.027248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:44.027840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:44.027932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:44.027963] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:44.146127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:44.146242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:44.146278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:44.146304] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:44.149485] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=50.28%) [2025-12-02T20:27:44.149766] [INFO ] [FORECASTER] Completed predict_future for BOTZ [2025-12-02T20:27:44.149887] [INFO ] [sig ] BOTZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:44.290071] [INFO ] [LOCAL ] Saved forecast: BOTZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BOTZ.txt [2025-12-02T20:27:44.290193] [INFO ] [sig ] [460/3544] Completed BOTZ in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:44.290230] [INFO ] [sig ] [461/3544] Forecasting BOX... [2025-12-02T20:27:44.290258] [INFO ] [sig ] Generating forecast for: BOX [2025-12-02T20:27:44.290287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-12-02T20:27:44.301211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOX'. [2025-12-02T20:27:44.301476] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-12-02T20:27:44.302271] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-12-02T20:27:44.302319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:44.302350] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:44.302375] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:44.302429] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:44.357076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:44.357665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:44.357739] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:44.357769] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:44.474971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:44.475142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:44.475186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:44.475213] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:44.478990] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=31.89%) [2025-12-02T20:27:44.479354] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-12-02T20:27:44.479501] [INFO ] [sig ] BOX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:44.629989] [INFO ] [LOCAL ] Saved forecast: BOX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BOX.txt [2025-12-02T20:27:44.630175] [INFO ] [sig ] [461/3544] Completed BOX in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:44.630215] [INFO ] [sig ] [462/3544] Forecasting BP... [2025-12-02T20:27:44.630245] [INFO ] [sig ] Generating forecast for: BP [2025-12-02T20:27:44.630273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-12-02T20:27:44.642867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BP'. [2025-12-02T20:27:44.643298] [INFO ] [FORECASTER] Starting predict_future for BP [2025-12-02T20:27:44.644126] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-12-02T20:27:44.644176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:44.644205] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:44.644231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:44.644284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:44.699345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:44.700193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:44.700310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:44.700342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:44.818566] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:44.818760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:44.818808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:44.818855] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:44.822165] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=65.84%) [2025-12-02T20:27:44.822426] [INFO ] [FORECASTER] Completed predict_future for BP [2025-12-02T20:27:44.822546] [INFO ] [sig ] BP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:44.958342] [INFO ] [LOCAL ] Saved forecast: BP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BP.txt [2025-12-02T20:27:44.958496] [INFO ] [sig ] [462/3544] Completed BP in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:44.958534] [INFO ] [sig ] [463/3544] Forecasting BPOP... [2025-12-02T20:27:44.958563] [INFO ] [sig ] Generating forecast for: BPOP [2025-12-02T20:27:44.958613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'. [2025-12-02T20:27:44.969957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPOP'. [2025-12-02T20:27:44.970271] [INFO ] [FORECASTER] Starting predict_future for BPOP [2025-12-02T20:27:44.971040] [DEBUG] [LOCAL ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt [2025-12-02T20:27:44.971089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:44.971119] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:44.971144] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:44.971198] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:45.025494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:45.026139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:45.026213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:45.026244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:45.143218] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:45.143377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:45.143416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:45.143443] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:45.146705] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-12-02T20:27:45.146959] [INFO ] [FORECASTER] Completed predict_future for BPOP [2025-12-02T20:27:45.147071] [INFO ] [sig ] BPOP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:45.283209] [INFO ] [LOCAL ] Saved forecast: BPOP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BPOP.txt [2025-12-02T20:27:45.283332] [INFO ] [sig ] [463/3544] Completed BPOP in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:45.283368] [INFO ] [sig ] [464/3544] Forecasting BPRN... [2025-12-02T20:27:45.283396] [INFO ] [sig ] Generating forecast for: BPRN [2025-12-02T20:27:45.283424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'. [2025-12-02T20:27:45.293341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPRN'. [2025-12-02T20:27:45.293609] [INFO ] [FORECASTER] Starting predict_future for BPRN [2025-12-02T20:27:45.294472] [DEBUG] [LOCAL ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt [2025-12-02T20:27:45.294521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:45.294551] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:45.294604] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:45.294667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:45.349146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:45.349731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:45.349803] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:45.349847] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:45.443406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:45.443521] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:27:45.443561] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:45.443608] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:45.446812] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=73.28%) [2025-12-02T20:27:45.447068] [INFO ] [FORECASTER] Completed predict_future for BPRN [2025-12-02T20:27:45.447185] [INFO ] [sig ] BPRN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:45.588319] [INFO ] [LOCAL ] Saved forecast: BPRN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BPRN.txt [2025-12-02T20:27:45.588448] [INFO ] [sig ] [464/3544] Completed BPRN in 0.3s | 2.97 sym/s | Total: 2.6m | ETA: 17.3m [2025-12-02T20:27:45.588484] [INFO ] [sig ] [465/3544] Forecasting BPYPO... [2025-12-02T20:27:45.588512] [INFO ] [sig ] Generating forecast for: BPYPO [2025-12-02T20:27:45.588540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'. [2025-12-02T20:27:45.600294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'. [2025-12-02T20:27:45.600661] [INFO ] [FORECASTER] Starting predict_future for BPYPO [2025-12-02T20:27:45.601425] [DEBUG] [LOCAL ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt [2025-12-02T20:27:45.601473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:45.601504] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:45.601530] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:45.601602] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:45.657499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:45.658192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:45.658269] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:45.658300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:45.758449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:45.758619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:45.758661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:45.758689] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:45.761996] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=63.12%) [2025-12-02T20:27:45.762255] [INFO ] [FORECASTER] Completed predict_future for BPYPO [2025-12-02T20:27:45.762376] [INFO ] [sig ] BPYPO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:45.905155] [INFO ] [LOCAL ] Saved forecast: BPYPO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BPYPO.txt [2025-12-02T20:27:45.905318] [INFO ] [sig ] [465/3544] Completed BPYPO in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:45.905358] [INFO ] [sig ] [466/3544] Forecasting BPYPP... [2025-12-02T20:27:45.905387] [INFO ] [sig ] Generating forecast for: BPYPP [2025-12-02T20:27:45.905418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'. [2025-12-02T20:27:45.916231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'. [2025-12-02T20:27:45.916487] [INFO ] [FORECASTER] Starting predict_future for BPYPP [2025-12-02T20:27:45.917250] [DEBUG] [LOCAL ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt [2025-12-02T20:27:45.917298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:45.917327] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:45.917362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:45.917417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:45.972195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:45.973004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:45.973081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:45.973112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:46.079382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:46.079532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:46.079587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:46.079617] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:46.082870] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=85.74%) [2025-12-02T20:27:46.083129] [INFO ] [FORECASTER] Completed predict_future for BPYPP [2025-12-02T20:27:46.083246] [INFO ] [sig ] BPYPP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:46.219860] [INFO ] [LOCAL ] Saved forecast: BPYPP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BPYPP.txt [2025-12-02T20:27:46.219993] [INFO ] [sig ] [466/3544] Completed BPYPP in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:46.220029] [INFO ] [sig ] [467/3544] Forecasting BRAG... [2025-12-02T20:27:46.220056] [INFO ] [sig ] Generating forecast for: BRAG [2025-12-02T20:27:46.220084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'. [2025-12-02T20:27:46.230974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRAG'. [2025-12-02T20:27:46.231244] [INFO ] [FORECASTER] Starting predict_future for BRAG [2025-12-02T20:27:46.232023] [DEBUG] [LOCAL ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt [2025-12-02T20:27:46.232072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:46.232101] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:46.232126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:46.232179] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:46.286814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:46.287386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:46.287458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:46.287488] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:46.409946] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:46.410098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:46.410136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:46.410162] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:46.413399] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=3.17%) [2025-12-02T20:27:46.413679] [INFO ] [FORECASTER] Completed predict_future for BRAG [2025-12-02T20:27:46.413800] [INFO ] [sig ] BRAG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:46.549018] [INFO ] [LOCAL ] Saved forecast: BRAG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BRAG.txt [2025-12-02T20:27:46.549156] [INFO ] [sig ] [467/3544] Completed BRAG in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:46.549193] [INFO ] [sig ] [468/3544] Forecasting BRC... [2025-12-02T20:27:46.549222] [INFO ] [sig ] Generating forecast for: BRC [2025-12-02T20:27:46.549251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-12-02T20:27:46.559789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRC'. [2025-12-02T20:27:46.560105] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-12-02T20:27:46.560904] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-12-02T20:27:46.560952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:46.560982] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:46.561008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:46.561061] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:46.615378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:46.616220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:46.616298] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:46.616328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:46.735597] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:46.735752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:46.735793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:46.735820] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:46.739329] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=7.84%) [2025-12-02T20:27:46.739630] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-12-02T20:27:46.739758] [INFO ] [sig ] BRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:46.877930] [INFO ] [LOCAL ] Saved forecast: BRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BRC.txt [2025-12-02T20:27:46.878091] [INFO ] [sig ] [468/3544] Completed BRC in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:46.878128] [INFO ] [sig ] [469/3544] Forecasting BRCC... [2025-12-02T20:27:46.878154] [INFO ] [sig ] Generating forecast for: BRCC [2025-12-02T20:27:46.878184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-12-02T20:27:46.890369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRCC'. [2025-12-02T20:27:46.890761] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-12-02T20:27:46.891755] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-12-02T20:27:46.892001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:46.892057] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:46.892084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:46.892138] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:46.953169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:46.954081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:46.954166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:46.954198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:47.114867] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:47.115277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:47.115322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:47.115349] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:47.119319] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-12-02T20:27:47.119663] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-12-02T20:27:47.119819] [INFO ] [sig ] BRCC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:47.269755] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BRCC.txt [2025-12-02T20:27:47.269921] [INFO ] [sig ] [469/3544] Completed BRCC in 0.4s | 2.97 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:47.269962] [INFO ] [sig ] [470/3544] Forecasting BRO... [2025-12-02T20:27:47.269990] [INFO ] [sig ] Generating forecast for: BRO [2025-12-02T20:27:47.270026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-12-02T20:27:47.282646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRO'. [2025-12-02T20:27:47.283044] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-12-02T20:27:47.283911] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-12-02T20:27:47.283961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:47.283991] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:47.284017] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:47.284071] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:47.340820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:47.341744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:47.341828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:47.341860] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:47.470268] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:47.470433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:47.470479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:47.470507] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:47.474249] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=99.53%) [2025-12-02T20:27:47.474622] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-12-02T20:27:47.474776] [INFO ] [sig ] BRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:47.626312] [INFO ] [LOCAL ] Saved forecast: BRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BRO.txt [2025-12-02T20:27:47.626492] [INFO ] [sig ] [470/3544] Completed BRO in 0.4s | 2.97 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:47.626535] [INFO ] [sig ] [471/3544] Forecasting BROS... [2025-12-02T20:27:47.626565] [INFO ] [sig ] Generating forecast for: BROS [2025-12-02T20:27:47.626618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-12-02T20:27:47.638917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BROS'. [2025-12-02T20:27:47.639315] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-12-02T20:27:47.640160] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-12-02T20:27:47.640210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:47.640243] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:47.640268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:47.640324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:47.702676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:47.703543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:47.703642] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:47.703676] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:47.832408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:47.832565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:47.832625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:47.832653] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:47.836078] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-12-02T20:27:47.836398] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-12-02T20:27:47.836532] [INFO ] [sig ] BROS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:47.989040] [INFO ] [LOCAL ] Saved forecast: BROS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BROS.txt [2025-12-02T20:27:47.989201] [INFO ] [sig ] [471/3544] Completed BROS in 0.4s | 2.97 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:47.989242] [INFO ] [sig ] [472/3544] Forecasting BRSP... [2025-12-02T20:27:47.989271] [INFO ] [sig ] Generating forecast for: BRSP [2025-12-02T20:27:47.989303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-12-02T20:27:48.001419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRSP'. [2025-12-02T20:27:48.001837] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-12-02T20:27:48.002825] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-12-02T20:27:48.002876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:48.002907] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:48.002933] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:48.002990] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:48.064488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:48.065333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:48.065423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:48.065454] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:48.187285] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:48.187450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:48.187493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:48.187563] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:48.191466] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=92.76%) [2025-12-02T20:27:48.191820] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-12-02T20:27:48.191993] [INFO ] [sig ] BRSP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:48.341772] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BRSP.txt [2025-12-02T20:27:48.341924] [INFO ] [sig ] [472/3544] Completed BRSP in 0.4s | 2.97 sym/s | Total: 2.6m | ETA: 17.2m [2025-12-02T20:27:48.341962] [INFO ] [sig ] [473/3544] Forecasting BRX... [2025-12-02T20:27:48.341991] [INFO ] [sig ] Generating forecast for: BRX [2025-12-02T20:27:48.342021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-12-02T20:27:48.355941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRX'. [2025-12-02T20:27:48.356399] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-12-02T20:27:48.357472] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-12-02T20:27:48.357538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:48.357611] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:48.357658] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:48.357742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:48.436374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:48.437594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:48.437733] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:48.437780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:48.582614] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:48.582786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:48.582846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:48.582884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:48.586346] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=48.69%) [2025-12-02T20:27:48.586642] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-12-02T20:27:48.586766] [INFO ] [sig ] BRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:48.738997] [INFO ] [LOCAL ] Saved forecast: BRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BRX.txt [2025-12-02T20:27:48.739166] [INFO ] [sig ] [473/3544] Completed BRX in 0.4s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:48.739221] [INFO ] [sig ] [474/3544] Forecasting BRY... [2025-12-02T20:27:48.739267] [INFO ] [sig ] Generating forecast for: BRY [2025-12-02T20:27:48.739310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'. [2025-12-02T20:27:48.751474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRY'. [2025-12-02T20:27:48.751851] [INFO ] [FORECASTER] Starting predict_future for BRY [2025-12-02T20:27:48.752681] [DEBUG] [LOCAL ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt [2025-12-02T20:27:48.752731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:48.752763] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:48.752792] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:48.752850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:48.813115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:48.814019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:48.814108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:48.814145] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:48.941986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:48.942142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:48.942182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:48.942212] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:48.945932] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=11.73%) [2025-12-02T20:27:48.946240] [INFO ] [FORECASTER] Completed predict_future for BRY [2025-12-02T20:27:48.946375] [INFO ] [sig ] BRY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:49.098626] [INFO ] [LOCAL ] Saved forecast: BRY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BRY.txt [2025-12-02T20:27:49.098788] [INFO ] [sig ] [474/3544] Completed BRY in 0.4s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:49.098827] [INFO ] [sig ] [475/3544] Forecasting BRZE... [2025-12-02T20:27:49.098856] [INFO ] [sig ] Generating forecast for: BRZE [2025-12-02T20:27:49.098887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'. [2025-12-02T20:27:49.110423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRZE'. [2025-12-02T20:27:49.110808] [INFO ] [FORECASTER] Starting predict_future for BRZE [2025-12-02T20:27:49.111612] [DEBUG] [LOCAL ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt [2025-12-02T20:27:49.111662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:49.111693] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:49.111719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:49.111777] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:49.171147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:49.172001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:49.172086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:49.172119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:49.299895] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:49.300059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:49.300113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:49.300151] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:49.303485] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-12-02T20:27:49.303793] [INFO ] [FORECASTER] Completed predict_future for BRZE [2025-12-02T20:27:49.303919] [INFO ] [sig ] BRZE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:49.446104] [INFO ] [LOCAL ] Saved forecast: BRZE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BRZE.txt [2025-12-02T20:27:49.446227] [INFO ] [sig ] [475/3544] Completed BRZE in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:49.446262] [INFO ] [sig ] [476/3544] Forecasting BSAC... [2025-12-02T20:27:49.446290] [INFO ] [sig ] Generating forecast for: BSAC [2025-12-02T20:27:49.446318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-12-02T20:27:49.457732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSAC'. [2025-12-02T20:27:49.458032] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-12-02T20:27:49.458844] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-12-02T20:27:49.458894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:49.458925] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:49.458951] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:49.459007] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:49.516917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:49.517593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:49.517669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:49.517702] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:49.643430] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:49.643627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:49.643671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:49.643699] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:49.647117] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=95.67%) [2025-12-02T20:27:49.647381] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-12-02T20:27:49.647512] [INFO ] [sig ] BSAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:49.782659] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSAC.txt [2025-12-02T20:27:49.782783] [INFO ] [sig ] [476/3544] Completed BSAC in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:49.782820] [INFO ] [sig ] [477/3544] Forecasting BSCP... [2025-12-02T20:27:49.782849] [INFO ] [sig ] Generating forecast for: BSCP [2025-12-02T20:27:49.782877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'. [2025-12-02T20:27:49.793975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCP'. [2025-12-02T20:27:49.794249] [INFO ] [FORECASTER] Starting predict_future for BSCP [2025-12-02T20:27:49.795028] [DEBUG] [LOCAL ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt [2025-12-02T20:27:49.795077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:49.795108] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:49.795134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:49.795188] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:49.849663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:49.850255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:49.850329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:49.850361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:49.947135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:49.947280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:49.947319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:49.947346] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:49.950614] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-12-02T20:27:49.950873] [INFO ] [FORECASTER] Completed predict_future for BSCP [2025-12-02T20:27:49.950991] [INFO ] [sig ] BSCP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:50.085811] [INFO ] [LOCAL ] Saved forecast: BSCP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSCP.txt [2025-12-02T20:27:50.085927] [INFO ] [sig ] [477/3544] Completed BSCP in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:50.085963] [INFO ] [sig ] [478/3544] Forecasting BSCQ... [2025-12-02T20:27:50.085991] [INFO ] [sig ] Generating forecast for: BSCQ [2025-12-02T20:27:50.086018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'. [2025-12-02T20:27:50.097330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'. [2025-12-02T20:27:50.097637] [INFO ] [FORECASTER] Starting predict_future for BSCQ [2025-12-02T20:27:50.098410] [DEBUG] [LOCAL ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt [2025-12-02T20:27:50.098458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:50.098488] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:50.098513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:50.098566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:50.153568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:50.154307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:50.154384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:50.154415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:50.269144] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:50.269293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:50.269333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:50.269361] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:50.272666] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=98.73%) [2025-12-02T20:27:50.272932] [INFO ] [FORECASTER] Completed predict_future for BSCQ [2025-12-02T20:27:50.273053] [INFO ] [sig ] BSCQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:50.411498] [INFO ] [LOCAL ] Saved forecast: BSCQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSCQ.txt [2025-12-02T20:27:50.411646] [INFO ] [sig ] [478/3544] Completed BSCQ in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:50.411694] [INFO ] [sig ] [479/3544] Forecasting BSCS... [2025-12-02T20:27:50.411724] [INFO ] [sig ] Generating forecast for: BSCS [2025-12-02T20:27:50.411755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'. [2025-12-02T20:27:50.423288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCS'. [2025-12-02T20:27:50.423607] [INFO ] [FORECASTER] Starting predict_future for BSCS [2025-12-02T20:27:50.424407] [DEBUG] [LOCAL ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt [2025-12-02T20:27:50.424468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:50.424502] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:50.424530] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:50.424619] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:50.482168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:50.482836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:50.482942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:50.482975] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:50.601458] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:50.601625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:50.601669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:50.601698] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:50.605060] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=60.51%) [2025-12-02T20:27:50.605325] [INFO ] [FORECASTER] Completed predict_future for BSCS [2025-12-02T20:27:50.605461] [INFO ] [sig ] BSCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:50.747196] [INFO ] [LOCAL ] Saved forecast: BSCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSCS.txt [2025-12-02T20:27:50.747339] [INFO ] [sig ] [479/3544] Completed BSCS in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:50.747390] [INFO ] [sig ] [480/3544] Forecasting BSCX... [2025-12-02T20:27:50.747424] [INFO ] [sig ] Generating forecast for: BSCX [2025-12-02T20:27:50.747455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'. [2025-12-02T20:27:50.759004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCX'. [2025-12-02T20:27:50.759357] [INFO ] [FORECASTER] Starting predict_future for BSCX [2025-12-02T20:27:50.760193] [DEBUG] [LOCAL ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt [2025-12-02T20:27:50.760244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:50.760276] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:50.760303] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:50.760366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:50.817226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:50.817929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:50.818016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:50.818049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:50.940849] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:50.941004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:50.941061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:50.941114] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:50.944527] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=1.62%) [2025-12-02T20:27:50.944826] [INFO ] [FORECASTER] Completed predict_future for BSCX [2025-12-02T20:27:50.944956] [INFO ] [sig ] BSCX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:51.084322] [INFO ] [LOCAL ] Saved forecast: BSCX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSCX.txt [2025-12-02T20:27:51.084458] [INFO ] [sig ] [480/3544] Completed BSCX in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:51.084497] [INFO ] [sig ] [481/3544] Forecasting BSCY... [2025-12-02T20:27:51.084527] [INFO ] [sig ] Generating forecast for: BSCY [2025-12-02T20:27:51.084558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'. [2025-12-02T20:27:51.096137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCY'. [2025-12-02T20:27:51.096424] [INFO ] [FORECASTER] Starting predict_future for BSCY [2025-12-02T20:27:51.097236] [DEBUG] [LOCAL ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt [2025-12-02T20:27:51.097286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:51.097318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:51.097345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:51.097401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:51.155770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:51.156445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:51.156524] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:51.156558] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:51.276975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:51.277123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:51.277163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:51.277191] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:51.280647] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=80.08%) [2025-12-02T20:27:51.280914] [INFO ] [FORECASTER] Completed predict_future for BSCY [2025-12-02T20:27:51.281032] [INFO ] [sig ] BSCY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:51.417739] [INFO ] [LOCAL ] Saved forecast: BSCY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSCY.txt [2025-12-02T20:27:51.417889] [INFO ] [sig ] [481/3544] Completed BSCY in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:51.417930] [INFO ] [sig ] [482/3544] Forecasting BSJP... [2025-12-02T20:27:51.417958] [INFO ] [sig ] Generating forecast for: BSJP [2025-12-02T20:27:51.417988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'. [2025-12-02T20:27:51.429699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJP'. [2025-12-02T20:27:51.429981] [INFO ] [FORECASTER] Starting predict_future for BSJP [2025-12-02T20:27:51.430747] [DEBUG] [LOCAL ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt [2025-12-02T20:27:51.430796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:51.430827] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:51.430853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:51.430907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:51.485777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:51.486570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:51.486667] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:51.486698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:51.599501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:51.599670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:51.599713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:51.599742] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:51.603173] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: DOWN (p=17.80%) [2025-12-02T20:27:51.603437] [INFO ] [FORECASTER] Completed predict_future for BSJP [2025-12-02T20:27:51.603556] [INFO ] [sig ] BSJP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:51.743249] [INFO ] [LOCAL ] Saved forecast: BSJP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSJP.txt [2025-12-02T20:27:51.743414] [INFO ] [sig ] [482/3544] Completed BSJP in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:51.743460] [INFO ] [sig ] [483/3544] Forecasting BSJQ... [2025-12-02T20:27:51.743489] [INFO ] [sig ] Generating forecast for: BSJQ [2025-12-02T20:27:51.743520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'. [2025-12-02T20:27:51.755026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'. [2025-12-02T20:27:51.755303] [INFO ] [FORECASTER] Starting predict_future for BSJQ [2025-12-02T20:27:51.756121] [DEBUG] [LOCAL ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt [2025-12-02T20:27:51.756170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:51.756201] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:51.756227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:51.756282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:51.813331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:51.813958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:51.814034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:51.814066] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:51.935962] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:51.936100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:51.936138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:51.936164] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:51.939422] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: DOWN (p=22.72%) [2025-12-02T20:27:51.939698] [INFO ] [FORECASTER] Completed predict_future for BSJQ [2025-12-02T20:27:51.939815] [INFO ] [sig ] BSJQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:52.076334] [INFO ] [LOCAL ] Saved forecast: BSJQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSJQ.txt [2025-12-02T20:27:52.076441] [INFO ] [sig ] [483/3544] Completed BSJQ in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:52.076476] [INFO ] [sig ] [484/3544] Forecasting BSJS... [2025-12-02T20:27:52.076504] [INFO ] [sig ] Generating forecast for: BSJS [2025-12-02T20:27:52.076532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'. [2025-12-02T20:27:52.087390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJS'. [2025-12-02T20:27:52.087686] [INFO ] [FORECASTER] Starting predict_future for BSJS [2025-12-02T20:27:52.088452] [DEBUG] [LOCAL ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt [2025-12-02T20:27:52.088500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:52.088530] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:52.088556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:52.088639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:52.143295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:52.143887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:52.143960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:52.143991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:52.264769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:52.264928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:52.264974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:52.265013] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:52.268404] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=91.11%) [2025-12-02T20:27:52.268705] [INFO ] [FORECASTER] Completed predict_future for BSJS [2025-12-02T20:27:52.268825] [INFO ] [sig ] BSJS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:52.409069] [INFO ] [LOCAL ] Saved forecast: BSJS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSJS.txt [2025-12-02T20:27:52.409188] [INFO ] [sig ] [484/3544] Completed BSJS in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.2m [2025-12-02T20:27:52.409223] [INFO ] [sig ] [485/3544] Forecasting BSL... [2025-12-02T20:27:52.409251] [INFO ] [sig ] Generating forecast for: BSL [2025-12-02T20:27:52.409280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-12-02T20:27:52.421346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSL'. [2025-12-02T20:27:52.421745] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-12-02T20:27:52.422533] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-12-02T20:27:52.422600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:52.422633] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:52.422659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:52.422715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:52.478393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:52.479270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:52.479354] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:52.479384] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:52.596527] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:52.596708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:52.596748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:52.596775] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:52.600125] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=26.37%) [2025-12-02T20:27:52.600393] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-12-02T20:27:52.600515] [INFO ] [sig ] BSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:52.737623] [INFO ] [LOCAL ] Saved forecast: BSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSL.txt [2025-12-02T20:27:52.737785] [INFO ] [sig ] [485/3544] Completed BSL in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.1m [2025-12-02T20:27:52.737822] [INFO ] [sig ] [486/3544] Forecasting BSLK... [2025-12-02T20:27:52.737849] [INFO ] [sig ] Generating forecast for: BSLK [2025-12-02T20:27:52.737895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'. [2025-12-02T20:27:52.748973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSLK'. [2025-12-02T20:27:52.749323] [INFO ] [FORECASTER] Starting predict_future for BSLK [2025-12-02T20:27:52.750092] [DEBUG] [LOCAL ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt [2025-12-02T20:27:52.750140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:52.750196] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:52.750224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:52.750279] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:52.805955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:52.806808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:52.806891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:52.806923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:52.916846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:52.917001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:52.917056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:52.917084] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:52.920322] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=52.85%) [2025-12-02T20:27:52.920602] [INFO ] [FORECASTER] Completed predict_future for BSLK [2025-12-02T20:27:52.920724] [INFO ] [sig ] BSLK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:53.058130] [INFO ] [LOCAL ] Saved forecast: BSLK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSLK.txt [2025-12-02T20:27:53.058280] [INFO ] [sig ] [486/3544] Completed BSLK in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.1m [2025-12-02T20:27:53.058318] [INFO ] [sig ] [487/3544] Forecasting BSM... [2025-12-02T20:27:53.058346] [INFO ] [sig ] Generating forecast for: BSM [2025-12-02T20:27:53.058375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-12-02T20:27:53.069357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSM'. [2025-12-02T20:27:53.069727] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-12-02T20:27:53.070491] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-12-02T20:27:53.070540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:53.070589] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:53.070619] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:53.070674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:53.128369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:53.129243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:53.129330] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:53.129364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:53.250930] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:53.251081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:53.251122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:53.251151] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:53.254608] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=1.45%) [2025-12-02T20:27:53.254921] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-12-02T20:27:53.255051] [INFO ] [sig ] BSM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:53.394826] [INFO ] [LOCAL ] Saved forecast: BSM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSM.txt [2025-12-02T20:27:53.394988] [INFO ] [sig ] [487/3544] Completed BSM in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.1m [2025-12-02T20:27:53.395026] [INFO ] [sig ] [488/3544] Forecasting BSMP... [2025-12-02T20:27:53.395054] [INFO ] [sig ] Generating forecast for: BSMP [2025-12-02T20:27:53.395083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'. [2025-12-02T20:27:53.406125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMP'. [2025-12-02T20:27:53.406411] [INFO ] [FORECASTER] Starting predict_future for BSMP [2025-12-02T20:27:53.407188] [DEBUG] [LOCAL ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt [2025-12-02T20:27:53.407236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:53.407266] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:53.407291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:53.407346] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:53.466476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:53.467165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:53.467245] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:53.467286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:53.579831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:53.579993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:53.580034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:53.580060] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:53.583359] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=98.98%) [2025-12-02T20:27:53.583662] [INFO ] [FORECASTER] Completed predict_future for BSMP [2025-12-02T20:27:53.583788] [INFO ] [sig ] BSMP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:53.725629] [INFO ] [LOCAL ] Saved forecast: BSMP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSMP.txt [2025-12-02T20:27:53.725774] [INFO ] [sig ] [488/3544] Completed BSMP in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.1m [2025-12-02T20:27:53.725815] [INFO ] [sig ] [489/3544] Forecasting BSMQ... [2025-12-02T20:27:53.725850] [INFO ] [sig ] Generating forecast for: BSMQ [2025-12-02T20:27:53.725885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'. [2025-12-02T20:27:53.737936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'. [2025-12-02T20:27:53.738325] [INFO ] [FORECASTER] Starting predict_future for BSMQ [2025-12-02T20:27:53.739148] [DEBUG] [LOCAL ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt [2025-12-02T20:27:53.739197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:53.739227] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:53.739253] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:53.739307] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:53.797042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:53.797940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:53.798032] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:53.798064] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:53.915146] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:53.915298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:53.915336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:53.915398] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:53.918725] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-12-02T20:27:53.919002] [INFO ] [FORECASTER] Completed predict_future for BSMQ [2025-12-02T20:27:53.919126] [INFO ] [sig ] BSMQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:54.057936] [INFO ] [LOCAL ] Saved forecast: BSMQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSMQ.txt [2025-12-02T20:27:54.058064] [INFO ] [sig ] [489/3544] Completed BSMQ in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.1m [2025-12-02T20:27:54.058101] [INFO ] [sig ] [490/3544] Forecasting BSMS... [2025-12-02T20:27:54.058130] [INFO ] [sig ] Generating forecast for: BSMS [2025-12-02T20:27:54.058157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'. [2025-12-02T20:27:54.068992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMS'. [2025-12-02T20:27:54.069255] [INFO ] [FORECASTER] Starting predict_future for BSMS [2025-12-02T20:27:54.070025] [DEBUG] [LOCAL ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt [2025-12-02T20:27:54.070073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:54.070111] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:54.070138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:54.070192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:54.124457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:54.125033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:54.125106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:54.125136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:54.235486] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:54.235653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:54.235692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:54.235719] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:54.238940] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=92.02%) [2025-12-02T20:27:54.239194] [INFO ] [FORECASTER] Completed predict_future for BSMS [2025-12-02T20:27:54.239312] [INFO ] [sig ] BSMS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:54.375042] [INFO ] [LOCAL ] Saved forecast: BSMS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSMS.txt [2025-12-02T20:27:54.375157] [INFO ] [sig ] [490/3544] Completed BSMS in 0.3s | 2.97 sym/s | Total: 2.7m | ETA: 17.1m [2025-12-02T20:27:54.375193] [INFO ] [sig ] [491/3544] Forecasting BSSX... [2025-12-02T20:27:54.375220] [INFO ] [sig ] Generating forecast for: BSSX [2025-12-02T20:27:54.375248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'. [2025-12-02T20:27:54.387147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSSX'. [2025-12-02T20:27:54.387548] [INFO ] [FORECASTER] Starting predict_future for BSSX [2025-12-02T20:27:54.388398] [DEBUG] [LOCAL ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt [2025-12-02T20:27:54.388446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:54.388477] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:54.388502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:54.388556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:54.444619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:54.445496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:54.445599] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:54.445631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:54.549175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:54.549352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:54.549398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:54.549427] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:54.552813] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=89.06%) [2025-12-02T20:27:54.553096] [INFO ] [FORECASTER] Completed predict_future for BSSX [2025-12-02T20:27:54.553230] [INFO ] [sig ] BSSX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:54.691774] [INFO ] [LOCAL ] Saved forecast: BSSX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSSX.txt [2025-12-02T20:27:54.691929] [INFO ] [sig ] [491/3544] Completed BSSX in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:54.691966] [INFO ] [sig ] [492/3544] Forecasting BSTZ... [2025-12-02T20:27:54.691993] [INFO ] [sig ] Generating forecast for: BSTZ [2025-12-02T20:27:54.692023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-12-02T20:27:54.704107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'. [2025-12-02T20:27:54.704429] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-12-02T20:27:54.705204] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-12-02T20:27:54.705253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:54.705284] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:54.705309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:54.705363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:54.760359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:54.761105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:54.761184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:54.761214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:54.878160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:54.878305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:54.878346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:54.878373] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:54.881599] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=81.02%) [2025-12-02T20:27:54.881853] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-12-02T20:27:54.881968] [INFO ] [sig ] BSTZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:55.017542] [INFO ] [LOCAL ] Saved forecast: BSTZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BSTZ.txt [2025-12-02T20:27:55.017713] [INFO ] [sig ] [492/3544] Completed BSTZ in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:55.017749] [INFO ] [sig ] [493/3544] Forecasting BSVN... [2025-12-02T20:27:55.017776] [INFO ] [sig ] Generating forecast for: BSVN [2025-12-02T20:27:55.017805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'. [2025-12-02T20:27:55.028954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVN'. [2025-12-02T20:27:55.029310] [INFO ] [FORECASTER] Starting predict_future for BSVN [2025-12-02T20:27:55.030083] [DEBUG] [LOCAL ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt [2025-12-02T20:27:55.030131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:55.030162] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:55.030187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:55.030241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:55.085709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:55.086528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:55.086629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:55.086662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:55.199748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:55.199911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:55.199955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:55.199982] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:55.203332] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=14.83%) [2025-12-02T20:27:55.203624] [INFO ] [FORECASTER] Completed predict_future for BSVN [2025-12-02T20:27:55.203749] [INFO ] [sig ] BSVN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:55.352082] [INFO ] [LOCAL ] Saved forecast: BSVN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSVN.txt [2025-12-02T20:27:55.352222] [INFO ] [sig ] [493/3544] Completed BSVN in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:55.352264] [INFO ] [sig ] [494/3544] Forecasting BSVO... [2025-12-02T20:27:55.352300] [INFO ] [sig ] Generating forecast for: BSVO [2025-12-02T20:27:55.352332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'. [2025-12-02T20:27:55.363946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVO'. [2025-12-02T20:27:55.364227] [INFO ] [FORECASTER] Starting predict_future for BSVO [2025-12-02T20:27:55.365028] [DEBUG] [LOCAL ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt [2025-12-02T20:27:55.365077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:55.365109] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:55.365134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:55.365191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:55.422471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:55.423355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:55.423442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:55.423476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:55.553441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:55.553607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:55.553651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:55.553679] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:55.557068] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=45.18%) [2025-12-02T20:27:55.557345] [INFO ] [FORECASTER] Completed predict_future for BSVO [2025-12-02T20:27:55.557468] [INFO ] [sig ] BSVO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:55.709828] [INFO ] [LOCAL ] Saved forecast: BSVO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSVO.txt [2025-12-02T20:27:55.709982] [INFO ] [sig ] [494/3544] Completed BSVO in 0.4s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:55.710019] [INFO ] [sig ] [495/3544] Forecasting BSX... [2025-12-02T20:27:55.710047] [INFO ] [sig ] Generating forecast for: BSX [2025-12-02T20:27:55.710076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-12-02T20:27:55.722228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSX'. [2025-12-02T20:27:55.722649] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-12-02T20:27:55.723436] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-12-02T20:27:55.723485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:55.723516] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:55.723541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:55.723618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:55.780070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:55.780920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:55.781009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:55.781041] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:55.897982] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:55.898144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:55.898186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:55.898214] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:55.901590] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=16.67%) [2025-12-02T20:27:55.901862] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-12-02T20:27:55.901985] [INFO ] [sig ] BSX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:56.041202] [INFO ] [LOCAL ] Saved forecast: BSX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSX.txt [2025-12-02T20:27:56.041357] [INFO ] [sig ] [495/3544] Completed BSX in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:56.041395] [INFO ] [sig ] [496/3544] Forecasting BSY... [2025-12-02T20:27:56.041424] [INFO ] [sig ] Generating forecast for: BSY [2025-12-02T20:27:56.041452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'. [2025-12-02T20:27:56.054217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSY'. [2025-12-02T20:27:56.054634] [INFO ] [FORECASTER] Starting predict_future for BSY [2025-12-02T20:27:56.055631] [DEBUG] [LOCAL ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt [2025-12-02T20:27:56.055691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:56.055731] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:56.055765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:56.055841] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:56.113552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:56.114258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:56.114367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:56.114401] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:56.233586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:56.233737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:56.233779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:56.233808] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:56.237126] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=35.11%) [2025-12-02T20:27:56.237395] [INFO ] [FORECASTER] Completed predict_future for BSY [2025-12-02T20:27:56.237518] [INFO ] [sig ] BSY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:56.376278] [INFO ] [LOCAL ] Saved forecast: BSY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BSY.txt [2025-12-02T20:27:56.376398] [INFO ] [sig ] [496/3544] Completed BSY in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:56.376435] [INFO ] [sig ] [497/3544] Forecasting BTA... [2025-12-02T20:27:56.376463] [INFO ] [sig ] Generating forecast for: BTA [2025-12-02T20:27:56.376491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-12-02T20:27:56.387073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTA'. [2025-12-02T20:27:56.387390] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-12-02T20:27:56.388231] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-12-02T20:27:56.388281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:56.388312] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:56.388338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:56.388395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:56.444831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:56.445443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:56.445519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:56.445552] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:56.554098] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:56.554213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:56.554249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:56.554290] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:56.557432] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=4.42%) [2025-12-02T20:27:56.557704] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-12-02T20:27:56.557820] [INFO ] [sig ] BTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:56.694236] [INFO ] [LOCAL ] Saved forecast: BTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BTA.txt [2025-12-02T20:27:56.694371] [INFO ] [sig ] [497/3544] Completed BTA in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:56.694408] [INFO ] [sig ] [498/3544] Forecasting BTAI... [2025-12-02T20:27:56.694437] [INFO ] [sig ] Generating forecast for: BTAI [2025-12-02T20:27:56.694465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'. [2025-12-02T20:27:56.706066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTAI'. [2025-12-02T20:27:56.706331] [INFO ] [FORECASTER] Starting predict_future for BTAI [2025-12-02T20:27:56.707111] [DEBUG] [LOCAL ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt [2025-12-02T20:27:56.707159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:56.707189] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:56.707214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:56.707268] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:56.761251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:56.761906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:56.761982] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:56.762012] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:56.878957] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:56.879075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:56.879111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:56.879137] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:56.882246] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=0.36%) [2025-12-02T20:27:56.882496] [INFO ] [FORECASTER] Completed predict_future for BTAI [2025-12-02T20:27:56.882630] [INFO ] [sig ] BTAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:57.018478] [INFO ] [LOCAL ] Saved forecast: BTAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BTAI.txt [2025-12-02T20:27:57.018597] [INFO ] [sig ] [498/3544] Completed BTAI in 0.3s | 2.97 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:57.018635] [INFO ] [sig ] [499/3544] Forecasting BTCS... [2025-12-02T20:27:57.018663] [INFO ] [sig ] Generating forecast for: BTCS [2025-12-02T20:27:57.018691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'. [2025-12-02T20:27:57.029301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTCS'. [2025-12-02T20:27:57.029561] [INFO ] [FORECASTER] Starting predict_future for BTCS [2025-12-02T20:27:57.030316] [DEBUG] [LOCAL ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt [2025-12-02T20:27:57.030364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:57.030394] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:57.030419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:57.030473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:57.084850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:57.085423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:57.085495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:57.085534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:57.197595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:57.197700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:57.197734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:57.197761] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:57.200849] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=96.80%) [2025-12-02T20:27:57.201107] [INFO ] [FORECASTER] Completed predict_future for BTCS [2025-12-02T20:27:57.201227] [INFO ] [sig ] BTCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:57.336958] [INFO ] [LOCAL ] Saved forecast: BTCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BTCS.txt [2025-12-02T20:27:57.337092] [INFO ] [sig ] [499/3544] Completed BTCS in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:57.337129] [INFO ] [sig ] [500/3544] Forecasting BTE... [2025-12-02T20:27:57.337157] [INFO ] [sig ] Generating forecast for: BTE [2025-12-02T20:27:57.337185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-12-02T20:27:57.347702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTE'. [2025-12-02T20:27:57.347987] [INFO ] [FORECASTER] Starting predict_future for BTE [2025-12-02T20:27:57.348743] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-12-02T20:27:57.348790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:57.348820] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:57.348845] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:57.348899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:57.404281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:57.405009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:57.405094] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:57.405131] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:57.520779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:57.520894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:57.520930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:57.520956] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:57.524480] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=89.11%) [2025-12-02T20:27:57.524748] [INFO ] [FORECASTER] Completed predict_future for BTE [2025-12-02T20:27:57.524865] [INFO ] [sig ] BTE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:57.660455] [INFO ] [LOCAL ] Saved forecast: BTE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BTE.txt [2025-12-02T20:27:57.660567] [INFO ] [sig ] [500/3544] Completed BTE in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.1m [2025-12-02T20:27:57.660621] [INFO ] [sig ] [501/3544] Forecasting BTF... [2025-12-02T20:27:57.660650] [INFO ] [sig ] Generating forecast for: BTF [2025-12-02T20:27:57.660678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'. [2025-12-02T20:27:57.671902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTF'. [2025-12-02T20:27:57.672161] [INFO ] [FORECASTER] Starting predict_future for BTF [2025-12-02T20:27:57.672942] [DEBUG] [LOCAL ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt [2025-12-02T20:27:57.673001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:57.673038] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:57.673070] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:57.673134] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:57.728912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:57.729517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:57.729608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:57.729641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:57.850498] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:57.850627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:57.850664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:57.850690] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:57.853823] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=9.57%) [2025-12-02T20:27:57.854105] [INFO ] [FORECASTER] Completed predict_future for BTF [2025-12-02T20:27:57.854219] [INFO ] [sig ] BTF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:57.990521] [INFO ] [LOCAL ] Saved forecast: BTF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BTF.txt [2025-12-02T20:27:57.990654] [INFO ] [sig ] [501/3544] Completed BTF in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:27:57.990691] [INFO ] [sig ] [502/3544] Forecasting BTI... [2025-12-02T20:27:57.990719] [INFO ] [sig ] Generating forecast for: BTI [2025-12-02T20:27:57.990746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-12-02T20:27:58.001504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTI'. [2025-12-02T20:27:58.001791] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-12-02T20:27:58.002526] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-12-02T20:27:58.002597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:58.002630] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:58.002655] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:58.002710] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:58.056807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:58.057468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:58.057544] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:58.057593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:58.176268] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:58.176371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:58.176406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:58.176433] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:58.179514] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=58.99%) [2025-12-02T20:27:58.179795] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-12-02T20:27:58.179914] [INFO ] [sig ] BTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:58.314989] [INFO ] [LOCAL ] Saved forecast: BTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BTI.txt [2025-12-02T20:27:58.315096] [INFO ] [sig ] [502/3544] Completed BTI in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:27:58.315131] [INFO ] [sig ] [503/3544] Forecasting BTM... [2025-12-02T20:27:58.315158] [INFO ] [sig ] Generating forecast for: BTM [2025-12-02T20:27:58.315185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'. [2025-12-02T20:27:58.328715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTM'. [2025-12-02T20:27:58.328977] [INFO ] [FORECASTER] Starting predict_future for BTM [2025-12-02T20:27:58.329736] [DEBUG] [LOCAL ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt [2025-12-02T20:27:58.329794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:58.329854] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:58.329880] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:58.329935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:58.387349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:58.387961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:58.388039] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:58.388069] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:58.501493] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:58.501642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:58.501681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:58.501708] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:58.504879] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=42.06%) [2025-12-02T20:27:58.505139] [INFO ] [FORECASTER] Completed predict_future for BTM [2025-12-02T20:27:58.505267] [INFO ] [sig ] BTM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:58.655932] [INFO ] [LOCAL ] Saved forecast: BTM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BTM.txt [2025-12-02T20:27:58.656112] [INFO ] [sig ] [503/3544] Completed BTM in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:27:58.656152] [INFO ] [sig ] [504/3544] Forecasting BTMD... [2025-12-02T20:27:58.656181] [INFO ] [sig ] Generating forecast for: BTMD [2025-12-02T20:27:58.656209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'. [2025-12-02T20:27:58.667642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTMD'. [2025-12-02T20:27:58.667978] [INFO ] [FORECASTER] Starting predict_future for BTMD [2025-12-02T20:27:58.668801] [DEBUG] [LOCAL ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt [2025-12-02T20:27:58.668849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:58.668879] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:58.668905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:58.668960] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:58.724189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:58.724975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:58.725058] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:58.725089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:58.842098] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:58.842247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:58.842288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:58.842314] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:58.845564] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=74.36%) [2025-12-02T20:27:58.845842] [INFO ] [FORECASTER] Completed predict_future for BTMD [2025-12-02T20:27:58.845961] [INFO ] [sig ] BTMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:27:58.981158] [INFO ] [LOCAL ] Saved forecast: BTMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BTMD.txt [2025-12-02T20:27:58.981295] [INFO ] [sig ] [504/3544] Completed BTMD in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:27:58.981332] [INFO ] [sig ] [505/3544] Forecasting BTZ... [2025-12-02T20:27:58.981361] [INFO ] [sig ] Generating forecast for: BTZ [2025-12-02T20:27:58.981390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-12-02T20:27:58.992427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTZ'. [2025-12-02T20:27:58.992756] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-12-02T20:27:58.993516] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-12-02T20:27:58.993564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:58.993614] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:58.993640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:58.993694] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:59.048461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:59.049268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:59.049348] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:59.049379] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:59.164953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:59.165104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:59.165143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:59.165170] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:59.168507] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=31.85%) [2025-12-02T20:27:59.168785] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-12-02T20:27:59.168907] [INFO ] [sig ] BTZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:59.305069] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BTZ.txt [2025-12-02T20:27:59.305202] [INFO ] [sig ] [505/3544] Completed BTZ in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:27:59.305238] [INFO ] [sig ] [506/3544] Forecasting BUD... [2025-12-02T20:27:59.305267] [INFO ] [sig ] Generating forecast for: BUD [2025-12-02T20:27:59.305297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-12-02T20:27:59.316117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUD'. [2025-12-02T20:27:59.316406] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-12-02T20:27:59.317195] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-12-02T20:27:59.317243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:59.317273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:59.317298] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:59.317351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:59.372027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:59.372710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:59.372788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:59.372818] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:59.488099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:59.488251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:59.488292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:59.488353] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:59.491648] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=44.91%) [2025-12-02T20:27:59.491910] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-12-02T20:27:59.492030] [INFO ] [sig ] BUD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:59.631844] [INFO ] [LOCAL ] Saved forecast: BUD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BUD.txt [2025-12-02T20:27:59.632008] [INFO ] [sig ] [506/3544] Completed BUD in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:27:59.632045] [INFO ] [sig ] [507/3544] Forecasting BUG... [2025-12-02T20:27:59.632073] [INFO ] [sig ] Generating forecast for: BUG [2025-12-02T20:27:59.632103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'. [2025-12-02T20:27:59.643661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUG'. [2025-12-02T20:27:59.643975] [INFO ] [FORECASTER] Starting predict_future for BUG [2025-12-02T20:27:59.644743] [DEBUG] [LOCAL ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt [2025-12-02T20:27:59.644791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:59.644821] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:59.644846] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:59.644899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:27:59.700023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:27:59.700827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:27:59.700908] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:27:59.700940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:27:59.818777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:27:59.818937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:27:59.818984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:27:59.819016] [INFO ] [FORECASTER] Training complete [2025-12-02T20:27:59.822494] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-12-02T20:27:59.822850] [INFO ] [FORECASTER] Completed predict_future for BUG [2025-12-02T20:27:59.823007] [INFO ] [sig ] BUG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:27:59.960621] [INFO ] [LOCAL ] Saved forecast: BUG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BUG.txt [2025-12-02T20:27:59.960751] [INFO ] [sig ] [507/3544] Completed BUG in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:27:59.960788] [INFO ] [sig ] [508/3544] Forecasting BUI... [2025-12-02T20:27:59.960816] [INFO ] [sig ] Generating forecast for: BUI [2025-12-02T20:27:59.960845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-12-02T20:27:59.972600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUI'. [2025-12-02T20:27:59.973007] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-12-02T20:27:59.973808] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-12-02T20:27:59.973857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:27:59.973887] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:27:59.973912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:27:59.973966] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:00.029664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:00.030485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:00.030564] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:00.030615] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:00.143828] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:00.143950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:00.143988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:00.144017] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:00.147124] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=86.88%) [2025-12-02T20:28:00.147395] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-12-02T20:28:00.147510] [INFO ] [sig ] BUI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:00.283261] [INFO ] [LOCAL ] Saved forecast: BUI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BUI.txt [2025-12-02T20:28:00.283370] [INFO ] [sig ] [508/3544] Completed BUI in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:28:00.283406] [INFO ] [sig ] [509/3544] Forecasting BURL... [2025-12-02T20:28:00.283433] [INFO ] [sig ] Generating forecast for: BURL [2025-12-02T20:28:00.283463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-12-02T20:28:00.294006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BURL'. [2025-12-02T20:28:00.294268] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-12-02T20:28:00.295034] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-12-02T20:28:00.295081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:00.295111] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:00.295136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:00.295189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:00.350996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:00.351562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:00.351652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:00.351683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:00.472454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:00.472613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:00.472654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:00.472687] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:00.475924] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=86.54%) [2025-12-02T20:28:00.476179] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-12-02T20:28:00.476295] [INFO ] [sig ] BURL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:00.615797] [INFO ] [LOCAL ] Saved forecast: BURL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BURL.txt [2025-12-02T20:28:00.615917] [INFO ] [sig ] [509/3544] Completed BURL in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.0m [2025-12-02T20:28:00.615952] [INFO ] [sig ] [510/3544] Forecasting BUSE... [2025-12-02T20:28:00.615979] [INFO ] [sig ] Generating forecast for: BUSE [2025-12-02T20:28:00.616008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'. [2025-12-02T20:28:00.626732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUSE'. [2025-12-02T20:28:00.626999] [INFO ] [FORECASTER] Starting predict_future for BUSE [2025-12-02T20:28:00.627763] [DEBUG] [LOCAL ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt [2025-12-02T20:28:00.627811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:00.627842] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:00.627883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:00.627941] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:00.683683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:00.684259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:00.684334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:00.684364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:00.803972] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:00.804091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:00.804141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:00.804170] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:00.807488] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=5.37%) [2025-12-02T20:28:00.807765] [INFO ] [FORECASTER] Completed predict_future for BUSE [2025-12-02T20:28:00.807904] [INFO ] [sig ] BUSE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:00.946548] [INFO ] [LOCAL ] Saved forecast: BUSE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BUSE.txt [2025-12-02T20:28:00.947512] [INFO ] [sig ] [510/3544] Completed BUSE in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:00.947554] [INFO ] [sig ] [511/3544] Forecasting BUXX... [2025-12-02T20:28:00.947607] [INFO ] [sig ] Generating forecast for: BUXX [2025-12-02T20:28:00.947639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-12-02T20:28:00.958716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUXX'. [2025-12-02T20:28:00.959064] [INFO ] [FORECASTER] Starting predict_future for BUXX [2025-12-02T20:28:00.959905] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-12-02T20:28:00.959959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:00.959997] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:00.960029] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:00.960098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:01.018134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:01.018922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:01.019003] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:01.019036] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:01.145100] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:01.145212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:01.145252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:01.145279] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:01.148642] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=21.56%) [2025-12-02T20:28:01.148943] [INFO ] [FORECASTER] Completed predict_future for BUXX [2025-12-02T20:28:01.149072] [INFO ] [sig ] BUXX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:01.287497] [INFO ] [LOCAL ] Saved forecast: BUXX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BUXX.txt [2025-12-02T20:28:01.287664] [INFO ] [sig ] [511/3544] Completed BUXX in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:01.287703] [INFO ] [sig ] [512/3544] Forecasting BVFL... [2025-12-02T20:28:01.287732] [INFO ] [sig ] Generating forecast for: BVFL [2025-12-02T20:28:01.287760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'. [2025-12-02T20:28:01.299252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVFL'. [2025-12-02T20:28:01.299680] [INFO ] [FORECASTER] Starting predict_future for BVFL [2025-12-02T20:28:01.300507] [DEBUG] [LOCAL ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt [2025-12-02T20:28:01.300561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:01.300613] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:01.300639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:01.300694] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:01.356050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:01.356877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:01.356956] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:01.356987] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:01.470876] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:01.471031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:01.471071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:01.471098] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:01.474650] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=77.29%) [2025-12-02T20:28:01.474959] [INFO ] [FORECASTER] Completed predict_future for BVFL [2025-12-02T20:28:01.475090] [INFO ] [sig ] BVFL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:01.613262] [INFO ] [LOCAL ] Saved forecast: BVFL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BVFL.txt [2025-12-02T20:28:01.613381] [INFO ] [sig ] [512/3544] Completed BVFL in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:01.613418] [INFO ] [sig ] [513/3544] Forecasting BVN... [2025-12-02T20:28:01.613446] [INFO ] [sig ] Generating forecast for: BVN [2025-12-02T20:28:01.613475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-12-02T20:28:01.624438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVN'. [2025-12-02T20:28:01.624736] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-12-02T20:28:01.625496] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-12-02T20:28:01.625544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:01.625592] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:01.625621] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:01.625680] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:01.687063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:01.688290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:01.688519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:01.688567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:01.834625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:01.834782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:01.834824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:01.834853] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:01.838253] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=64.59%) [2025-12-02T20:28:01.838527] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-12-02T20:28:01.838671] [INFO ] [sig ] BVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:01.984717] [INFO ] [LOCAL ] Saved forecast: BVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BVN.txt [2025-12-02T20:28:01.984868] [INFO ] [sig ] [513/3544] Completed BVN in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:01.984905] [INFO ] [sig ] [514/3544] Forecasting BVS... [2025-12-02T20:28:01.984935] [INFO ] [sig ] Generating forecast for: BVS [2025-12-02T20:28:01.984964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'. [2025-12-02T20:28:01.996862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVS'. [2025-12-02T20:28:01.997209] [INFO ] [FORECASTER] Starting predict_future for BVS [2025-12-02T20:28:01.998054] [DEBUG] [LOCAL ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt [2025-12-02T20:28:01.998105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:01.998172] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:01.998202] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:01.998259] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:02.056357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:02.057229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:02.057312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:02.057345] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:02.184160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:02.184312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:02.184357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:02.184387] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:02.187738] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=13.36%) [2025-12-02T20:28:02.188042] [INFO ] [FORECASTER] Completed predict_future for BVS [2025-12-02T20:28:02.188172] [INFO ] [sig ] BVS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:02.327995] [INFO ] [LOCAL ] Saved forecast: BVS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BVS.txt [2025-12-02T20:28:02.328151] [INFO ] [sig ] [514/3544] Completed BVS in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:02.328191] [INFO ] [sig ] [515/3544] Forecasting BWA... [2025-12-02T20:28:02.328222] [INFO ] [sig ] Generating forecast for: BWA [2025-12-02T20:28:02.328253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-12-02T20:28:02.342028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWA'. [2025-12-02T20:28:02.342563] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-12-02T20:28:02.343521] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-12-02T20:28:02.343592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:02.343628] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:02.343654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:02.343713] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:02.401498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:02.402688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:02.402791] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:02.402824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:02.537906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:02.538072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:02.538121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:02.538155] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:02.541996] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=47.63%) [2025-12-02T20:28:02.542356] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-12-02T20:28:02.542512] [INFO ] [sig ] BWA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:02.688951] [INFO ] [LOCAL ] Saved forecast: BWA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BWA.txt [2025-12-02T20:28:02.689124] [INFO ] [sig ] [515/3544] Completed BWA in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:02.689173] [INFO ] [sig ] [516/3544] Forecasting BWAY... [2025-12-02T20:28:02.689207] [INFO ] [sig ] Generating forecast for: BWAY [2025-12-02T20:28:02.689237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'. [2025-12-02T20:28:02.701099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWAY'. [2025-12-02T20:28:02.701487] [INFO ] [FORECASTER] Starting predict_future for BWAY [2025-12-02T20:28:02.702256] [DEBUG] [LOCAL ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt [2025-12-02T20:28:02.702306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:02.702337] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:02.702362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:02.702417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:02.758021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:02.759073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:02.759169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:02.759212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:02.881674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:02.881824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:02.881866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:02.881895] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:02.885325] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=6.80%) [2025-12-02T20:28:02.885687] [INFO ] [FORECASTER] Completed predict_future for BWAY [2025-12-02T20:28:02.885832] [INFO ] [sig ] BWAY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:03.025884] [INFO ] [LOCAL ] Saved forecast: BWAY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BWAY.txt [2025-12-02T20:28:03.026050] [INFO ] [sig ] [516/3544] Completed BWAY in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:03.026088] [INFO ] [sig ] [517/3544] Forecasting BWB... [2025-12-02T20:28:03.026116] [INFO ] [sig ] Generating forecast for: BWB [2025-12-02T20:28:03.026146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'. [2025-12-02T20:28:03.037036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWB'. [2025-12-02T20:28:03.037294] [INFO ] [FORECASTER] Starting predict_future for BWB [2025-12-02T20:28:03.038090] [DEBUG] [LOCAL ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt [2025-12-02T20:28:03.038139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:03.038169] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:03.038194] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:03.038248] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:03.092697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:03.093284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:03.093359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:03.093389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:03.213024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:03.213131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:03.213167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:03.213194] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:03.216227] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=31.56%) [2025-12-02T20:28:03.216480] [INFO ] [FORECASTER] Completed predict_future for BWB [2025-12-02T20:28:03.216612] [INFO ] [sig ] BWB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:03.357749] [INFO ] [LOCAL ] Saved forecast: BWB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BWB.txt [2025-12-02T20:28:03.357855] [INFO ] [sig ] [517/3544] Completed BWB in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.0m [2025-12-02T20:28:03.357909] [INFO ] [sig ] [518/3544] Forecasting BWEN... [2025-12-02T20:28:03.357944] [INFO ] [sig ] Generating forecast for: BWEN [2025-12-02T20:28:03.357974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'. [2025-12-02T20:28:03.368840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWEN'. [2025-12-02T20:28:03.369084] [INFO ] [FORECASTER] Starting predict_future for BWEN [2025-12-02T20:28:03.369842] [DEBUG] [LOCAL ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt [2025-12-02T20:28:03.369889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:03.369919] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:03.369944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:03.369999] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:03.425395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:03.426134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:03.426210] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:03.426241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:03.546812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:03.546954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:03.546994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:03.547021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:03.550268] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-12-02T20:28:03.550519] [INFO ] [FORECASTER] Completed predict_future for BWEN [2025-12-02T20:28:03.550659] [INFO ] [sig ] BWEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:03.688910] [INFO ] [LOCAL ] Saved forecast: BWEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BWEN.txt [2025-12-02T20:28:03.689060] [INFO ] [sig ] [518/3544] Completed BWEN in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:03.689098] [INFO ] [sig ] [519/3544] Forecasting BWFG... [2025-12-02T20:28:03.689131] [INFO ] [sig ] Generating forecast for: BWFG [2025-12-02T20:28:03.689159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'. [2025-12-02T20:28:03.699558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWFG'. [2025-12-02T20:28:03.699840] [INFO ] [FORECASTER] Starting predict_future for BWFG [2025-12-02T20:28:03.700639] [DEBUG] [LOCAL ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt [2025-12-02T20:28:03.700691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:03.700724] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:03.700750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:03.700806] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:03.755781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:03.756375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:03.756448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:03.756479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:03.865255] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:03.865367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:03.865404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:03.865431] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:03.868531] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=56.78%) [2025-12-02T20:28:03.868801] [INFO ] [FORECASTER] Completed predict_future for BWFG [2025-12-02T20:28:03.868916] [INFO ] [sig ] BWFG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:04.003618] [INFO ] [LOCAL ] Saved forecast: BWFG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BWFG.txt [2025-12-02T20:28:04.003725] [INFO ] [sig ] [519/3544] Completed BWFG in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:04.003761] [INFO ] [sig ] [520/3544] Forecasting BWG... [2025-12-02T20:28:04.003789] [INFO ] [sig ] Generating forecast for: BWG [2025-12-02T20:28:04.003817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-12-02T20:28:04.014758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWG'. [2025-12-02T20:28:04.015013] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-12-02T20:28:04.015848] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-12-02T20:28:04.015900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:04.015959] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:04.015987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:04.016043] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:04.070997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:04.071605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:04.071681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:04.071715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:04.190660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:04.190778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:04.190813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:04.190840] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:04.193920] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=16.93%) [2025-12-02T20:28:04.194171] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-12-02T20:28:04.194287] [INFO ] [sig ] BWG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:04.330968] [INFO ] [LOCAL ] Saved forecast: BWG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BWG.txt [2025-12-02T20:28:04.331075] [INFO ] [sig ] [520/3544] Completed BWG in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:04.331111] [INFO ] [sig ] [521/3544] Forecasting BWIN... [2025-12-02T20:28:04.331138] [INFO ] [sig ] Generating forecast for: BWIN [2025-12-02T20:28:04.331165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'. [2025-12-02T20:28:04.342968] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWIN'. [2025-12-02T20:28:04.343289] [INFO ] [FORECASTER] Starting predict_future for BWIN [2025-12-02T20:28:04.344083] [DEBUG] [LOCAL ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt [2025-12-02T20:28:04.344131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:04.344163] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:04.344188] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:04.344243] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:04.398643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:04.399297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:04.399374] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:04.399405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:04.521393] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:04.521559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:04.521621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:04.521671] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:04.525211] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=25.03%) [2025-12-02T20:28:04.525485] [INFO ] [FORECASTER] Completed predict_future for BWIN [2025-12-02T20:28:04.525638] [INFO ] [sig ] BWIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:04.665379] [INFO ] [LOCAL ] Saved forecast: BWIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BWIN.txt [2025-12-02T20:28:04.665514] [INFO ] [sig ] [521/3544] Completed BWIN in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:04.665550] [INFO ] [sig ] [522/3544] Forecasting BWMN... [2025-12-02T20:28:04.665598] [INFO ] [sig ] Generating forecast for: BWMN [2025-12-02T20:28:04.665628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'. [2025-12-02T20:28:04.676632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWMN'. [2025-12-02T20:28:04.676882] [INFO ] [FORECASTER] Starting predict_future for BWMN [2025-12-02T20:28:04.677681] [DEBUG] [LOCAL ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt [2025-12-02T20:28:04.677729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:04.677760] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:04.677786] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:04.677840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:04.732994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:04.733623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:04.733700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:04.733730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:04.853604] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:04.853750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:04.853790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:04.853817] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:04.857058] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=97.52%) [2025-12-02T20:28:04.857316] [INFO ] [FORECASTER] Completed predict_future for BWMN [2025-12-02T20:28:04.857432] [INFO ] [sig ] BWMN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:05.033408] [INFO ] [LOCAL ] Saved forecast: BWMN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BWMN.txt [2025-12-02T20:28:05.033534] [INFO ] [sig ] [522/3544] Completed BWMN in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:05.033587] [INFO ] [sig ] [523/3544] Forecasting BXC... [2025-12-02T20:28:05.033619] [INFO ] [sig ] Generating forecast for: BXC [2025-12-02T20:28:05.033648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-12-02T20:28:05.044548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXC'. [2025-12-02T20:28:05.044830] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-12-02T20:28:05.045661] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-12-02T20:28:05.045710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:05.045740] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:05.045765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:05.045819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:05.100547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:05.101151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:05.101226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:05.101266] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:05.218350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:05.218474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:05.218518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:05.218592] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:05.221795] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=9.61%) [2025-12-02T20:28:05.222050] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-12-02T20:28:05.222172] [INFO ] [sig ] BXC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:05.359341] [INFO ] [LOCAL ] Saved forecast: BXC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BXC.txt [2025-12-02T20:28:05.359446] [INFO ] [sig ] [523/3544] Completed BXC in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:05.359481] [INFO ] [sig ] [524/3544] Forecasting BXMX... [2025-12-02T20:28:05.359508] [INFO ] [sig ] Generating forecast for: BXMX [2025-12-02T20:28:05.359536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-12-02T20:28:05.370679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXMX'. [2025-12-02T20:28:05.370928] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-12-02T20:28:05.371722] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-12-02T20:28:05.371770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:05.371800] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:05.371825] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:05.371880] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:05.427761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:05.428395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:05.428470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:05.428501] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:05.550187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:05.550332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:05.550376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:05.550410] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:05.553623] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=96.82%) [2025-12-02T20:28:05.553875] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-12-02T20:28:05.553990] [INFO ] [sig ] BXMX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:05.690039] [INFO ] [LOCAL ] Saved forecast: BXMX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BXMX.txt [2025-12-02T20:28:05.690145] [INFO ] [sig ] [524/3544] Completed BXMX in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:05.690181] [INFO ] [sig ] [525/3544] Forecasting BXP... [2025-12-02T20:28:05.690209] [INFO ] [sig ] Generating forecast for: BXP [2025-12-02T20:28:05.690237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-12-02T20:28:05.701694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXP'. [2025-12-02T20:28:05.701964] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-12-02T20:28:05.702720] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-12-02T20:28:05.702768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:05.702798] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:05.702834] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:05.702891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:05.758062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:05.758652] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:05.758725] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:05.758756] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:05.877424] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:05.877542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:05.877595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:05.877624] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:05.880743] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=13.08%) [2025-12-02T20:28:05.880998] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-12-02T20:28:05.881117] [INFO ] [sig ] BXP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:06.017193] [INFO ] [LOCAL ] Saved forecast: BXP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BXP.txt [2025-12-02T20:28:06.017302] [INFO ] [sig ] [525/3544] Completed BXP in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:06.017338] [INFO ] [sig ] [526/3544] Forecasting BXSL... [2025-12-02T20:28:06.017365] [INFO ] [sig ] Generating forecast for: BXSL [2025-12-02T20:28:06.017393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-12-02T20:28:06.028367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXSL'. [2025-12-02T20:28:06.028636] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-12-02T20:28:06.029415] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-12-02T20:28:06.029463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:06.029493] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:06.029518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:06.029593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:06.084347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:06.084927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:06.085001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:06.085031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:06.199564] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:06.199681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:06.199715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:06.199742] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:06.202784] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=94.55%) [2025-12-02T20:28:06.203034] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-12-02T20:28:06.203150] [INFO ] [sig ] BXSL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:06.338611] [INFO ] [LOCAL ] Saved forecast: BXSL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BXSL.txt [2025-12-02T20:28:06.338717] [INFO ] [sig ] [526/3544] Completed BXSL in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 16.9m [2025-12-02T20:28:06.338752] [INFO ] [sig ] [527/3544] Forecasting BYD... [2025-12-02T20:28:06.338779] [INFO ] [sig ] Generating forecast for: BYD [2025-12-02T20:28:06.338806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-12-02T20:28:06.349546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYD'. [2025-12-02T20:28:06.349819] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-12-02T20:28:06.350560] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-12-02T20:28:06.350626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:06.350657] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:06.350683] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:06.350737] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:06.406016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:06.406590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:06.406662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:06.406692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:06.526207] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:06.526351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:06.526389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:06.526416] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:06.529679] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=50.23%) [2025-12-02T20:28:06.529934] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-12-02T20:28:06.530052] [INFO ] [sig ] BYD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:06.668964] [INFO ] [LOCAL ] Saved forecast: BYD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BYD.txt [2025-12-02T20:28:06.669094] [INFO ] [sig ] [527/3544] Completed BYD in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.9m [2025-12-02T20:28:06.669136] [INFO ] [sig ] [528/3544] Forecasting BYM... [2025-12-02T20:28:06.669170] [INFO ] [sig ] Generating forecast for: BYM [2025-12-02T20:28:06.669205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-12-02T20:28:06.680791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYM'. [2025-12-02T20:28:06.681107] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-12-02T20:28:06.681898] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-12-02T20:28:06.681947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:06.681977] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:06.682003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:06.682057] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:06.736346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:06.737213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:06.737294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:06.737326] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:06.855770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:06.855923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:06.855963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:06.855989] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:06.859276] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=34.58%) [2025-12-02T20:28:06.859535] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-12-02T20:28:06.859673] [INFO ] [sig ] BYM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:06.993704] [INFO ] [LOCAL ] Saved forecast: BYM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BYM.txt [2025-12-02T20:28:06.993832] [INFO ] [sig ] [528/3544] Completed BYM in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.9m [2025-12-02T20:28:06.993869] [INFO ] [sig ] [529/3544] Forecasting BYRN... [2025-12-02T20:28:06.993897] [INFO ] [sig ] Generating forecast for: BYRN [2025-12-02T20:28:06.993925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'. [2025-12-02T20:28:07.005015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYRN'. [2025-12-02T20:28:07.005298] [INFO ] [FORECASTER] Starting predict_future for BYRN [2025-12-02T20:28:07.006085] [DEBUG] [LOCAL ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt [2025-12-02T20:28:07.006134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:07.006165] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:07.006191] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:07.006246] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:07.060688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:07.061334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:07.061411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:07.061441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:07.179334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:07.179463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:07.179501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:07.179528] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:07.182752] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=99.71%) [2025-12-02T20:28:07.183010] [INFO ] [FORECASTER] Completed predict_future for BYRN [2025-12-02T20:28:07.183125] [INFO ] [sig ] BYRN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:07.317239] [INFO ] [LOCAL ] Saved forecast: BYRN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BYRN.txt [2025-12-02T20:28:07.317374] [INFO ] [sig ] [529/3544] Completed BYRN in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.9m [2025-12-02T20:28:07.317411] [INFO ] [sig ] [530/3544] Forecasting BYSI... [2025-12-02T20:28:07.317438] [INFO ] [sig ] Generating forecast for: BYSI [2025-12-02T20:28:07.317467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'. [2025-12-02T20:28:07.328938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYSI'. [2025-12-02T20:28:07.329252] [INFO ] [FORECASTER] Starting predict_future for BYSI [2025-12-02T20:28:07.330018] [DEBUG] [LOCAL ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt [2025-12-02T20:28:07.330066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:07.330095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:07.330121] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:07.330175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:07.384142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:07.384822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:07.384924] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:07.384956] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:07.490926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:07.491062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:07.491100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:07.491128] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:07.494344] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=22.51%) [2025-12-02T20:28:07.494615] [INFO ] [FORECASTER] Completed predict_future for BYSI [2025-12-02T20:28:07.494731] [INFO ] [sig ] BYSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:07.630400] [INFO ] [LOCAL ] Saved forecast: BYSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/BYSI.txt [2025-12-02T20:28:07.630527] [INFO ] [sig ] [530/3544] Completed BYSI in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.9m [2025-12-02T20:28:07.630563] [INFO ] [sig ] [531/3544] Forecasting BZ... [2025-12-02T20:28:07.630610] [INFO ] [sig ] Generating forecast for: BZ [2025-12-02T20:28:07.630639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'. [2025-12-02T20:28:07.641731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZ'. [2025-12-02T20:28:07.642022] [INFO ] [FORECASTER] Starting predict_future for BZ [2025-12-02T20:28:07.642796] [DEBUG] [LOCAL ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt [2025-12-02T20:28:07.642846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:07.642876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:07.642902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:07.642956] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:07.697198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:07.697873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:07.697952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:07.697982] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:07.818790] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:07.818925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:07.818963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:07.818990] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:07.822202] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=98.41%) [2025-12-02T20:28:07.822463] [INFO ] [FORECASTER] Completed predict_future for BZ [2025-12-02T20:28:07.822597] [INFO ] [sig ] BZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:07.957173] [INFO ] [LOCAL ] Saved forecast: BZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BZ.txt [2025-12-02T20:28:07.957306] [INFO ] [sig ] [531/3544] Completed BZ in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.9m [2025-12-02T20:28:07.957342] [INFO ] [sig ] [532/3544] Forecasting BZH... [2025-12-02T20:28:07.957370] [INFO ] [sig ] Generating forecast for: BZH [2025-12-02T20:28:07.957398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-12-02T20:28:07.968925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZH'. [2025-12-02T20:28:07.969235] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-12-02T20:28:07.970045] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-12-02T20:28:07.970094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:07.970126] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:07.970153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:07.970210] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:08.029954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:08.030655] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:08.030735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:08.030766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:08.148872] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:08.149012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:08.149052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:08.149080] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:08.152414] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=84.83%) [2025-12-02T20:28:08.152715] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-12-02T20:28:08.152840] [INFO ] [sig ] BZH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:08.292771] [INFO ] [LOCAL ] Saved forecast: BZH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BZH.txt [2025-12-02T20:28:08.292904] [INFO ] [sig ] [532/3544] Completed BZH in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.9m [2025-12-02T20:28:08.292941] [INFO ] [sig ] [533/3544] Forecasting BZUN... [2025-12-02T20:28:08.292968] [INFO ] [sig ] Generating forecast for: BZUN [2025-12-02T20:28:08.292997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'. [2025-12-02T20:28:08.304289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZUN'. [2025-12-02T20:28:08.304627] [INFO ] [FORECASTER] Starting predict_future for BZUN [2025-12-02T20:28:08.305438] [DEBUG] [LOCAL ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt [2025-12-02T20:28:08.305488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:08.305521] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:08.305548] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:08.305630] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:08.361370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:08.362070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:08.362151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:08.362190] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:08.480346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:08.480495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:08.480536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:08.480565] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:08.483800] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=84.55%) [2025-12-02T20:28:08.484059] [INFO ] [FORECASTER] Completed predict_future for BZUN [2025-12-02T20:28:08.484178] [INFO ] [sig ] BZUN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:08.621068] [INFO ] [LOCAL ] Saved forecast: BZUN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/BZUN.txt [2025-12-02T20:28:08.621230] [INFO ] [sig ] [533/3544] Completed BZUN in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.9m [2025-12-02T20:28:08.621267] [INFO ] [sig ] [534/3544] Forecasting C... [2025-12-02T20:28:08.621295] [INFO ] [sig ] Generating forecast for: C [2025-12-02T20:28:08.621324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-12-02T20:28:08.633313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'C'. [2025-12-02T20:28:08.633676] [INFO ] [FORECASTER] Starting predict_future for C [2025-12-02T20:28:08.634481] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-12-02T20:28:08.634530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:08.634562] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:08.634617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:08.634675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:08.691343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:08.692116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:08.692204] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:08.692244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:08.813045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:08.813196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:08.813252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:08.813283] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:08.816628] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=29.36%) [2025-12-02T20:28:08.816891] [INFO ] [FORECASTER] Completed predict_future for C [2025-12-02T20:28:08.817008] [INFO ] [sig ] C: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:08.953014] [INFO ] [LOCAL ] Saved forecast: C 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/C.txt [2025-12-02T20:28:08.953139] [INFO ] [sig ] [534/3544] Completed C in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:08.953174] [INFO ] [sig ] [535/3544] Forecasting CAAP... [2025-12-02T20:28:08.953200] [INFO ] [sig ] Generating forecast for: CAAP [2025-12-02T20:28:08.953229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-12-02T20:28:08.965265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAP'. [2025-12-02T20:28:08.965611] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-12-02T20:28:08.966396] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-12-02T20:28:08.966445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:08.966476] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:08.966503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:08.966559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:09.021554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:09.022314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:09.022395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:09.022427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:09.137899] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:09.138044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:09.138084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:09.138110] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:09.141343] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=98.57%) [2025-12-02T20:28:09.141619] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-12-02T20:28:09.141737] [INFO ] [sig ] CAAP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:09.282335] [INFO ] [LOCAL ] Saved forecast: CAAP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CAAP.txt [2025-12-02T20:28:09.282475] [INFO ] [sig ] [535/3544] Completed CAAP in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:09.282512] [INFO ] [sig ] [536/3544] Forecasting CAAS... [2025-12-02T20:28:09.282539] [INFO ] [sig ] Generating forecast for: CAAS [2025-12-02T20:28:09.282567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'. [2025-12-02T20:28:09.293825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAS'. [2025-12-02T20:28:09.294151] [INFO ] [FORECASTER] Starting predict_future for CAAS [2025-12-02T20:28:09.294935] [DEBUG] [LOCAL ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt [2025-12-02T20:28:09.294983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:09.295013] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:09.295038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:09.295091] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:09.349980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:09.350683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:09.350761] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:09.350792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:09.460300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:09.460445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:09.460484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:09.460511] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:09.463824] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=69.37%) [2025-12-02T20:28:09.464089] [INFO ] [FORECASTER] Completed predict_future for CAAS [2025-12-02T20:28:09.464223] [INFO ] [sig ] CAAS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:09.600987] [INFO ] [LOCAL ] Saved forecast: CAAS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CAAS.txt [2025-12-02T20:28:09.601112] [INFO ] [sig ] [536/3544] Completed CAAS in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:09.601149] [INFO ] [sig ] [537/3544] Forecasting CABA... [2025-12-02T20:28:09.601176] [INFO ] [sig ] Generating forecast for: CABA [2025-12-02T20:28:09.601206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'. [2025-12-02T20:28:09.612471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABA'. [2025-12-02T20:28:09.612806] [INFO ] [FORECASTER] Starting predict_future for CABA [2025-12-02T20:28:09.613559] [DEBUG] [LOCAL ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt [2025-12-02T20:28:09.613626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:09.613682] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:09.613710] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:09.613766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:09.671294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:09.672096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:09.672175] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:09.672206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:09.786510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:09.786677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:09.786717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:09.786744] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:09.789981] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=53.85%) [2025-12-02T20:28:09.790242] [INFO ] [FORECASTER] Completed predict_future for CABA [2025-12-02T20:28:09.790361] [INFO ] [sig ] CABA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:09.924432] [INFO ] [LOCAL ] Saved forecast: CABA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CABA.txt [2025-12-02T20:28:09.924562] [INFO ] [sig ] [537/3544] Completed CABA in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:09.924615] [INFO ] [sig ] [538/3544] Forecasting CABO... [2025-12-02T20:28:09.924643] [INFO ] [sig ] Generating forecast for: CABO [2025-12-02T20:28:09.924671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-12-02T20:28:09.936878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABO'. [2025-12-02T20:28:09.937163] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-12-02T20:28:09.937952] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-12-02T20:28:09.938000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:09.938040] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:09.938066] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:09.938119] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:09.992231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:09.992887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:09.992963] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:09.992993] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:10.110113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:10.110263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:10.110302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:10.110328] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:10.113553] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=85.48%) [2025-12-02T20:28:10.113839] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-12-02T20:28:10.113956] [INFO ] [sig ] CABO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:10.249941] [INFO ] [LOCAL ] Saved forecast: CABO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CABO.txt [2025-12-02T20:28:10.250075] [INFO ] [sig ] [538/3544] Completed CABO in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:10.250112] [INFO ] [sig ] [539/3544] Forecasting CAC... [2025-12-02T20:28:10.250139] [INFO ] [sig ] Generating forecast for: CAC [2025-12-02T20:28:10.250169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'. [2025-12-02T20:28:10.262327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAC'. [2025-12-02T20:28:10.262754] [INFO ] [FORECASTER] Starting predict_future for CAC [2025-12-02T20:28:10.263541] [DEBUG] [LOCAL ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt [2025-12-02T20:28:10.263610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:10.263642] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:10.263668] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:10.263742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:10.321171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:10.322065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:10.322151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:10.322184] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:10.440488] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:10.440667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:10.440708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:10.440734] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:10.443978] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=15.57%) [2025-12-02T20:28:10.444242] [INFO ] [FORECASTER] Completed predict_future for CAC [2025-12-02T20:28:10.444363] [INFO ] [sig ] CAC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:10.582189] [INFO ] [LOCAL ] Saved forecast: CAC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CAC.txt [2025-12-02T20:28:10.582344] [INFO ] [sig ] [539/3544] Completed CAC in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:10.582381] [INFO ] [sig ] [540/3544] Forecasting CACC... [2025-12-02T20:28:10.582410] [INFO ] [sig ] Generating forecast for: CACC [2025-12-02T20:28:10.582441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'. [2025-12-02T20:28:10.594203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACC'. [2025-12-02T20:28:10.594604] [INFO ] [FORECASTER] Starting predict_future for CACC [2025-12-02T20:28:10.595368] [DEBUG] [LOCAL ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt [2025-12-02T20:28:10.595416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:10.595446] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:10.595471] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:10.595525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:10.650478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:10.651230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:10.651310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:10.651341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:10.765056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:10.765155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:10.765192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:10.765252] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:10.768342] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=64.53%) [2025-12-02T20:28:10.768626] [INFO ] [FORECASTER] Completed predict_future for CACC [2025-12-02T20:28:10.768749] [INFO ] [sig ] CACC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:10.903645] [INFO ] [LOCAL ] Saved forecast: CACC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CACC.txt [2025-12-02T20:28:10.903745] [INFO ] [sig ] [540/3544] Completed CACC in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:10.903781] [INFO ] [sig ] [541/3544] Forecasting CACI... [2025-12-02T20:28:10.903808] [INFO ] [sig ] Generating forecast for: CACI [2025-12-02T20:28:10.903837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-12-02T20:28:10.914442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACI'. [2025-12-02T20:28:10.914727] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-12-02T20:28:10.915470] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-12-02T20:28:10.915518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:10.915548] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:10.915595] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:10.915655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:10.971017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:10.971628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:10.971703] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:10.971736] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:11.085215] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:11.085316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:11.085352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:11.085378] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:11.088472] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=1.62%) [2025-12-02T20:28:11.088740] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-12-02T20:28:11.088857] [INFO ] [sig ] CACI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:11.223372] [INFO ] [LOCAL ] Saved forecast: CACI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CACI.txt [2025-12-02T20:28:11.223472] [INFO ] [sig ] [541/3544] Completed CACI in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:11.223508] [INFO ] [sig ] [542/3544] Forecasting CADE... [2025-12-02T20:28:11.223541] [INFO ] [sig ] Generating forecast for: CADE [2025-12-02T20:28:11.223585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-12-02T20:28:11.235103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADE'. [2025-12-02T20:28:11.235395] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-12-02T20:28:11.236182] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-12-02T20:28:11.236232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:11.236266] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:11.236295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:11.236352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:11.293465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:11.294081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:11.294159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:11.294191] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:11.412644] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:11.412773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:11.412812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:11.412839] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:11.416014] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=2.62%) [2025-12-02T20:28:11.416267] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-12-02T20:28:11.416384] [INFO ] [sig ] CADE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:11.555593] [INFO ] [LOCAL ] Saved forecast: CADE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CADE.txt [2025-12-02T20:28:11.555738] [INFO ] [sig ] [542/3544] Completed CADE in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:11.555775] [INFO ] [sig ] [543/3544] Forecasting CADL... [2025-12-02T20:28:11.555802] [INFO ] [sig ] Generating forecast for: CADL [2025-12-02T20:28:11.555833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'. [2025-12-02T20:28:11.566619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADL'. [2025-12-02T20:28:11.566948] [INFO ] [FORECASTER] Starting predict_future for CADL [2025-12-02T20:28:11.567730] [DEBUG] [LOCAL ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt [2025-12-02T20:28:11.567778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:11.567808] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:11.567833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:11.567915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:11.622952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:11.623848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:11.623931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:11.623961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:11.743631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:11.743779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:11.743821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:11.743848] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:11.747098] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=75.42%) [2025-12-02T20:28:11.747365] [INFO ] [FORECASTER] Completed predict_future for CADL [2025-12-02T20:28:11.747483] [INFO ] [sig ] CADL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:11.882768] [INFO ] [LOCAL ] Saved forecast: CADL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CADL.txt [2025-12-02T20:28:11.882897] [INFO ] [sig ] [543/3544] Completed CADL in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:11.882934] [INFO ] [sig ] [544/3544] Forecasting CAE... [2025-12-02T20:28:11.882962] [INFO ] [sig ] Generating forecast for: CAE [2025-12-02T20:28:11.882992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-12-02T20:28:11.893973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAE'. [2025-12-02T20:28:11.894246] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-12-02T20:28:11.895015] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-12-02T20:28:11.895063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:11.895094] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:11.895119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:11.895174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:11.951148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:11.951906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:11.951984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:11.952015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:12.070067] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:12.070218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:12.070257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:12.070285] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:12.073529] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=84.46%) [2025-12-02T20:28:12.073820] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-12-02T20:28:12.073944] [INFO ] [sig ] CAE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:12.208903] [INFO ] [LOCAL ] Saved forecast: CAE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CAE.txt [2025-12-02T20:28:12.209037] [INFO ] [sig ] [544/3544] Completed CAE in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:12.209074] [INFO ] [sig ] [545/3544] Forecasting CAF... [2025-12-02T20:28:12.209102] [INFO ] [sig ] Generating forecast for: CAF [2025-12-02T20:28:12.209132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-12-02T20:28:12.219958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAF'. [2025-12-02T20:28:12.220277] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-12-02T20:28:12.221047] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-12-02T20:28:12.221096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:12.221126] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:12.221152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:12.221207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:12.276155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:12.276852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:12.276929] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:12.276959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:12.393631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:12.393747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:12.393786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:12.393827] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:12.397044] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=13.89%) [2025-12-02T20:28:12.397296] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-12-02T20:28:12.397422] [INFO ] [sig ] CAF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:12.533047] [INFO ] [LOCAL ] Saved forecast: CAF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CAF.txt [2025-12-02T20:28:12.533172] [INFO ] [sig ] [545/3544] Completed CAF in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 16.8m [2025-12-02T20:28:12.533209] [INFO ] [sig ] [546/3544] Forecasting CAG... [2025-12-02T20:28:12.533237] [INFO ] [sig ] Generating forecast for: CAG [2025-12-02T20:28:12.533265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-12-02T20:28:12.544342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAG'. [2025-12-02T20:28:12.544657] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-12-02T20:28:12.545504] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-12-02T20:28:12.545593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:12.545635] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:12.545663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:12.545719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:12.604097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:12.604753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:12.604830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:12.604863] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:12.723431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:12.723587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:12.723627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:12.723654] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:12.726900] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=59.59%) [2025-12-02T20:28:12.727156] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-12-02T20:28:12.727275] [INFO ] [sig ] CAG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:12.863566] [INFO ] [LOCAL ] Saved forecast: CAG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CAG.txt [2025-12-02T20:28:12.863705] [INFO ] [sig ] [546/3544] Completed CAG in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.8m [2025-12-02T20:28:12.863760] [INFO ] [sig ] [547/3544] Forecasting CAH... [2025-12-02T20:28:12.863788] [INFO ] [sig ] Generating forecast for: CAH [2025-12-02T20:28:12.863816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-12-02T20:28:12.875132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAH'. [2025-12-02T20:28:12.875391] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-12-02T20:28:12.876155] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-12-02T20:28:12.876203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:12.876233] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:12.876258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:12.876317] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:12.933120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:12.933732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:12.933810] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:12.933878] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:13.053717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:13.053857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:13.053895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:13.053925] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:13.057150] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=57.60%) [2025-12-02T20:28:13.057408] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-12-02T20:28:13.057524] [INFO ] [sig ] CAH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:13.197142] [INFO ] [LOCAL ] Saved forecast: CAH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CAH.txt [2025-12-02T20:28:13.197284] [INFO ] [sig ] [547/3544] Completed CAH in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.8m [2025-12-02T20:28:13.197322] [INFO ] [sig ] [548/3544] Forecasting CAKE... [2025-12-02T20:28:13.197352] [INFO ] [sig ] Generating forecast for: CAKE [2025-12-02T20:28:13.197381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'. [2025-12-02T20:28:13.208346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAKE'. [2025-12-02T20:28:13.208648] [INFO ] [FORECASTER] Starting predict_future for CAKE [2025-12-02T20:28:13.209437] [DEBUG] [LOCAL ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt [2025-12-02T20:28:13.209487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:13.209519] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:13.209546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:13.209624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:13.266767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:13.267370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:13.267448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:13.267482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:13.387987] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:13.388126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:13.388168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:13.388197] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:13.391477] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=45.11%) [2025-12-02T20:28:13.391760] [INFO ] [FORECASTER] Completed predict_future for CAKE [2025-12-02T20:28:13.391881] [INFO ] [sig ] CAKE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:13.531179] [INFO ] [LOCAL ] Saved forecast: CAKE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CAKE.txt [2025-12-02T20:28:13.531328] [INFO ] [sig ] [548/3544] Completed CAKE in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.8m [2025-12-02T20:28:13.531366] [INFO ] [sig ] [549/3544] Forecasting CAL... [2025-12-02T20:28:13.531393] [INFO ] [sig ] Generating forecast for: CAL [2025-12-02T20:28:13.531421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-12-02T20:28:13.546534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAL'. [2025-12-02T20:28:13.547130] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-12-02T20:28:13.548342] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-12-02T20:28:13.548421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:13.548474] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:13.548510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:13.548620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:13.611725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:13.612559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:13.612659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:13.612693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:13.732860] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:13.733010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:13.733049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:13.733076] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:13.736366] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=80.79%) [2025-12-02T20:28:13.736645] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-12-02T20:28:13.736761] [INFO ] [sig ] CAL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:13.873984] [INFO ] [LOCAL ] Saved forecast: CAL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CAL.txt [2025-12-02T20:28:13.874112] [INFO ] [sig ] [549/3544] Completed CAL in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.8m [2025-12-02T20:28:13.874149] [INFO ] [sig ] [550/3544] Forecasting CALC... [2025-12-02T20:28:13.874177] [INFO ] [sig ] Generating forecast for: CALC [2025-12-02T20:28:13.874207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'. [2025-12-02T20:28:13.886162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALC'. [2025-12-02T20:28:13.886551] [INFO ] [FORECASTER] Starting predict_future for CALC [2025-12-02T20:28:13.887379] [DEBUG] [LOCAL ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt [2025-12-02T20:28:13.887429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:13.887460] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:13.887486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:13.887541] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:13.945001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:13.945870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:13.945952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:13.945983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:14.056972] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:14.057069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:14.057103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:14.057129] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:14.060183] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-12-02T20:28:14.060436] [INFO ] [FORECASTER] Completed predict_future for CALC [2025-12-02T20:28:14.060548] [INFO ] [sig ] CALC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:14.196725] [INFO ] [LOCAL ] Saved forecast: CALC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CALC.txt [2025-12-02T20:28:14.196858] [INFO ] [sig ] [550/3544] Completed CALC in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:14.196901] [INFO ] [sig ] [551/3544] Forecasting CALM... [2025-12-02T20:28:14.196937] [INFO ] [sig ] Generating forecast for: CALM [2025-12-02T20:28:14.196974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'. [2025-12-02T20:28:14.208247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALM'. [2025-12-02T20:28:14.208515] [INFO ] [FORECASTER] Starting predict_future for CALM [2025-12-02T20:28:14.209289] [DEBUG] [LOCAL ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt [2025-12-02T20:28:14.209342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:14.209371] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:14.209396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:14.209449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:14.263984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:14.264615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:14.264690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:14.264720] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:14.385724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:14.385840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:14.385875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:14.385900] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:14.389006] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=22.24%) [2025-12-02T20:28:14.389259] [INFO ] [FORECASTER] Completed predict_future for CALM [2025-12-02T20:28:14.389381] [INFO ] [sig ] CALM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:14.524036] [INFO ] [LOCAL ] Saved forecast: CALM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CALM.txt [2025-12-02T20:28:14.524151] [INFO ] [sig ] [551/3544] Completed CALM in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:14.524187] [INFO ] [sig ] [552/3544] Forecasting CALX... [2025-12-02T20:28:14.524215] [INFO ] [sig ] Generating forecast for: CALX [2025-12-02T20:28:14.524245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-12-02T20:28:14.535646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALX'. [2025-12-02T20:28:14.535918] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-12-02T20:28:14.536694] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-12-02T20:28:14.536742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:14.536771] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:14.536796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:14.536849] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:14.591332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:14.591916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:14.591991] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:14.592021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:14.714541] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:14.714695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:14.714734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:14.714763] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:14.718066] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=93.95%) [2025-12-02T20:28:14.718336] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-12-02T20:28:14.718460] [INFO ] [sig ] CALX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:14.854851] [INFO ] [LOCAL ] Saved forecast: CALX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CALX.txt [2025-12-02T20:28:14.854962] [INFO ] [sig ] [552/3544] Completed CALX in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:14.854998] [INFO ] [sig ] [553/3544] Forecasting CAPL... [2025-12-02T20:28:14.855026] [INFO ] [sig ] Generating forecast for: CAPL [2025-12-02T20:28:14.855060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-12-02T20:28:14.867008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAPL'. [2025-12-02T20:28:14.867430] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-12-02T20:28:14.868327] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-12-02T20:28:14.868379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:14.868412] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:14.868439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:14.868496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:14.929061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:14.929895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:14.929974] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:14.930005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:15.049611] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:15.049763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:15.049802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:15.049830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:15.053174] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=92.47%) [2025-12-02T20:28:15.053455] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-12-02T20:28:15.053598] [INFO ] [sig ] CAPL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:15.190597] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CAPL.txt [2025-12-02T20:28:15.190729] [INFO ] [sig ] [553/3544] Completed CAPL in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:15.190768] [INFO ] [sig ] [554/3544] Forecasting CARE... [2025-12-02T20:28:15.190799] [INFO ] [sig ] Generating forecast for: CARE [2025-12-02T20:28:15.190829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'. [2025-12-02T20:28:15.204163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARE'. [2025-12-02T20:28:15.204633] [INFO ] [FORECASTER] Starting predict_future for CARE [2025-12-02T20:28:15.205529] [DEBUG] [LOCAL ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt [2025-12-02T20:28:15.205612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:15.205683] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:15.205714] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:15.205781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:15.268079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:15.269037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:15.269123] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:15.269155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:15.388248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:15.388410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:15.388456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:15.388483] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:15.391850] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=92.72%) [2025-12-02T20:28:15.392120] [INFO ] [FORECASTER] Completed predict_future for CARE [2025-12-02T20:28:15.392242] [INFO ] [sig ] CARE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:15.536195] [INFO ] [LOCAL ] Saved forecast: CARE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CARE.txt [2025-12-02T20:28:15.536341] [INFO ] [sig ] [554/3544] Completed CARE in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:15.536383] [INFO ] [sig ] [555/3544] Forecasting CARG... [2025-12-02T20:28:15.536412] [INFO ] [sig ] Generating forecast for: CARG [2025-12-02T20:28:15.536441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'. [2025-12-02T20:28:15.549610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARG'. [2025-12-02T20:28:15.550005] [INFO ] [FORECASTER] Starting predict_future for CARG [2025-12-02T20:28:15.551063] [DEBUG] [LOCAL ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt [2025-12-02T20:28:15.551114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:15.551145] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:15.551172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:15.551228] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:15.610436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:15.611281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:15.611366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:15.611399] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:15.736066] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:15.736222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:15.736266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:15.736293] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:15.739648] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=47.54%) [2025-12-02T20:28:15.739905] [INFO ] [FORECASTER] Completed predict_future for CARG [2025-12-02T20:28:15.740020] [INFO ] [sig ] CARG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:15.877204] [INFO ] [LOCAL ] Saved forecast: CARG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CARG.txt [2025-12-02T20:28:15.877328] [INFO ] [sig ] [555/3544] Completed CARG in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:15.877364] [INFO ] [sig ] [556/3544] Forecasting CARS... [2025-12-02T20:28:15.877395] [INFO ] [sig ] Generating forecast for: CARS [2025-12-02T20:28:15.877426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-12-02T20:28:15.889336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARS'. [2025-12-02T20:28:15.889645] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-12-02T20:28:15.890419] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-12-02T20:28:15.890470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:15.890502] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:15.890527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:15.890606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:15.948209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:15.948834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:15.948912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:15.948944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:16.070674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:16.070831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:16.070880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:16.070909] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:16.074200] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=94.51%) [2025-12-02T20:28:16.074459] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-12-02T20:28:16.074591] [INFO ] [sig ] CARS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:16.232116] [INFO ] [LOCAL ] Saved forecast: CARS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CARS.txt [2025-12-02T20:28:16.232263] [INFO ] [sig ] [556/3544] Completed CARS in 0.4s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:16.232303] [INFO ] [sig ] [557/3544] Forecasting CASH... [2025-12-02T20:28:16.232334] [INFO ] [sig ] Generating forecast for: CASH [2025-12-02T20:28:16.232364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'. [2025-12-02T20:28:16.242685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASH'. [2025-12-02T20:28:16.242954] [INFO ] [FORECASTER] Starting predict_future for CASH [2025-12-02T20:28:16.243770] [DEBUG] [LOCAL ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt [2025-12-02T20:28:16.243821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:16.243854] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:16.243880] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:16.243936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:16.299958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:16.300591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:16.300668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:16.300700] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:16.419058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:16.419210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:16.419249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:16.419313] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:16.422545] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=40.32%) [2025-12-02T20:28:16.422820] [INFO ] [FORECASTER] Completed predict_future for CASH [2025-12-02T20:28:16.422937] [INFO ] [sig ] CASH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:16.563974] [INFO ] [LOCAL ] Saved forecast: CASH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CASH.txt [2025-12-02T20:28:16.564128] [INFO ] [sig ] [557/3544] Completed CASH in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:16.564170] [INFO ] [sig ] [558/3544] Forecasting CASS... [2025-12-02T20:28:16.564199] [INFO ] [sig ] Generating forecast for: CASS [2025-12-02T20:28:16.564231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'. [2025-12-02T20:28:16.575503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASS'. [2025-12-02T20:28:16.575813] [INFO ] [FORECASTER] Starting predict_future for CASS [2025-12-02T20:28:16.576648] [DEBUG] [LOCAL ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt [2025-12-02T20:28:16.576698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:16.576731] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:16.576758] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:16.576815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:16.633898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:16.634735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:16.634819] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:16.634852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:16.757295] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:16.757468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:16.757512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:16.757541] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:16.761020] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=89.15%) [2025-12-02T20:28:16.761299] [INFO ] [FORECASTER] Completed predict_future for CASS [2025-12-02T20:28:16.761421] [INFO ] [sig ] CASS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:16.898339] [INFO ] [LOCAL ] Saved forecast: CASS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CASS.txt [2025-12-02T20:28:16.898480] [INFO ] [sig ] [558/3544] Completed CASS in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:16.898520] [INFO ] [sig ] [559/3544] Forecasting CASY... [2025-12-02T20:28:16.898550] [INFO ] [sig ] Generating forecast for: CASY [2025-12-02T20:28:16.898601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'. [2025-12-02T20:28:16.910056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASY'. [2025-12-02T20:28:16.910357] [INFO ] [FORECASTER] Starting predict_future for CASY [2025-12-02T20:28:16.911148] [DEBUG] [LOCAL ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt [2025-12-02T20:28:16.911198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:16.911231] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:16.911257] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:16.911320] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:16.969476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:16.970132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:16.970210] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:16.970243] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:17.090543] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:17.090719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:17.090761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:17.090791] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:17.094211] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=39.85%) [2025-12-02T20:28:17.094479] [INFO ] [FORECASTER] Completed predict_future for CASY [2025-12-02T20:28:17.094624] [INFO ] [sig ] CASY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:17.235099] [INFO ] [LOCAL ] Saved forecast: CASY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CASY.txt [2025-12-02T20:28:17.235285] [INFO ] [sig ] [559/3544] Completed CASY in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:17.235325] [INFO ] [sig ] [560/3544] Forecasting CATH... [2025-12-02T20:28:17.235355] [INFO ] [sig ] Generating forecast for: CATH [2025-12-02T20:28:17.235388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'. [2025-12-02T20:28:17.246824] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATH'. [2025-12-02T20:28:17.247190] [INFO ] [FORECASTER] Starting predict_future for CATH [2025-12-02T20:28:17.248049] [DEBUG] [LOCAL ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt [2025-12-02T20:28:17.248099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:17.248131] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:17.248157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:17.248213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:17.306015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:17.306899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:17.306986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:17.307018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:17.427757] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:17.427930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:17.427971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:17.428000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:17.431453] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=69.96%) [2025-12-02T20:28:17.431747] [INFO ] [FORECASTER] Completed predict_future for CATH [2025-12-02T20:28:17.431871] [INFO ] [sig ] CATH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:17.568649] [INFO ] [LOCAL ] Saved forecast: CATH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CATH.txt [2025-12-02T20:28:17.568787] [INFO ] [sig ] [560/3544] Completed CATH in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:17.568826] [INFO ] [sig ] [561/3544] Forecasting CATO... [2025-12-02T20:28:17.568856] [INFO ] [sig ] Generating forecast for: CATO [2025-12-02T20:28:17.568885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-12-02T20:28:17.580082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATO'. [2025-12-02T20:28:17.580378] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-12-02T20:28:17.581192] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-12-02T20:28:17.581243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:17.581274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:17.581300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:17.581356] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:17.638790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:17.639568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:17.639669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:17.639703] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:17.760792] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:17.760943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:17.760983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:17.761012] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:17.764369] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=3.32%) [2025-12-02T20:28:17.764685] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-12-02T20:28:17.764817] [INFO ] [sig ] CATO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:17.901823] [INFO ] [LOCAL ] Saved forecast: CATO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CATO.txt [2025-12-02T20:28:17.901949] [INFO ] [sig ] [561/3544] Completed CATO in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:17.901986] [INFO ] [sig ] [562/3544] Forecasting CATY... [2025-12-02T20:28:17.902014] [INFO ] [sig ] Generating forecast for: CATY [2025-12-02T20:28:17.902043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'. [2025-12-02T20:28:17.914142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATY'. [2025-12-02T20:28:17.914540] [INFO ] [FORECASTER] Starting predict_future for CATY [2025-12-02T20:28:17.915354] [DEBUG] [LOCAL ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt [2025-12-02T20:28:17.915416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:17.915448] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:17.915473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:17.915528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:17.972072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:17.972962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:17.973044] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:17.973074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:18.091976] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:18.092121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:18.092161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:18.092186] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:18.095450] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=62.12%) [2025-12-02T20:28:18.095724] [INFO ] [FORECASTER] Completed predict_future for CATY [2025-12-02T20:28:18.095841] [INFO ] [sig ] CATY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:18.231146] [INFO ] [LOCAL ] Saved forecast: CATY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CATY.txt [2025-12-02T20:28:18.231262] [INFO ] [sig ] [562/3544] Completed CATY in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:18.231298] [INFO ] [sig ] [563/3544] Forecasting CAVA... [2025-12-02T20:28:18.231326] [INFO ] [sig ] Generating forecast for: CAVA [2025-12-02T20:28:18.231356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-12-02T20:28:18.243234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAVA'. [2025-12-02T20:28:18.243589] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-12-02T20:28:18.244384] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-12-02T20:28:18.244432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:18.244462] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:18.244487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:18.244540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:18.301838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:18.302527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:18.302627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:18.302661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:18.439492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:18.439680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:18.439723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:18.439750] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:18.443176] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=24.06%) [2025-12-02T20:28:18.443444] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-12-02T20:28:18.443591] [INFO ] [sig ] CAVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:18.581921] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CAVA.txt [2025-12-02T20:28:18.582061] [INFO ] [sig ] [563/3544] Completed CAVA in 0.4s | 2.98 sym/s | Total: 3.1m | ETA: 16.7m [2025-12-02T20:28:18.582098] [INFO ] [sig ] [564/3544] Forecasting CB... [2025-12-02T20:28:18.582126] [INFO ] [sig ] Generating forecast for: CB [2025-12-02T20:28:18.582156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-12-02T20:28:18.593925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CB'. [2025-12-02T20:28:18.594230] [INFO ] [FORECASTER] Starting predict_future for CB [2025-12-02T20:28:18.595033] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-12-02T20:28:18.595083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:18.595114] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:18.595140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:18.595196] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:18.652488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:18.653235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:18.653345] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:18.653379] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:18.787049] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:18.787203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:18.787244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:18.787271] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:18.790626] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=58.81%) [2025-12-02T20:28:18.790885] [INFO ] [FORECASTER] Completed predict_future for CB [2025-12-02T20:28:18.791005] [INFO ] [sig ] CB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:18.929040] [INFO ] [LOCAL ] Saved forecast: CB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CB.txt [2025-12-02T20:28:18.929180] [INFO ] [sig ] [564/3544] Completed CB in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.7m [2025-12-02T20:28:18.929217] [INFO ] [sig ] [565/3544] Forecasting CBAN... [2025-12-02T20:28:18.929247] [INFO ] [sig ] Generating forecast for: CBAN [2025-12-02T20:28:18.929275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-12-02T20:28:18.941072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBAN'. [2025-12-02T20:28:18.941396] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-12-02T20:28:18.942225] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-12-02T20:28:18.942273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:18.942303] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:18.942327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:18.942381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:18.997494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:18.998153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:18.998229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:18.998259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:19.114811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:19.114954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:19.114993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:19.115019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:19.118335] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=70.44%) [2025-12-02T20:28:19.118611] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-12-02T20:28:19.118731] [INFO ] [sig ] CBAN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:19.253967] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CBAN.txt [2025-12-02T20:28:19.254087] [INFO ] [sig ] [565/3544] Completed CBAN in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.7m [2025-12-02T20:28:19.254130] [INFO ] [sig ] [566/3544] Forecasting CBL... [2025-12-02T20:28:19.254159] [INFO ] [sig ] Generating forecast for: CBL [2025-12-02T20:28:19.254187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-12-02T20:28:19.265608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBL'. [2025-12-02T20:28:19.265870] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-12-02T20:28:19.266670] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-12-02T20:28:19.266721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:19.266753] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:19.266780] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:19.266836] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:19.323718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:19.324487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:19.324570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:19.324622] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:19.445794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:19.445917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:19.445955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:19.445982] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:19.449318] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=53.70%) [2025-12-02T20:28:19.449625] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-12-02T20:28:19.449743] [INFO ] [sig ] CBL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:19.585606] [INFO ] [LOCAL ] Saved forecast: CBL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CBL.txt [2025-12-02T20:28:19.585722] [INFO ] [sig ] [566/3544] Completed CBL in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.7m [2025-12-02T20:28:19.585758] [INFO ] [sig ] [567/3544] Forecasting CBRE... [2025-12-02T20:28:19.585785] [INFO ] [sig ] Generating forecast for: CBRE [2025-12-02T20:28:19.585815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-12-02T20:28:19.596866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRE'. [2025-12-02T20:28:19.597144] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-12-02T20:28:19.597937] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-12-02T20:28:19.597986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:19.598015] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:19.598040] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:19.598101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:19.653359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:19.653986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:19.654060] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:19.654091] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:19.776208] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:19.776372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:19.776429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:19.776465] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:19.780076] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=98.37%) [2025-12-02T20:28:19.780336] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-12-02T20:28:19.780472] [INFO ] [sig ] CBRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:19.916545] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CBRE.txt [2025-12-02T20:28:19.916715] [INFO ] [sig ] [567/3544] Completed CBRE in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.7m [2025-12-02T20:28:19.916755] [INFO ] [sig ] [568/3544] Forecasting CBRL... [2025-12-02T20:28:19.916782] [INFO ] [sig ] Generating forecast for: CBRL [2025-12-02T20:28:19.916826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'. [2025-12-02T20:28:19.927607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRL'. [2025-12-02T20:28:19.927971] [INFO ] [FORECASTER] Starting predict_future for CBRL [2025-12-02T20:28:19.928801] [DEBUG] [LOCAL ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt [2025-12-02T20:28:19.928852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:19.928884] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:19.928912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:19.928968] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:19.985166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:19.985821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:19.985901] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:19.985933] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:20.108299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:20.108445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:20.108485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:20.108512] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:20.111791] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=27.28%) [2025-12-02T20:28:20.112047] [INFO ] [FORECASTER] Completed predict_future for CBRL [2025-12-02T20:28:20.112161] [INFO ] [sig ] CBRL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:20.248465] [INFO ] [LOCAL ] Saved forecast: CBRL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CBRL.txt [2025-12-02T20:28:20.248600] [INFO ] [sig ] [568/3544] Completed CBRL in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:20.248638] [INFO ] [sig ] [569/3544] Forecasting CBSH... [2025-12-02T20:28:20.248666] [INFO ] [sig ] Generating forecast for: CBSH [2025-12-02T20:28:20.248694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'. [2025-12-02T20:28:20.259480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBSH'. [2025-12-02T20:28:20.259772] [INFO ] [FORECASTER] Starting predict_future for CBSH [2025-12-02T20:28:20.260512] [DEBUG] [LOCAL ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt [2025-12-02T20:28:20.260560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:20.260611] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:20.260641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:20.260696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:20.316003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:20.316609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:20.316681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:20.316711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:20.434125] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:20.434271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:20.434326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:20.434354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:20.437615] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=78.38%) [2025-12-02T20:28:20.437889] [INFO ] [FORECASTER] Completed predict_future for CBSH [2025-12-02T20:28:20.438015] [INFO ] [sig ] CBSH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:20.575136] [INFO ] [LOCAL ] Saved forecast: CBSH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CBSH.txt [2025-12-02T20:28:20.575266] [INFO ] [sig ] [569/3544] Completed CBSH in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:20.575302] [INFO ] [sig ] [570/3544] Forecasting CBUS... [2025-12-02T20:28:20.575330] [INFO ] [sig ] Generating forecast for: CBUS [2025-12-02T20:28:20.575358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'. [2025-12-02T20:28:20.586342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBUS'. [2025-12-02T20:28:20.586633] [INFO ] [FORECASTER] Starting predict_future for CBUS [2025-12-02T20:28:20.587370] [DEBUG] [LOCAL ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt [2025-12-02T20:28:20.587418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:20.587449] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:20.587480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:20.587533] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:20.642861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:20.643502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:20.643592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:20.643626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:20.761703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:20.761839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:20.761875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:20.761903] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:20.765142] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=36.17%) [2025-12-02T20:28:20.765395] [INFO ] [FORECASTER] Completed predict_future for CBUS [2025-12-02T20:28:20.765528] [INFO ] [sig ] CBUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:20.902000] [INFO ] [LOCAL ] Saved forecast: CBUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CBUS.txt [2025-12-02T20:28:20.902124] [INFO ] [sig ] [570/3544] Completed CBUS in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:20.902161] [INFO ] [sig ] [571/3544] Forecasting CBZ... [2025-12-02T20:28:20.902189] [INFO ] [sig ] Generating forecast for: CBZ [2025-12-02T20:28:20.902217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-12-02T20:28:20.913940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBZ'. [2025-12-02T20:28:20.914230] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-12-02T20:28:20.915005] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-12-02T20:28:20.915054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:20.915109] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:20.915136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:20.915191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:20.970968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:20.971775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:20.971855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:20.971886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:21.087164] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:21.087315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:21.087355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:21.087381] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:21.090681] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=58.29%) [2025-12-02T20:28:21.090940] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-12-02T20:28:21.091058] [INFO ] [sig ] CBZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:21.229493] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CBZ.txt [2025-12-02T20:28:21.229650] [INFO ] [sig ] [571/3544] Completed CBZ in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:21.229691] [INFO ] [sig ] [572/3544] Forecasting CC... [2025-12-02T20:28:21.229719] [INFO ] [sig ] Generating forecast for: CC [2025-12-02T20:28:21.229747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-12-02T20:28:21.241241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CC'. [2025-12-02T20:28:21.241590] [INFO ] [FORECASTER] Starting predict_future for CC [2025-12-02T20:28:21.242349] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-12-02T20:28:21.242397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:21.242427] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:21.242452] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:21.242505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:21.297017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:21.297716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:21.297793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:21.297824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:21.418179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:21.418325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:21.418365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:21.418391] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:21.421683] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=55.99%) [2025-12-02T20:28:21.421937] [INFO ] [FORECASTER] Completed predict_future for CC [2025-12-02T20:28:21.422054] [INFO ] [sig ] CC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:21.559359] [INFO ] [LOCAL ] Saved forecast: CC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CC.txt [2025-12-02T20:28:21.559496] [INFO ] [sig ] [572/3544] Completed CC in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:21.559542] [INFO ] [sig ] [573/3544] Forecasting CCAP... [2025-12-02T20:28:21.559599] [INFO ] [sig ] Generating forecast for: CCAP [2025-12-02T20:28:21.559638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'. [2025-12-02T20:28:21.570871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCAP'. [2025-12-02T20:28:21.571148] [INFO ] [FORECASTER] Starting predict_future for CCAP [2025-12-02T20:28:21.571925] [DEBUG] [LOCAL ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt [2025-12-02T20:28:21.571975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:21.572017] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:21.572044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:21.572097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:21.626911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:21.627588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:21.627663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:21.627693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:21.744152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:21.744302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:21.744341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:21.744367] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:21.747652] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=22.18%) [2025-12-02T20:28:21.747929] [INFO ] [FORECASTER] Completed predict_future for CCAP [2025-12-02T20:28:21.748051] [INFO ] [sig ] CCAP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:21.884567] [INFO ] [LOCAL ] Saved forecast: CCAP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCAP.txt [2025-12-02T20:28:21.884750] [INFO ] [sig ] [573/3544] Completed CCAP in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:21.884788] [INFO ] [sig ] [574/3544] Forecasting CCB... [2025-12-02T20:28:21.884816] [INFO ] [sig ] Generating forecast for: CCB [2025-12-02T20:28:21.884844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'. [2025-12-02T20:28:21.896424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCB'. [2025-12-02T20:28:21.896742] [INFO ] [FORECASTER] Starting predict_future for CCB [2025-12-02T20:28:21.897487] [DEBUG] [LOCAL ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt [2025-12-02T20:28:21.897535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:21.897565] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:21.897609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:21.897665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:21.952726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:21.953598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:21.953690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:21.953722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:22.070815] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:22.070963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:22.071001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:22.071028] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:22.074322] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=33.32%) [2025-12-02T20:28:22.074602] [INFO ] [FORECASTER] Completed predict_future for CCB [2025-12-02T20:28:22.074720] [INFO ] [sig ] CCB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:22.210991] [INFO ] [LOCAL ] Saved forecast: CCB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCB.txt [2025-12-02T20:28:22.211113] [INFO ] [sig ] [574/3544] Completed CCB in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:22.211169] [INFO ] [sig ] [575/3544] Forecasting CCBG... [2025-12-02T20:28:22.211198] [INFO ] [sig ] Generating forecast for: CCBG [2025-12-02T20:28:22.211228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'. [2025-12-02T20:28:22.221838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCBG'. [2025-12-02T20:28:22.222146] [INFO ] [FORECASTER] Starting predict_future for CCBG [2025-12-02T20:28:22.223004] [DEBUG] [LOCAL ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt [2025-12-02T20:28:22.223055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:22.223086] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:22.223110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:22.223164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:22.279656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:22.280260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:22.280337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:22.280369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:22.395423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:22.395535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:22.395591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:22.395620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:22.398846] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=5.54%) [2025-12-02T20:28:22.399104] [INFO ] [FORECASTER] Completed predict_future for CCBG [2025-12-02T20:28:22.399221] [INFO ] [sig ] CCBG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:22.536264] [INFO ] [LOCAL ] Saved forecast: CCBG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCBG.txt [2025-12-02T20:28:22.536376] [INFO ] [sig ] [575/3544] Completed CCBG in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:22.536412] [INFO ] [sig ] [576/3544] Forecasting CCCC... [2025-12-02T20:28:22.536441] [INFO ] [sig ] Generating forecast for: CCCC [2025-12-02T20:28:22.536472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'. [2025-12-02T20:28:22.547549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCCC'. [2025-12-02T20:28:22.547851] [INFO ] [FORECASTER] Starting predict_future for CCCC [2025-12-02T20:28:22.548679] [DEBUG] [LOCAL ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt [2025-12-02T20:28:22.548727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:22.548757] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:22.548782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:22.548836] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:22.604118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:22.604722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:22.604797] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:22.604829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:22.725834] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:22.725966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:22.726003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:22.726029] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:22.729222] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=89.32%) [2025-12-02T20:28:22.729476] [INFO ] [FORECASTER] Completed predict_future for CCCC [2025-12-02T20:28:22.729618] [INFO ] [sig ] CCCC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:22.867619] [INFO ] [LOCAL ] Saved forecast: CCCC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CCCC.txt [2025-12-02T20:28:22.867762] [INFO ] [sig ] [576/3544] Completed CCCC in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:22.867799] [INFO ] [sig ] [577/3544] Forecasting CCD... [2025-12-02T20:28:22.867833] [INFO ] [sig ] Generating forecast for: CCD [2025-12-02T20:28:22.867873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'. [2025-12-02T20:28:22.878923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCD'. [2025-12-02T20:28:22.879180] [INFO ] [FORECASTER] Starting predict_future for CCD [2025-12-02T20:28:22.879975] [DEBUG] [LOCAL ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt [2025-12-02T20:28:22.880024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:22.880054] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:22.880079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:22.880138] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:22.934699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:22.935305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:22.935389] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:22.935421] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:23.051688] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:23.051832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:23.051871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:23.051897] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:23.055098] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=86.49%) [2025-12-02T20:28:23.055353] [INFO ] [FORECASTER] Completed predict_future for CCD [2025-12-02T20:28:23.055468] [INFO ] [sig ] CCD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:23.190197] [INFO ] [LOCAL ] Saved forecast: CCD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CCD.txt [2025-12-02T20:28:23.190325] [INFO ] [sig ] [577/3544] Completed CCD in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:23.190363] [INFO ] [sig ] [578/3544] Forecasting CCEP... [2025-12-02T20:28:23.190391] [INFO ] [sig ] Generating forecast for: CCEP [2025-12-02T20:28:23.190419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'. [2025-12-02T20:28:23.200891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEP'. [2025-12-02T20:28:23.201183] [INFO ] [FORECASTER] Starting predict_future for CCEP [2025-12-02T20:28:23.201971] [DEBUG] [LOCAL ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt [2025-12-02T20:28:23.202019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:23.202050] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:23.202076] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:23.202130] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:23.256980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:23.257590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:23.257664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:23.257695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:23.380854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:23.381000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:23.381041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:23.381068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:23.384289] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-12-02T20:28:23.384546] [INFO ] [FORECASTER] Completed predict_future for CCEP [2025-12-02T20:28:23.384681] [INFO ] [sig ] CCEP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:23.519857] [INFO ] [LOCAL ] Saved forecast: CCEP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCEP.txt [2025-12-02T20:28:23.519994] [INFO ] [sig ] [578/3544] Completed CCEP in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:23.520031] [INFO ] [sig ] [579/3544] Forecasting CCI... [2025-12-02T20:28:23.520060] [INFO ] [sig ] Generating forecast for: CCI [2025-12-02T20:28:23.520089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-12-02T20:28:23.530878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCI'. [2025-12-02T20:28:23.531143] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-12-02T20:28:23.531920] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-12-02T20:28:23.531968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:23.531998] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:23.532023] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:23.532077] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:23.587339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:23.588006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:23.588087] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:23.588117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:23.709145] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:23.709294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:23.709333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:23.709360] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:23.712570] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=43.20%) [2025-12-02T20:28:23.712846] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-12-02T20:28:23.712960] [INFO ] [sig ] CCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:23.850648] [INFO ] [LOCAL ] Saved forecast: CCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCI.txt [2025-12-02T20:28:23.850774] [INFO ] [sig ] [579/3544] Completed CCI in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:23.850810] [INFO ] [sig ] [580/3544] Forecasting CCIF... [2025-12-02T20:28:23.850838] [INFO ] [sig ] Generating forecast for: CCIF [2025-12-02T20:28:23.850866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-12-02T20:28:23.861646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCIF'. [2025-12-02T20:28:23.861918] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-12-02T20:28:23.862679] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-12-02T20:28:23.862727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:23.862757] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:23.862782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:23.862836] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:23.918353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:23.919029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:23.919106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:23.919137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:24.037111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:24.037255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:24.037295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:24.037338] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:24.040648] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=1.25%) [2025-12-02T20:28:24.040902] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-12-02T20:28:24.041015] [INFO ] [sig ] CCIF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:24.177857] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCIF.txt [2025-12-02T20:28:24.177996] [INFO ] [sig ] [580/3544] Completed CCIF in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:24.178034] [INFO ] [sig ] [581/3544] Forecasting CCJ... [2025-12-02T20:28:24.178062] [INFO ] [sig ] Generating forecast for: CCJ [2025-12-02T20:28:24.178090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-12-02T20:28:24.189116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCJ'. [2025-12-02T20:28:24.189380] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-12-02T20:28:24.190179] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-12-02T20:28:24.190228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:24.190257] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:24.190283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:24.190338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:24.245955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:24.246540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:24.246660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:24.246691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:24.368876] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:24.369017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:24.369061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:24.369089] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:24.372366] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=79.32%) [2025-12-02T20:28:24.372652] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-12-02T20:28:24.372772] [INFO ] [sig ] CCJ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:24.510148] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CCJ.txt [2025-12-02T20:28:24.510273] [INFO ] [sig ] [581/3544] Completed CCJ in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 16.6m [2025-12-02T20:28:24.510310] [INFO ] [sig ] [582/3544] Forecasting CCK... [2025-12-02T20:28:24.510339] [INFO ] [sig ] Generating forecast for: CCK [2025-12-02T20:28:24.510367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-12-02T20:28:24.522150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCK'. [2025-12-02T20:28:24.522399] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-12-02T20:28:24.523364] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-12-02T20:28:24.523412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:24.523441] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:24.523466] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:24.523521] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:24.580859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:24.581487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:24.581564] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:24.581613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:24.703258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:24.703406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:24.703447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:24.703474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:24.706772] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-12-02T20:28:24.707026] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-12-02T20:28:24.707142] [INFO ] [sig ] CCK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:24.842748] [INFO ] [LOCAL ] Saved forecast: CCK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCK.txt [2025-12-02T20:28:24.842873] [INFO ] [sig ] [582/3544] Completed CCK in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.6m [2025-12-02T20:28:24.842909] [INFO ] [sig ] [583/3544] Forecasting CCL... [2025-12-02T20:28:24.842936] [INFO ] [sig ] Generating forecast for: CCL [2025-12-02T20:28:24.842964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-12-02T20:28:24.853879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCL'. [2025-12-02T20:28:24.854142] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-12-02T20:28:24.854919] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-12-02T20:28:24.854967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:24.854997] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:24.855022] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:24.855077] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:24.909652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:24.910252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:24.910325] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:24.910356] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:25.032722] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:25.032865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:25.032906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:25.032932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:25.036161] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=79.52%) [2025-12-02T20:28:25.036414] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-12-02T20:28:25.036531] [INFO ] [sig ] CCL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:25.172676] [INFO ] [LOCAL ] Saved forecast: CCL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CCL.txt [2025-12-02T20:28:25.172798] [INFO ] [sig ] [583/3544] Completed CCL in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.6m [2025-12-02T20:28:25.172834] [INFO ] [sig ] [584/3544] Forecasting CCLD... [2025-12-02T20:28:25.172862] [INFO ] [sig ] Generating forecast for: CCLD [2025-12-02T20:28:25.172890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'. [2025-12-02T20:28:25.184186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCLD'. [2025-12-02T20:28:25.184460] [INFO ] [FORECASTER] Starting predict_future for CCLD [2025-12-02T20:28:25.185239] [DEBUG] [LOCAL ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt [2025-12-02T20:28:25.185287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:25.185317] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:25.185343] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:25.185407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:25.240863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:25.241615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:25.241705] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:25.241738] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:25.362526] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:25.362647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:25.362687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:25.362714] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:25.365994] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=15.87%) [2025-12-02T20:28:25.366249] [INFO ] [FORECASTER] Completed predict_future for CCLD [2025-12-02T20:28:25.366368] [INFO ] [sig ] CCLD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:25.501196] [INFO ] [LOCAL ] Saved forecast: CCLD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCLD.txt [2025-12-02T20:28:25.501347] [INFO ] [sig ] [584/3544] Completed CCLD in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:25.501386] [INFO ] [sig ] [585/3544] Forecasting CCNE... [2025-12-02T20:28:25.501414] [INFO ] [sig ] Generating forecast for: CCNE [2025-12-02T20:28:25.501443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'. [2025-12-02T20:28:25.512140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCNE'. [2025-12-02T20:28:25.512424] [INFO ] [FORECASTER] Starting predict_future for CCNE [2025-12-02T20:28:25.513196] [DEBUG] [LOCAL ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt [2025-12-02T20:28:25.513245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:25.513276] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:25.513302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:25.513356] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:25.568944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:25.569552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:25.569653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:25.569685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:25.689279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:25.689420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:25.689460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:25.689487] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:25.692724] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=26.17%) [2025-12-02T20:28:25.692978] [INFO ] [FORECASTER] Completed predict_future for CCNE [2025-12-02T20:28:25.693094] [INFO ] [sig ] CCNE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:25.828879] [INFO ] [LOCAL ] Saved forecast: CCNE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCNE.txt [2025-12-02T20:28:25.829004] [INFO ] [sig ] [585/3544] Completed CCNE in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:25.829042] [INFO ] [sig ] [586/3544] Forecasting CCO... [2025-12-02T20:28:25.829071] [INFO ] [sig ] Generating forecast for: CCO [2025-12-02T20:28:25.829102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-12-02T20:28:25.840332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCO'. [2025-12-02T20:28:25.840612] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-12-02T20:28:25.841365] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-12-02T20:28:25.841422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:25.841452] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:25.841478] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:25.841532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:25.897236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:25.897923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:25.898005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:25.898037] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:26.016003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:26.016155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:26.016195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:26.016222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:26.019461] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=23.72%) [2025-12-02T20:28:26.019737] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-12-02T20:28:26.019855] [INFO ] [sig ] CCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:26.156339] [INFO ] [LOCAL ] Saved forecast: CCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCO.txt [2025-12-02T20:28:26.156459] [INFO ] [sig ] [586/3544] Completed CCO in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:26.156495] [INFO ] [sig ] [587/3544] Forecasting CCOI... [2025-12-02T20:28:26.156522] [INFO ] [sig ] Generating forecast for: CCOI [2025-12-02T20:28:26.156551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'. [2025-12-02T20:28:26.167830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCOI'. [2025-12-02T20:28:26.168132] [INFO ] [FORECASTER] Starting predict_future for CCOI [2025-12-02T20:28:26.168936] [DEBUG] [LOCAL ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt [2025-12-02T20:28:26.168985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:26.169015] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:26.169041] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:26.169096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:26.225717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:26.226319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:26.226397] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:26.226428] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:26.341050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:26.341191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:26.341231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:26.341261] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:26.344688] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=15.63%) [2025-12-02T20:28:26.344955] [INFO ] [FORECASTER] Completed predict_future for CCOI [2025-12-02T20:28:26.345074] [INFO ] [sig ] CCOI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:26.482931] [INFO ] [LOCAL ] Saved forecast: CCOI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCOI.txt [2025-12-02T20:28:26.483055] [INFO ] [sig ] [587/3544] Completed CCOI in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:26.483092] [INFO ] [sig ] [588/3544] Forecasting CCRN... [2025-12-02T20:28:26.483119] [INFO ] [sig ] Generating forecast for: CCRN [2025-12-02T20:28:26.483147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'. [2025-12-02T20:28:26.495011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCRN'. [2025-12-02T20:28:26.495340] [INFO ] [FORECASTER] Starting predict_future for CCRN [2025-12-02T20:28:26.496122] [DEBUG] [LOCAL ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt [2025-12-02T20:28:26.496178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:26.496240] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:26.496268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:26.496327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:26.553939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:26.554726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:26.554806] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:26.554839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:26.675780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:26.675942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:26.675982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:26.676008] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:26.679296] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=22.28%) [2025-12-02T20:28:26.679553] [INFO ] [FORECASTER] Completed predict_future for CCRN [2025-12-02T20:28:26.679697] [INFO ] [sig ] CCRN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:26.817378] [INFO ] [LOCAL ] Saved forecast: CCRN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCRN.txt [2025-12-02T20:28:26.817505] [INFO ] [sig ] [588/3544] Completed CCRN in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:26.817541] [INFO ] [sig ] [589/3544] Forecasting CCS... [2025-12-02T20:28:26.817584] [INFO ] [sig ] Generating forecast for: CCS [2025-12-02T20:28:26.817616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-12-02T20:28:26.828446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCS'. [2025-12-02T20:28:26.828763] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-12-02T20:28:26.829649] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-12-02T20:28:26.829702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:26.829738] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:26.829765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:26.829822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:26.886230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:26.887005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:26.887087] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:26.887120] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:27.003225] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:27.003375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:27.003418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:27.003448] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:27.006751] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=69.34%) [2025-12-02T20:28:27.007016] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-12-02T20:28:27.007135] [INFO ] [sig ] CCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:27.146847] [INFO ] [LOCAL ] Saved forecast: CCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CCS.txt [2025-12-02T20:28:27.147007] [INFO ] [sig ] [589/3544] Completed CCS in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:27.147053] [INFO ] [sig ] [590/3544] Forecasting CCSI... [2025-12-02T20:28:27.147082] [INFO ] [sig ] Generating forecast for: CCSI [2025-12-02T20:28:27.147114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'. [2025-12-02T20:28:27.162114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCSI'. [2025-12-02T20:28:27.162729] [INFO ] [FORECASTER] Starting predict_future for CCSI [2025-12-02T20:28:27.163734] [DEBUG] [LOCAL ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt [2025-12-02T20:28:27.163787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:27.163822] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:27.163848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:27.163906] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:27.220002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:27.221161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:27.221280] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:27.221314] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:27.339268] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:27.339544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:27.339619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:27.339651] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:27.343602] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=6.40%) [2025-12-02T20:28:27.344050] [INFO ] [FORECASTER] Completed predict_future for CCSI [2025-12-02T20:28:27.344237] [INFO ] [sig ] CCSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:27.487493] [INFO ] [LOCAL ] Saved forecast: CCSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CCSI.txt [2025-12-02T20:28:27.487732] [INFO ] [sig ] [590/3544] Completed CCSI in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:27.487775] [INFO ] [sig ] [591/3544] Forecasting CDC... [2025-12-02T20:28:27.487803] [INFO ] [sig ] Generating forecast for: CDC [2025-12-02T20:28:27.487835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'. [2025-12-02T20:28:27.500800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDC'. [2025-12-02T20:28:27.501198] [INFO ] [FORECASTER] Starting predict_future for CDC [2025-12-02T20:28:27.502046] [DEBUG] [LOCAL ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt [2025-12-02T20:28:27.502096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:27.502126] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:27.502151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:27.502204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:27.558777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:27.559502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:27.559603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:27.559642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:27.678496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:27.678684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:27.678734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:27.678807] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:27.682308] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=66.44%) [2025-12-02T20:28:27.682611] [INFO ] [FORECASTER] Completed predict_future for CDC [2025-12-02T20:28:27.682744] [INFO ] [sig ] CDC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:27.819869] [INFO ] [LOCAL ] Saved forecast: CDC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CDC.txt [2025-12-02T20:28:27.820011] [INFO ] [sig ] [591/3544] Completed CDC in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:27.820047] [INFO ] [sig ] [592/3544] Forecasting CDE... [2025-12-02T20:28:27.820074] [INFO ] [sig ] Generating forecast for: CDE [2025-12-02T20:28:27.820102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-12-02T20:28:27.833568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDE'. [2025-12-02T20:28:27.834107] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-12-02T20:28:27.835102] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-12-02T20:28:27.835155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:27.835188] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:27.835213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:27.835273] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:27.892632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:27.893753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:27.893855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:27.893891] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:28.020660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:28.020891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:28.020939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:28.020968] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:28.024900] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=94.26%) [2025-12-02T20:28:28.025330] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-12-02T20:28:28.025501] [INFO ] [sig ] CDE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:28.165241] [INFO ] [LOCAL ] Saved forecast: CDE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CDE.txt [2025-12-02T20:28:28.165435] [INFO ] [sig ] [592/3544] Completed CDE in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:28.165474] [INFO ] [sig ] [593/3544] Forecasting CDIO... [2025-12-02T20:28:28.165503] [INFO ] [sig ] Generating forecast for: CDIO [2025-12-02T20:28:28.165534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'. [2025-12-02T20:28:28.178532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDIO'. [2025-12-02T20:28:28.179097] [INFO ] [FORECASTER] Starting predict_future for CDIO [2025-12-02T20:28:28.180046] [DEBUG] [LOCAL ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt [2025-12-02T20:28:28.180098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:28.180130] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:28.180155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:28.180214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:28.239483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:28.240604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:28.240703] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:28.240735] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:28.368176] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:28.368418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:28.368517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:28.368554] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:28.372450] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=84.22%) [2025-12-02T20:28:28.372794] [INFO ] [FORECASTER] Completed predict_future for CDIO [2025-12-02T20:28:28.372936] [INFO ] [sig ] CDIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:28.519322] [INFO ] [LOCAL ] Saved forecast: CDIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CDIO.txt [2025-12-02T20:28:28.519537] [INFO ] [sig ] [593/3544] Completed CDIO in 0.4s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:28.519595] [INFO ] [sig ] [594/3544] Forecasting CDL... [2025-12-02T20:28:28.519630] [INFO ] [sig ] Generating forecast for: CDL [2025-12-02T20:28:28.519663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'. [2025-12-02T20:28:28.533003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDL'. [2025-12-02T20:28:28.533416] [INFO ] [FORECASTER] Starting predict_future for CDL [2025-12-02T20:28:28.534272] [DEBUG] [LOCAL ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt [2025-12-02T20:28:28.534324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:28.534363] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:28.534398] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:28.534470] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:28.603639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:28.604532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:28.604638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:28.604671] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:28.713181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:28.713347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:28.713386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:28.713413] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:28.716774] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=62.59%) [2025-12-02T20:28:28.717040] [INFO ] [FORECASTER] Completed predict_future for CDL [2025-12-02T20:28:28.717156] [INFO ] [sig ] CDL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:28.852951] [INFO ] [LOCAL ] Saved forecast: CDL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CDL.txt [2025-12-02T20:28:28.853080] [INFO ] [sig ] [594/3544] Completed CDL in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:28.853135] [INFO ] [sig ] [595/3544] Forecasting CDNA... [2025-12-02T20:28:28.853164] [INFO ] [sig ] Generating forecast for: CDNA [2025-12-02T20:28:28.853192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'. [2025-12-02T20:28:28.866843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNA'. [2025-12-02T20:28:28.867349] [INFO ] [FORECASTER] Starting predict_future for CDNA [2025-12-02T20:28:28.868431] [DEBUG] [LOCAL ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt [2025-12-02T20:28:28.868489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:28.868526] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:28.868554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:28.868634] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:28.925559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:28.926645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:28.926742] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:28.926774] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:29.049747] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:29.049981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:29.050026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:29.050052] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:29.053746] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=89.23%) [2025-12-02T20:28:29.054044] [INFO ] [FORECASTER] Completed predict_future for CDNA [2025-12-02T20:28:29.054179] [INFO ] [sig ] CDNA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:29.191065] [INFO ] [LOCAL ] Saved forecast: CDNA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CDNA.txt [2025-12-02T20:28:29.191246] [INFO ] [sig ] [595/3544] Completed CDNA in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:29.191285] [INFO ] [sig ] [596/3544] Forecasting CDNS... [2025-12-02T20:28:29.191314] [INFO ] [sig ] Generating forecast for: CDNS [2025-12-02T20:28:29.191343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'. [2025-12-02T20:28:29.204761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNS'. [2025-12-02T20:28:29.205155] [INFO ] [FORECASTER] Starting predict_future for CDNS [2025-12-02T20:28:29.205992] [DEBUG] [LOCAL ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt [2025-12-02T20:28:29.206050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:29.206083] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:29.206109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:29.206165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:29.261861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:29.262482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:29.262564] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:29.262616] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:29.384039] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:29.384200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:29.384242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:29.384269] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:29.387537] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=32.80%) [2025-12-02T20:28:29.387816] [INFO ] [FORECASTER] Completed predict_future for CDNS [2025-12-02T20:28:29.387964] [INFO ] [sig ] CDNS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:29.524775] [INFO ] [LOCAL ] Saved forecast: CDNS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CDNS.txt [2025-12-02T20:28:29.524911] [INFO ] [sig ] [596/3544] Completed CDNS in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:29.524951] [INFO ] [sig ] [597/3544] Forecasting CDP... [2025-12-02T20:28:29.524979] [INFO ] [sig ] Generating forecast for: CDP [2025-12-02T20:28:29.525010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-12-02T20:28:29.538623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDP'. [2025-12-02T20:28:29.539080] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-12-02T20:28:29.539963] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-12-02T20:28:29.540014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:29.540062] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:29.540089] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:29.540145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:29.595931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:29.597049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:29.597149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:29.597182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:29.714502] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:29.714738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:29.714783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:29.714811] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:29.718394] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-12-02T20:28:29.718723] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-12-02T20:28:29.718862] [INFO ] [sig ] CDP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:29.858470] [INFO ] [LOCAL ] Saved forecast: CDP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CDP.txt [2025-12-02T20:28:29.858667] [INFO ] [sig ] [597/3544] Completed CDP in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:29.858708] [INFO ] [sig ] [598/3544] Forecasting CDRE... [2025-12-02T20:28:29.858739] [INFO ] [sig ] Generating forecast for: CDRE [2025-12-02T20:28:29.858768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-12-02T20:28:29.871896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRE'. [2025-12-02T20:28:29.872304] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-12-02T20:28:29.873153] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-12-02T20:28:29.873202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:29.873232] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:29.873258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:29.873312] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:29.927936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:29.928729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:29.928849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:29.928881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:30.047929] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:30.048088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:30.048129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:30.048155] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:30.051424] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=35.61%) [2025-12-02T20:28:30.051703] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-12-02T20:28:30.051823] [INFO ] [sig ] CDRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:30.191283] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CDRE.txt [2025-12-02T20:28:30.191447] [INFO ] [sig ] [598/3544] Completed CDRE in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:30.191485] [INFO ] [sig ] [599/3544] Forecasting CDRO... [2025-12-02T20:28:30.191512] [INFO ] [sig ] Generating forecast for: CDRO [2025-12-02T20:28:30.191543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'. [2025-12-02T20:28:30.202977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRO'. [2025-12-02T20:28:30.203363] [INFO ] [FORECASTER] Starting predict_future for CDRO [2025-12-02T20:28:30.204145] [DEBUG] [LOCAL ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt [2025-12-02T20:28:30.204194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:30.204224] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:30.204249] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:30.204304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:30.259065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:30.259891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:30.259993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:30.260026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:30.368636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:30.368801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:30.368847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:30.368881] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:30.372097] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=13.20%) [2025-12-02T20:28:30.372351] [INFO ] [FORECASTER] Completed predict_future for CDRO [2025-12-02T20:28:30.372467] [INFO ] [sig ] CDRO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:30.509765] [INFO ] [LOCAL ] Saved forecast: CDRO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CDRO.txt [2025-12-02T20:28:30.509920] [INFO ] [sig ] [599/3544] Completed CDRO in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 16.5m [2025-12-02T20:28:30.509965] [INFO ] [sig ] [600/3544] Forecasting CDTX... [2025-12-02T20:28:30.509993] [INFO ] [sig ] Generating forecast for: CDTX [2025-12-02T20:28:30.510023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'. [2025-12-02T20:28:30.521418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDTX'. [2025-12-02T20:28:30.521726] [INFO ] [FORECASTER] Starting predict_future for CDTX [2025-12-02T20:28:30.522470] [DEBUG] [LOCAL ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt [2025-12-02T20:28:30.522518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:30.522549] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:30.522593] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:30.522650] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:30.578037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:30.578726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:30.578806] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:30.578837] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:30.696062] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:30.696217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:30.696256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:30.696284] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:30.699605] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=52.91%) [2025-12-02T20:28:30.699899] [INFO ] [FORECASTER] Completed predict_future for CDTX [2025-12-02T20:28:30.700026] [INFO ] [sig ] CDTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:30.840233] [INFO ] [LOCAL ] Saved forecast: CDTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CDTX.txt [2025-12-02T20:28:30.840367] [INFO ] [sig ] [600/3544] Completed CDTX in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.5m [2025-12-02T20:28:30.840404] [INFO ] [sig ] [601/3544] Forecasting CDXS... [2025-12-02T20:28:30.840438] [INFO ] [sig ] Generating forecast for: CDXS [2025-12-02T20:28:30.840466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'. [2025-12-02T20:28:30.851325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDXS'. [2025-12-02T20:28:30.851635] [INFO ] [FORECASTER] Starting predict_future for CDXS [2025-12-02T20:28:30.852390] [DEBUG] [LOCAL ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt [2025-12-02T20:28:30.852439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:30.852469] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:30.852495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:30.852555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:30.908030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:30.908753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:30.908832] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:30.908866] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:31.030931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:31.031084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:31.031126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:31.031156] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:31.034509] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=48.89%) [2025-12-02T20:28:31.034795] [INFO ] [FORECASTER] Completed predict_future for CDXS [2025-12-02T20:28:31.034918] [INFO ] [sig ] CDXS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:31.175283] [INFO ] [LOCAL ] Saved forecast: CDXS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CDXS.txt [2025-12-02T20:28:31.175439] [INFO ] [sig ] [601/3544] Completed CDXS in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:31.175476] [INFO ] [sig ] [602/3544] Forecasting CDZI... [2025-12-02T20:28:31.175504] [INFO ] [sig ] Generating forecast for: CDZI [2025-12-02T20:28:31.175533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'. [2025-12-02T20:28:31.186934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDZI'. [2025-12-02T20:28:31.187256] [INFO ] [FORECASTER] Starting predict_future for CDZI [2025-12-02T20:28:31.188089] [DEBUG] [LOCAL ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt [2025-12-02T20:28:31.188139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:31.188170] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:31.188198] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:31.188253] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:31.245188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:31.245901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:31.245980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:31.246013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:31.366801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:31.366901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:31.366939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:31.366965] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:31.370267] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=4.39%) [2025-12-02T20:28:31.370533] [INFO ] [FORECASTER] Completed predict_future for CDZI [2025-12-02T20:28:31.370678] [INFO ] [sig ] CDZI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:31.510311] [INFO ] [LOCAL ] Saved forecast: CDZI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CDZI.txt [2025-12-02T20:28:31.510463] [INFO ] [sig ] [602/3544] Completed CDZI in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:31.510500] [INFO ] [sig ] [603/3544] Forecasting CE... [2025-12-02T20:28:31.510527] [INFO ] [sig ] Generating forecast for: CE [2025-12-02T20:28:31.510557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-12-02T20:28:31.522823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CE'. [2025-12-02T20:28:31.523169] [INFO ] [FORECASTER] Starting predict_future for CE [2025-12-02T20:28:31.524039] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-12-02T20:28:31.524090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:31.524122] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:31.524148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:31.524203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:31.579904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:31.580816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:31.580900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:31.580931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:31.704852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:31.705011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:31.705050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:31.705077] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:31.708352] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=52.02%) [2025-12-02T20:28:31.708624] [INFO ] [FORECASTER] Completed predict_future for CE [2025-12-02T20:28:31.708754] [INFO ] [sig ] CE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:31.845434] [INFO ] [LOCAL ] Saved forecast: CE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CE.txt [2025-12-02T20:28:31.845556] [INFO ] [sig ] [603/3544] Completed CE in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:31.845611] [INFO ] [sig ] [604/3544] Forecasting CECO... [2025-12-02T20:28:31.845639] [INFO ] [sig ] Generating forecast for: CECO [2025-12-02T20:28:31.845667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'. [2025-12-02T20:28:31.856835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CECO'. [2025-12-02T20:28:31.857171] [INFO ] [FORECASTER] Starting predict_future for CECO [2025-12-02T20:28:31.858084] [DEBUG] [LOCAL ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt [2025-12-02T20:28:31.858135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:31.858167] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:31.858193] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:31.858248] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:31.914680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:31.915482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:31.915559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:31.915609] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:32.031248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:32.031401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:32.031441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:32.031486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:32.034822] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=72.06%) [2025-12-02T20:28:32.035088] [INFO ] [FORECASTER] Completed predict_future for CECO [2025-12-02T20:28:32.035211] [INFO ] [sig ] CECO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:32.171135] [INFO ] [LOCAL ] Saved forecast: CECO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CECO.txt [2025-12-02T20:28:32.171255] [INFO ] [sig ] [604/3544] Completed CECO in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:32.171292] [INFO ] [sig ] [605/3544] Forecasting CEG... [2025-12-02T20:28:32.171319] [INFO ] [sig ] Generating forecast for: CEG [2025-12-02T20:28:32.171347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'. [2025-12-02T20:28:32.182656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEG'. [2025-12-02T20:28:32.182929] [INFO ] [FORECASTER] Starting predict_future for CEG [2025-12-02T20:28:32.183694] [DEBUG] [LOCAL ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt [2025-12-02T20:28:32.183742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:32.183799] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:32.183827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:32.183882] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:32.243032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:32.243872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:32.243968] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:32.244003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:32.363776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:32.363933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:32.363975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:32.364002] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:32.367324] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=55.97%) [2025-12-02T20:28:32.367638] [INFO ] [FORECASTER] Completed predict_future for CEG [2025-12-02T20:28:32.367767] [INFO ] [sig ] CEG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:32.510283] [INFO ] [LOCAL ] Saved forecast: CEG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CEG.txt [2025-12-02T20:28:32.510440] [INFO ] [sig ] [605/3544] Completed CEG in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:32.510489] [INFO ] [sig ] [606/3544] Forecasting CELC... [2025-12-02T20:28:32.510522] [INFO ] [sig ] Generating forecast for: CELC [2025-12-02T20:28:32.510552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'. [2025-12-02T20:28:32.523341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELC'. [2025-12-02T20:28:32.523697] [INFO ] [FORECASTER] Starting predict_future for CELC [2025-12-02T20:28:32.524486] [DEBUG] [LOCAL ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt [2025-12-02T20:28:32.524536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:32.524586] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:32.524616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:32.524673] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:32.582875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:32.583738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:32.583819] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:32.583869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:32.704135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:32.704290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:32.704331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:32.704358] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:32.707778] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=99.42%) [2025-12-02T20:28:32.708137] [INFO ] [FORECASTER] Completed predict_future for CELC [2025-12-02T20:28:32.708266] [INFO ] [sig ] CELC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:32.848431] [INFO ] [LOCAL ] Saved forecast: CELC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CELC.txt [2025-12-02T20:28:32.848621] [INFO ] [sig ] [606/3544] Completed CELC in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:32.848662] [INFO ] [sig ] [607/3544] Forecasting CELH... [2025-12-02T20:28:32.848689] [INFO ] [sig ] Generating forecast for: CELH [2025-12-02T20:28:32.848719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'. [2025-12-02T20:28:32.860076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELH'. [2025-12-02T20:28:32.860420] [INFO ] [FORECASTER] Starting predict_future for CELH [2025-12-02T20:28:32.861194] [DEBUG] [LOCAL ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt [2025-12-02T20:28:32.861242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:32.861273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:32.861299] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:32.861352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:32.917099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:32.917968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:32.918050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:32.918080] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:33.038989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:33.039164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:33.039217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:33.039245] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:33.042689] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=4.17%) [2025-12-02T20:28:33.042969] [INFO ] [FORECASTER] Completed predict_future for CELH [2025-12-02T20:28:33.043105] [INFO ] [sig ] CELH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:33.179666] [INFO ] [LOCAL ] Saved forecast: CELH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CELH.txt [2025-12-02T20:28:33.179815] [INFO ] [sig ] [607/3544] Completed CELH in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:33.179851] [INFO ] [sig ] [608/3544] Forecasting CELZ... [2025-12-02T20:28:33.179879] [INFO ] [sig ] Generating forecast for: CELZ [2025-12-02T20:28:33.179908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'. [2025-12-02T20:28:33.190764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELZ'. [2025-12-02T20:28:33.191049] [INFO ] [FORECASTER] Starting predict_future for CELZ [2025-12-02T20:28:33.191818] [DEBUG] [LOCAL ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt [2025-12-02T20:28:33.191867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:33.191899] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:33.191934] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:33.191989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:33.247142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:33.247797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:33.247908] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:33.247947] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:33.359696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:33.359848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:33.359889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:33.359948] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:33.363185] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=16.70%) [2025-12-02T20:28:33.363441] [INFO ] [FORECASTER] Completed predict_future for CELZ [2025-12-02T20:28:33.363556] [INFO ] [sig ] CELZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:33.499071] [INFO ] [LOCAL ] Saved forecast: CELZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CELZ.txt [2025-12-02T20:28:33.499220] [INFO ] [sig ] [608/3544] Completed CELZ in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:33.499258] [INFO ] [sig ] [609/3544] Forecasting CENTA... [2025-12-02T20:28:33.499285] [INFO ] [sig ] Generating forecast for: CENTA [2025-12-02T20:28:33.499315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'. [2025-12-02T20:28:33.511590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENTA'. [2025-12-02T20:28:33.512008] [INFO ] [FORECASTER] Starting predict_future for CENTA [2025-12-02T20:28:33.512844] [DEBUG] [LOCAL ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt [2025-12-02T20:28:33.512898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:33.512930] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:33.512958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:33.513015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:33.568601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:33.569468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:33.569552] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:33.569600] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:33.685696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:33.685853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:33.685899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:33.685932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:33.689256] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=91.47%) [2025-12-02T20:28:33.689517] [INFO ] [FORECASTER] Completed predict_future for CENTA [2025-12-02T20:28:33.689653] [INFO ] [sig ] CENTA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:33.825843] [INFO ] [LOCAL ] Saved forecast: CENTA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CENTA.txt [2025-12-02T20:28:33.825978] [INFO ] [sig ] [609/3544] Completed CENTA in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:33.826015] [INFO ] [sig ] [610/3544] Forecasting CENX... [2025-12-02T20:28:33.826044] [INFO ] [sig ] Generating forecast for: CENX [2025-12-02T20:28:33.826072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'. [2025-12-02T20:28:33.837442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENX'. [2025-12-02T20:28:33.837787] [INFO ] [FORECASTER] Starting predict_future for CENX [2025-12-02T20:28:33.838638] [DEBUG] [LOCAL ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt [2025-12-02T20:28:33.838687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:33.838718] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:33.838743] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:33.838798] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:33.893426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:33.894139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:33.894214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:33.894245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:34.019629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:34.019782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:34.019828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:34.019863] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:34.023121] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=91.09%) [2025-12-02T20:28:34.023377] [INFO ] [FORECASTER] Completed predict_future for CENX [2025-12-02T20:28:34.023491] [INFO ] [sig ] CENX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:34.163230] [INFO ] [LOCAL ] Saved forecast: CENX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CENX.txt [2025-12-02T20:28:34.163396] [INFO ] [sig ] [610/3544] Completed CENX in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:34.163436] [INFO ] [sig ] [611/3544] Forecasting CERS... [2025-12-02T20:28:34.163463] [INFO ] [sig ] Generating forecast for: CERS [2025-12-02T20:28:34.163493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'. [2025-12-02T20:28:34.175338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CERS'. [2025-12-02T20:28:34.175654] [INFO ] [FORECASTER] Starting predict_future for CERS [2025-12-02T20:28:34.176428] [DEBUG] [LOCAL ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt [2025-12-02T20:28:34.176476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:34.176506] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:34.176531] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:34.176605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:34.232351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:34.233252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:34.233336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:34.233368] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:34.348472] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:34.348640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:34.348680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:34.348707] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:34.352090] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=41.97%) [2025-12-02T20:28:34.352362] [INFO ] [FORECASTER] Completed predict_future for CERS [2025-12-02T20:28:34.352489] [INFO ] [sig ] CERS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:34.490677] [INFO ] [LOCAL ] Saved forecast: CERS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CERS.txt [2025-12-02T20:28:34.490841] [INFO ] [sig ] [611/3544] Completed CERS in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:34.490879] [INFO ] [sig ] [612/3544] Forecasting CETX... [2025-12-02T20:28:34.490907] [INFO ] [sig ] Generating forecast for: CETX [2025-12-02T20:28:34.490943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'. [2025-12-02T20:28:34.502632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETX'. [2025-12-02T20:28:34.502974] [INFO ] [FORECASTER] Starting predict_future for CETX [2025-12-02T20:28:34.503752] [DEBUG] [LOCAL ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt [2025-12-02T20:28:34.503811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:34.503847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:34.503877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:34.503943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:34.559363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:34.560204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:34.560286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:34.560317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:34.670503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:34.670673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:34.670714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:34.670741] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:34.674001] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: UP (p=77.65%) [2025-12-02T20:28:34.674259] [INFO ] [FORECASTER] Completed predict_future for CETX [2025-12-02T20:28:34.674379] [INFO ] [sig ] CETX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:34.817087] [INFO ] [LOCAL ] Saved forecast: CETX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CETX.txt [2025-12-02T20:28:34.817226] [INFO ] [sig ] [612/3544] Completed CETX in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:34.817263] [INFO ] [sig ] [613/3544] Forecasting CETY... [2025-12-02T20:28:34.817291] [INFO ] [sig ] Generating forecast for: CETY [2025-12-02T20:28:34.817321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'. [2025-12-02T20:28:34.831483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETY'. [2025-12-02T20:28:34.831904] [INFO ] [FORECASTER] Starting predict_future for CETY [2025-12-02T20:28:34.832755] [DEBUG] [LOCAL ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt [2025-12-02T20:28:34.832815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:34.832851] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:34.832881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:34.832947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:34.891845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:34.892880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:34.892979] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:34.893013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:35.004909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:35.005061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:35.005100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:35.005126] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:35.008463] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=4.05%) [2025-12-02T20:28:35.008745] [INFO ] [FORECASTER] Completed predict_future for CETY [2025-12-02T20:28:35.008893] [INFO ] [sig ] CETY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:35.145878] [INFO ] [LOCAL ] Saved forecast: CETY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CETY.txt [2025-12-02T20:28:35.146024] [INFO ] [sig ] [613/3544] Completed CETY in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:35.146062] [INFO ] [sig ] [614/3544] Forecasting CEVA... [2025-12-02T20:28:35.146090] [INFO ] [sig ] Generating forecast for: CEVA [2025-12-02T20:28:35.146120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'. [2025-12-02T20:28:35.157674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEVA'. [2025-12-02T20:28:35.157970] [INFO ] [FORECASTER] Starting predict_future for CEVA [2025-12-02T20:28:35.158758] [DEBUG] [LOCAL ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt [2025-12-02T20:28:35.158808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:35.158838] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:35.158864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:35.158919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:35.215334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:35.216108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:35.216196] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:35.216227] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:35.336503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:35.336671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:35.336712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:35.336740] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:35.340025] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=95.42%) [2025-12-02T20:28:35.340281] [INFO ] [FORECASTER] Completed predict_future for CEVA [2025-12-02T20:28:35.340399] [INFO ] [sig ] CEVA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:35.477896] [INFO ] [LOCAL ] Saved forecast: CEVA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CEVA.txt [2025-12-02T20:28:35.478029] [INFO ] [sig ] [614/3544] Completed CEVA in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:35.478066] [INFO ] [sig ] [615/3544] Forecasting CFFN... [2025-12-02T20:28:35.478093] [INFO ] [sig ] Generating forecast for: CFFN [2025-12-02T20:28:35.478121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'. [2025-12-02T20:28:35.488690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFFN'. [2025-12-02T20:28:35.488954] [INFO ] [FORECASTER] Starting predict_future for CFFN [2025-12-02T20:28:35.489716] [DEBUG] [LOCAL ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt [2025-12-02T20:28:35.489764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:35.489794] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:35.489822] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:35.489884] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:35.547658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:35.548547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:35.548688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:35.548722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:35.665446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:35.665618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:35.665659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:35.665685] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:35.669099] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-12-02T20:28:35.669396] [INFO ] [FORECASTER] Completed predict_future for CFFN [2025-12-02T20:28:35.669528] [INFO ] [sig ] CFFN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:35.807103] [INFO ] [LOCAL ] Saved forecast: CFFN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CFFN.txt [2025-12-02T20:28:35.807241] [INFO ] [sig ] [615/3544] Completed CFFN in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:35.807279] [INFO ] [sig ] [616/3544] Forecasting CFG... [2025-12-02T20:28:35.807307] [INFO ] [sig ] Generating forecast for: CFG [2025-12-02T20:28:35.807336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-12-02T20:28:35.818495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFG'. [2025-12-02T20:28:35.818763] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-12-02T20:28:35.819588] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-12-02T20:28:35.819636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:35.819666] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:35.819690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:35.819743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:35.875519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:35.876192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:35.876270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:35.876300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:35.995318] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:35.995473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:35.995513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:35.995539] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:35.998795] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-12-02T20:28:35.999050] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-12-02T20:28:35.999165] [INFO ] [sig ] CFG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:36.135542] [INFO ] [LOCAL ] Saved forecast: CFG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CFG.txt [2025-12-02T20:28:36.135682] [INFO ] [sig ] [616/3544] Completed CFG in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:36.135719] [INFO ] [sig ] [617/3544] Forecasting CFO... [2025-12-02T20:28:36.135746] [INFO ] [sig ] Generating forecast for: CFO [2025-12-02T20:28:36.135776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'. [2025-12-02T20:28:36.146800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFO'. [2025-12-02T20:28:36.147077] [INFO ] [FORECASTER] Starting predict_future for CFO [2025-12-02T20:28:36.147839] [DEBUG] [LOCAL ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt [2025-12-02T20:28:36.147915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:36.147949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:36.147973] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:36.148027] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:36.206029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:36.206708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:36.206787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:36.206820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:36.322345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:36.322497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:36.322536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:36.322583] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:36.325956] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=49.85%) [2025-12-02T20:28:36.326217] [INFO ] [FORECASTER] Completed predict_future for CFO [2025-12-02T20:28:36.326332] [INFO ] [sig ] CFO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:36.464178] [INFO ] [LOCAL ] Saved forecast: CFO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CFO.txt [2025-12-02T20:28:36.464326] [INFO ] [sig ] [617/3544] Completed CFO in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.4m [2025-12-02T20:28:36.464365] [INFO ] [sig ] [618/3544] Forecasting CGABL... [2025-12-02T20:28:36.464394] [INFO ] [sig ] Generating forecast for: CGABL [2025-12-02T20:28:36.464425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'. [2025-12-02T20:28:36.476193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGABL'. [2025-12-02T20:28:36.476521] [INFO ] [FORECASTER] Starting predict_future for CGABL [2025-12-02T20:28:36.477324] [DEBUG] [LOCAL ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt [2025-12-02T20:28:36.477373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:36.477405] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:36.477431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:36.477485] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:36.531770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:36.532391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:36.532468] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:36.532499] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:36.647186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:36.647335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:36.647374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:36.647401] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:36.650744] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=89.35%) [2025-12-02T20:28:36.651012] [INFO ] [FORECASTER] Completed predict_future for CGABL [2025-12-02T20:28:36.651128] [INFO ] [sig ] CGABL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:36.795219] [INFO ] [LOCAL ] Saved forecast: CGABL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CGABL.txt [2025-12-02T20:28:36.795370] [INFO ] [sig ] [618/3544] Completed CGABL in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:36.795407] [INFO ] [sig ] [619/3544] Forecasting CGBD... [2025-12-02T20:28:36.795436] [INFO ] [sig ] Generating forecast for: CGBD [2025-12-02T20:28:36.795465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'. [2025-12-02T20:28:36.806789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGBD'. [2025-12-02T20:28:36.807078] [INFO ] [FORECASTER] Starting predict_future for CGBD [2025-12-02T20:28:36.807843] [DEBUG] [LOCAL ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt [2025-12-02T20:28:36.807922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:36.807958] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:36.807991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:36.808051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:36.863426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:36.864117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:36.864194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:36.864226] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:36.980539] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:36.980704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:36.980744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:36.980771] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:36.983998] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=31.12%) [2025-12-02T20:28:36.984255] [INFO ] [FORECASTER] Completed predict_future for CGBD [2025-12-02T20:28:36.984371] [INFO ] [sig ] CGBD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:37.120441] [INFO ] [LOCAL ] Saved forecast: CGBD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CGBD.txt [2025-12-02T20:28:37.120586] [INFO ] [sig ] [619/3544] Completed CGBD in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:37.120625] [INFO ] [sig ] [620/3544] Forecasting CGC... [2025-12-02T20:28:37.120653] [INFO ] [sig ] Generating forecast for: CGC [2025-12-02T20:28:37.120682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'. [2025-12-02T20:28:37.133604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGC'. [2025-12-02T20:28:37.133940] [INFO ] [FORECASTER] Starting predict_future for CGC [2025-12-02T20:28:37.134719] [DEBUG] [LOCAL ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt [2025-12-02T20:28:37.134767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:37.134797] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:37.134823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:37.134877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:37.190118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:37.190747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:37.190821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:37.190858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:37.310702] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:37.310880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:37.310920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:37.310947] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:37.314367] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=42.88%) [2025-12-02T20:28:37.314642] [INFO ] [FORECASTER] Completed predict_future for CGC [2025-12-02T20:28:37.314767] [INFO ] [sig ] CGC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:37.452383] [INFO ] [LOCAL ] Saved forecast: CGC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CGC.txt [2025-12-02T20:28:37.452503] [INFO ] [sig ] [620/3544] Completed CGC in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:37.452539] [INFO ] [sig ] [621/3544] Forecasting CGEM... [2025-12-02T20:28:37.452567] [INFO ] [sig ] Generating forecast for: CGEM [2025-12-02T20:28:37.452620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'. [2025-12-02T20:28:37.463111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEM'. [2025-12-02T20:28:37.463365] [INFO ] [FORECASTER] Starting predict_future for CGEM [2025-12-02T20:28:37.464142] [DEBUG] [LOCAL ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt [2025-12-02T20:28:37.464201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:37.464232] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:37.464258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:37.464311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:37.518846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:37.519662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:37.519740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:37.519770] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:37.635472] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:37.635635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:37.635676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:37.635704] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:37.638982] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=60.53%) [2025-12-02T20:28:37.639243] [INFO ] [FORECASTER] Completed predict_future for CGEM [2025-12-02T20:28:37.639361] [INFO ] [sig ] CGEM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:37.775970] [INFO ] [LOCAL ] Saved forecast: CGEM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CGEM.txt [2025-12-02T20:28:37.776096] [INFO ] [sig ] [621/3544] Completed CGEM in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:37.776132] [INFO ] [sig ] [622/3544] Forecasting CGEN... [2025-12-02T20:28:37.776160] [INFO ] [sig ] Generating forecast for: CGEN [2025-12-02T20:28:37.776190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'. [2025-12-02T20:28:37.787488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEN'. [2025-12-02T20:28:37.787763] [INFO ] [FORECASTER] Starting predict_future for CGEN [2025-12-02T20:28:37.788605] [DEBUG] [LOCAL ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt [2025-12-02T20:28:37.788654] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:37.788709] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:37.788736] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:37.788792] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:37.843798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:37.844402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:37.844477] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:37.844508] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:37.963158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:37.963310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:37.963350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:37.963377] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:37.966674] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=2.48%) [2025-12-02T20:28:37.966935] [INFO ] [FORECASTER] Completed predict_future for CGEN [2025-12-02T20:28:37.967050] [INFO ] [sig ] CGEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:38.103587] [INFO ] [LOCAL ] Saved forecast: CGEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CGEN.txt [2025-12-02T20:28:38.103744] [INFO ] [sig ] [622/3544] Completed CGEN in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:38.103781] [INFO ] [sig ] [623/3544] Forecasting CGNX... [2025-12-02T20:28:38.103809] [INFO ] [sig ] Generating forecast for: CGNX [2025-12-02T20:28:38.103838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'. [2025-12-02T20:28:38.115619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGNX'. [2025-12-02T20:28:38.116026] [INFO ] [FORECASTER] Starting predict_future for CGNX [2025-12-02T20:28:38.116852] [DEBUG] [LOCAL ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt [2025-12-02T20:28:38.116901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:38.116930] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:38.116955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:38.117008] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:38.172341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:38.173164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:38.173241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:38.173272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:38.292181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:38.292329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:38.292371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:38.292397] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:38.295661] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=9.33%) [2025-12-02T20:28:38.295940] [INFO ] [FORECASTER] Completed predict_future for CGNX [2025-12-02T20:28:38.296065] [INFO ] [sig ] CGNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:38.432915] [INFO ] [LOCAL ] Saved forecast: CGNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CGNX.txt [2025-12-02T20:28:38.433032] [INFO ] [sig ] [623/3544] Completed CGNX in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:38.433068] [INFO ] [sig ] [624/3544] Forecasting CGO... [2025-12-02T20:28:38.433096] [INFO ] [sig ] Generating forecast for: CGO [2025-12-02T20:28:38.433124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'. [2025-12-02T20:28:38.445050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGO'. [2025-12-02T20:28:38.445367] [INFO ] [FORECASTER] Starting predict_future for CGO [2025-12-02T20:28:38.446239] [DEBUG] [LOCAL ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt [2025-12-02T20:28:38.446291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:38.446323] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:38.446348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:38.446404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:38.501203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:38.501915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:38.501991] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:38.502022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:38.614254] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:38.614394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:38.614432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:38.614458] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:38.617893] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=84.90%) [2025-12-02T20:28:38.618318] [INFO ] [FORECASTER] Completed predict_future for CGO [2025-12-02T20:28:38.618441] [INFO ] [sig ] CGO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:38.753756] [INFO ] [LOCAL ] Saved forecast: CGO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CGO.txt [2025-12-02T20:28:38.753877] [INFO ] [sig ] [624/3544] Completed CGO in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:38.753920] [INFO ] [sig ] [625/3544] Forecasting CGON... [2025-12-02T20:28:38.753948] [INFO ] [sig ] Generating forecast for: CGON [2025-12-02T20:28:38.753978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'. [2025-12-02T20:28:38.764956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGON'. [2025-12-02T20:28:38.765261] [INFO ] [FORECASTER] Starting predict_future for CGON [2025-12-02T20:28:38.766089] [DEBUG] [LOCAL ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt [2025-12-02T20:28:38.766141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:38.766172] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:38.766198] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:38.766253] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:38.822187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:38.822806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:38.822881] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:38.822911] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:38.942166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:38.942310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:38.942349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:38.942409] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:38.945664] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=29.40%) [2025-12-02T20:28:38.945921] [INFO ] [FORECASTER] Completed predict_future for CGON [2025-12-02T20:28:38.946037] [INFO ] [sig ] CGON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:39.082986] [INFO ] [LOCAL ] Saved forecast: CGON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CGON.txt [2025-12-02T20:28:39.083102] [INFO ] [sig ] [625/3544] Completed CGON in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:39.083138] [INFO ] [sig ] [626/3544] Forecasting CGTX... [2025-12-02T20:28:39.083165] [INFO ] [sig ] Generating forecast for: CGTX [2025-12-02T20:28:39.083195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'. [2025-12-02T20:28:39.094498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGTX'. [2025-12-02T20:28:39.094855] [INFO ] [FORECASTER] Starting predict_future for CGTX [2025-12-02T20:28:39.095663] [DEBUG] [LOCAL ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt [2025-12-02T20:28:39.095715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:39.095748] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:39.095776] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:39.095833] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:39.151179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:39.151842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:39.151919] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:39.151954] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:39.273135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:39.273282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:39.273323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:39.273351] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:39.276646] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=80.33%) [2025-12-02T20:28:39.276925] [INFO ] [FORECASTER] Completed predict_future for CGTX [2025-12-02T20:28:39.277045] [INFO ] [sig ] CGTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:39.412909] [INFO ] [LOCAL ] Saved forecast: CGTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CGTX.txt [2025-12-02T20:28:39.413046] [INFO ] [sig ] [626/3544] Completed CGTX in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:39.413089] [INFO ] [sig ] [627/3544] Forecasting CHCI... [2025-12-02T20:28:39.413117] [INFO ] [sig ] Generating forecast for: CHCI [2025-12-02T20:28:39.413145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'. [2025-12-02T20:28:39.424246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCI'. [2025-12-02T20:28:39.424562] [INFO ] [FORECASTER] Starting predict_future for CHCI [2025-12-02T20:28:39.425367] [DEBUG] [LOCAL ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt [2025-12-02T20:28:39.425417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:39.425448] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:39.425475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:39.425531] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:39.481896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:39.482493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:39.482587] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:39.482622] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:39.596312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:39.596453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:39.596497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:39.596526] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:39.600068] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=47.45%) [2025-12-02T20:28:39.600383] [INFO ] [FORECASTER] Completed predict_future for CHCI [2025-12-02T20:28:39.600512] [INFO ] [sig ] CHCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:39.740675] [INFO ] [LOCAL ] Saved forecast: CHCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CHCI.txt [2025-12-02T20:28:39.740797] [INFO ] [sig ] [627/3544] Completed CHCI in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:39.740835] [INFO ] [sig ] [628/3544] Forecasting CHD... [2025-12-02T20:28:39.740871] [INFO ] [sig ] Generating forecast for: CHD [2025-12-02T20:28:39.740914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-12-02T20:28:39.752054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHD'. [2025-12-02T20:28:39.752342] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-12-02T20:28:39.753129] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-12-02T20:28:39.753179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:39.753211] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:39.753238] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:39.753293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:39.808745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:39.809386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:39.809460] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:39.809490] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:39.930997] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:39.931146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:39.931208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:39.931240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:39.934530] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=52.33%) [2025-12-02T20:28:39.934810] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-12-02T20:28:39.934930] [INFO ] [sig ] CHD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:40.075640] [INFO ] [LOCAL ] Saved forecast: CHD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHD.txt [2025-12-02T20:28:40.075778] [INFO ] [sig ] [628/3544] Completed CHD in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:40.075817] [INFO ] [sig ] [629/3544] Forecasting CHDN... [2025-12-02T20:28:40.075846] [INFO ] [sig ] Generating forecast for: CHDN [2025-12-02T20:28:40.075875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'. [2025-12-02T20:28:40.087283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHDN'. [2025-12-02T20:28:40.087561] [INFO ] [FORECASTER] Starting predict_future for CHDN [2025-12-02T20:28:40.088392] [DEBUG] [LOCAL ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt [2025-12-02T20:28:40.088442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:40.088473] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:40.088498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:40.088552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:40.144900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:40.145549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:40.145644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:40.145677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:40.268713] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:40.268865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:40.268907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:40.268936] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:40.272242] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-12-02T20:28:40.272506] [INFO ] [FORECASTER] Completed predict_future for CHDN [2025-12-02T20:28:40.272645] [INFO ] [sig ] CHDN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:40.413700] [INFO ] [LOCAL ] Saved forecast: CHDN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CHDN.txt [2025-12-02T20:28:40.413818] [INFO ] [sig ] [629/3544] Completed CHDN in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:40.413854] [INFO ] [sig ] [630/3544] Forecasting CHE... [2025-12-02T20:28:40.413882] [INFO ] [sig ] Generating forecast for: CHE [2025-12-02T20:28:40.413911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-12-02T20:28:40.425485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHE'. [2025-12-02T20:28:40.425883] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-12-02T20:28:40.426707] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-12-02T20:28:40.426759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:40.426790] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:40.426816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:40.426879] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:40.483867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:40.484691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:40.484775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:40.484807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:40.602612] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:40.602744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:40.602782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:40.602808] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:40.605974] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=10.48%) [2025-12-02T20:28:40.606231] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-12-02T20:28:40.606349] [INFO ] [sig ] CHE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:40.747392] [INFO ] [LOCAL ] Saved forecast: CHE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CHE.txt [2025-12-02T20:28:40.747547] [INFO ] [sig ] [630/3544] Completed CHE in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:40.747606] [INFO ] [sig ] [631/3544] Forecasting CHEF... [2025-12-02T20:28:40.747637] [INFO ] [sig ] Generating forecast for: CHEF [2025-12-02T20:28:40.747668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'. [2025-12-02T20:28:40.758986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHEF'. [2025-12-02T20:28:40.759337] [INFO ] [FORECASTER] Starting predict_future for CHEF [2025-12-02T20:28:40.760114] [DEBUG] [LOCAL ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt [2025-12-02T20:28:40.760162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:40.760191] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:40.760216] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:40.760270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:40.814888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:40.815676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:40.815752] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:40.815783] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:40.928848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:40.929002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:40.929042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:40.929068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:40.932327] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=79.69%) [2025-12-02T20:28:40.932635] [INFO ] [FORECASTER] Completed predict_future for CHEF [2025-12-02T20:28:40.932763] [INFO ] [sig ] CHEF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:41.073383] [INFO ] [LOCAL ] Saved forecast: CHEF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHEF.txt [2025-12-02T20:28:41.073548] [INFO ] [sig ] [631/3544] Completed CHEF in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:41.073606] [INFO ] [sig ] [632/3544] Forecasting CHH... [2025-12-02T20:28:41.073636] [INFO ] [sig ] Generating forecast for: CHH [2025-12-02T20:28:41.073665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-12-02T20:28:41.087901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHH'. [2025-12-02T20:28:41.088352] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-12-02T20:28:41.089520] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-12-02T20:28:41.089607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:41.089658] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:41.089687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:41.089744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:41.147206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:41.148123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:41.148245] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:41.148279] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:41.273980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:41.274133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:41.274174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:41.274203] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:41.277608] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=66.50%) [2025-12-02T20:28:41.278005] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-12-02T20:28:41.278134] [INFO ] [sig ] CHH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:41.424701] [INFO ] [LOCAL ] Saved forecast: CHH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHH.txt [2025-12-02T20:28:41.424862] [INFO ] [sig ] [632/3544] Completed CHH in 0.4s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:41.424901] [INFO ] [sig ] [633/3544] Forecasting CHI... [2025-12-02T20:28:41.424930] [INFO ] [sig ] Generating forecast for: CHI [2025-12-02T20:28:41.424957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'. [2025-12-02T20:28:41.437215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHI'. [2025-12-02T20:28:41.437630] [INFO ] [FORECASTER] Starting predict_future for CHI [2025-12-02T20:28:41.438504] [DEBUG] [LOCAL ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt [2025-12-02T20:28:41.438557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:41.438609] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:41.438638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:41.438695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:41.506932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:41.508019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:41.508131] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:41.508173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:41.673793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:41.673956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:41.673997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:41.674026] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:41.677908] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=62.27%) [2025-12-02T20:28:41.678283] [INFO ] [FORECASTER] Completed predict_future for CHI [2025-12-02T20:28:41.678632] [INFO ] [sig ] CHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:41.836171] [INFO ] [LOCAL ] Saved forecast: CHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHI.txt [2025-12-02T20:28:41.836381] [INFO ] [sig ] [633/3544] Completed CHI in 0.4s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:41.836438] [INFO ] [sig ] [634/3544] Forecasting CHKP... [2025-12-02T20:28:41.836482] [INFO ] [sig ] Generating forecast for: CHKP [2025-12-02T20:28:41.836527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'. [2025-12-02T20:28:41.850887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHKP'. [2025-12-02T20:28:41.851311] [INFO ] [FORECASTER] Starting predict_future for CHKP [2025-12-02T20:28:41.852185] [DEBUG] [LOCAL ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt [2025-12-02T20:28:41.852238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:41.852270] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:41.852295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:41.852351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:41.911243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:41.912155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:41.912241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:41.912273] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:42.037622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:42.037783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:42.037828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:42.037855] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:42.042105] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=98.24%) [2025-12-02T20:28:42.042653] [INFO ] [FORECASTER] Completed predict_future for CHKP [2025-12-02T20:28:42.042793] [INFO ] [sig ] CHKP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:42.202177] [INFO ] [LOCAL ] Saved forecast: CHKP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHKP.txt [2025-12-02T20:28:42.202330] [INFO ] [sig ] [634/3544] Completed CHKP in 0.4s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:42.202370] [INFO ] [sig ] [635/3544] Forecasting CHMI... [2025-12-02T20:28:42.202399] [INFO ] [sig ] Generating forecast for: CHMI [2025-12-02T20:28:42.202429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-12-02T20:28:42.219163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHMI'. [2025-12-02T20:28:42.219658] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-12-02T20:28:42.220814] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-12-02T20:28:42.220880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:42.220927] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:42.220969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:42.221055] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:42.307793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:42.308734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:42.308817] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:42.308848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:42.455642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:42.455798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:42.455850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:42.455890] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:42.460090] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=60.99%) [2025-12-02T20:28:42.460374] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-12-02T20:28:42.460499] [INFO ] [sig ] CHMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:42.606450] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHMI.txt [2025-12-02T20:28:42.606651] [INFO ] [sig ] [635/3544] Completed CHMI in 0.4s | 2.98 sym/s | Total: 3.5m | ETA: 16.3m [2025-12-02T20:28:42.606693] [INFO ] [sig ] [636/3544] Forecasting CHRD... [2025-12-02T20:28:42.606728] [INFO ] [sig ] Generating forecast for: CHRD [2025-12-02T20:28:42.606760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'. [2025-12-02T20:28:42.618207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRD'. [2025-12-02T20:28:42.618594] [INFO ] [FORECASTER] Starting predict_future for CHRD [2025-12-02T20:28:42.619362] [DEBUG] [LOCAL ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt [2025-12-02T20:28:42.619411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:42.619442] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:42.619468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:42.619522] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:42.676701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:42.677522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:42.677624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:42.677658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:42.797098] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:42.797248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:42.797289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:42.797316] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:42.800686] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=95.64%) [2025-12-02T20:28:42.800965] [INFO ] [FORECASTER] Completed predict_future for CHRD [2025-12-02T20:28:42.801086] [INFO ] [sig ] CHRD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:42.939400] [INFO ] [LOCAL ] Saved forecast: CHRD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHRD.txt [2025-12-02T20:28:42.939549] [INFO ] [sig ] [636/3544] Completed CHRD in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.3m [2025-12-02T20:28:42.939606] [INFO ] [sig ] [637/3544] Forecasting CHRS... [2025-12-02T20:28:42.939635] [INFO ] [sig ] Generating forecast for: CHRS [2025-12-02T20:28:42.939664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'. [2025-12-02T20:28:42.955291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRS'. [2025-12-02T20:28:42.955789] [INFO ] [FORECASTER] Starting predict_future for CHRS [2025-12-02T20:28:42.956837] [DEBUG] [LOCAL ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt [2025-12-02T20:28:42.956906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:42.956957] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:42.957002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:42.957093] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:43.037396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:43.038508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:43.038637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:43.038693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:43.165935] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:43.166087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:43.166127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:43.166155] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:43.169443] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=13.72%) [2025-12-02T20:28:43.169758] [INFO ] [FORECASTER] Completed predict_future for CHRS [2025-12-02T20:28:43.169886] [INFO ] [sig ] CHRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:43.309015] [INFO ] [LOCAL ] Saved forecast: CHRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CHRS.txt [2025-12-02T20:28:43.309170] [INFO ] [sig ] [637/3544] Completed CHRS in 0.4s | 2.98 sym/s | Total: 3.6m | ETA: 16.3m [2025-12-02T20:28:43.309207] [INFO ] [sig ] [638/3544] Forecasting CHSCL... [2025-12-02T20:28:43.309234] [INFO ] [sig ] Generating forecast for: CHSCL [2025-12-02T20:28:43.309264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'. [2025-12-02T20:28:43.321066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'. [2025-12-02T20:28:43.321458] [INFO ] [FORECASTER] Starting predict_future for CHSCL [2025-12-02T20:28:43.322255] [DEBUG] [LOCAL ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt [2025-12-02T20:28:43.322304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:43.322335] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:43.322360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:43.322415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:43.377524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:43.380715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:43.380794] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:43.380824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:43.494406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:43.494537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:43.494591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:43.494621] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:43.497827] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=56.25%) [2025-12-02T20:28:43.498105] [INFO ] [FORECASTER] Completed predict_future for CHSCL [2025-12-02T20:28:43.498221] [INFO ] [sig ] CHSCL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:43.634813] [INFO ] [LOCAL ] Saved forecast: CHSCL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHSCL.txt [2025-12-02T20:28:43.634956] [INFO ] [sig ] [638/3544] Completed CHSCL in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:43.634993] [INFO ] [sig ] [639/3544] Forecasting CHSCM... [2025-12-02T20:28:43.635023] [INFO ] [sig ] Generating forecast for: CHSCM [2025-12-02T20:28:43.635054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'. [2025-12-02T20:28:43.646671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'. [2025-12-02T20:28:43.646997] [INFO ] [FORECASTER] Starting predict_future for CHSCM [2025-12-02T20:28:43.647804] [DEBUG] [LOCAL ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt [2025-12-02T20:28:43.647854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:43.647945] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:43.647972] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:43.648027] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:43.705246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:43.706114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:43.706199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:43.706232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:43.822092] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:43.822247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:43.822288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:43.822388] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:43.825710] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=1.84%) [2025-12-02T20:28:43.825968] [INFO ] [FORECASTER] Completed predict_future for CHSCM [2025-12-02T20:28:43.826087] [INFO ] [sig ] CHSCM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:43.962357] [INFO ] [LOCAL ] Saved forecast: CHSCM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CHSCM.txt [2025-12-02T20:28:43.962477] [INFO ] [sig ] [639/3544] Completed CHSCM in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:43.962515] [INFO ] [sig ] [640/3544] Forecasting CHSCN... [2025-12-02T20:28:43.962543] [INFO ] [sig ] Generating forecast for: CHSCN [2025-12-02T20:28:43.962588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'. [2025-12-02T20:28:43.973899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'. [2025-12-02T20:28:43.974212] [INFO ] [FORECASTER] Starting predict_future for CHSCN [2025-12-02T20:28:43.975113] [DEBUG] [LOCAL ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt [2025-12-02T20:28:43.975163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:43.975192] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:43.975217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:43.975271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:44.029538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:44.030157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:44.030232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:44.030262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:44.140802] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:44.140947] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:28:44.140985] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:44.141012] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:44.144232] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=67.87%) [2025-12-02T20:28:44.144491] [INFO ] [FORECASTER] Completed predict_future for CHSCN [2025-12-02T20:28:44.144625] [INFO ] [sig ] CHSCN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:44.280829] [INFO ] [LOCAL ] Saved forecast: CHSCN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHSCN.txt [2025-12-02T20:28:44.280954] [INFO ] [sig ] [640/3544] Completed CHSCN in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:44.280989] [INFO ] [sig ] [641/3544] Forecasting CHSCO... [2025-12-02T20:28:44.281016] [INFO ] [sig ] Generating forecast for: CHSCO [2025-12-02T20:28:44.281043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'. [2025-12-02T20:28:44.292412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'. [2025-12-02T20:28:44.292820] [INFO ] [FORECASTER] Starting predict_future for CHSCO [2025-12-02T20:28:44.293645] [DEBUG] [LOCAL ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt [2025-12-02T20:28:44.293695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:44.293728] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:44.293753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:44.293808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:44.355248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:44.356085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:44.356182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:44.356214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:44.468402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:44.468536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:44.468592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:44.468623] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:44.471867] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=50.10%) [2025-12-02T20:28:44.472123] [INFO ] [FORECASTER] Completed predict_future for CHSCO [2025-12-02T20:28:44.472239] [INFO ] [sig ] CHSCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:44.610353] [INFO ] [LOCAL ] Saved forecast: CHSCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHSCO.txt [2025-12-02T20:28:44.610505] [INFO ] [sig ] [641/3544] Completed CHSCO in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:44.610545] [INFO ] [sig ] [642/3544] Forecasting CHSCP... [2025-12-02T20:28:44.610596] [INFO ] [sig ] Generating forecast for: CHSCP [2025-12-02T20:28:44.610630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'. [2025-12-02T20:28:44.621148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'. [2025-12-02T20:28:44.621451] [INFO ] [FORECASTER] Starting predict_future for CHSCP [2025-12-02T20:28:44.622261] [DEBUG] [LOCAL ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt [2025-12-02T20:28:44.622321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:44.622355] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:44.622382] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:44.622440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:44.679800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:44.680490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:44.680570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:44.680621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:44.786449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:44.786610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:44.786652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:44.786711] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:44.790006] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=29.03%) [2025-12-02T20:28:44.790265] [INFO ] [FORECASTER] Completed predict_future for CHSCP [2025-12-02T20:28:44.790385] [INFO ] [sig ] CHSCP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:44.930055] [INFO ] [LOCAL ] Saved forecast: CHSCP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CHSCP.txt [2025-12-02T20:28:44.930238] [INFO ] [sig ] [642/3544] Completed CHSCP in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:44.930277] [INFO ] [sig ] [643/3544] Forecasting CHWY... [2025-12-02T20:28:44.930305] [INFO ] [sig ] Generating forecast for: CHWY [2025-12-02T20:28:44.930333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-12-02T20:28:44.942073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHWY'. [2025-12-02T20:28:44.942442] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-12-02T20:28:44.943257] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-12-02T20:28:44.943308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:44.943351] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:44.943379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:44.943452] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:45.001194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:45.002055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:45.002140] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:45.002172] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:45.126758] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:45.126914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:45.126954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:45.126985] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:45.130386] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=77.63%) [2025-12-02T20:28:45.130690] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-12-02T20:28:45.130818] [INFO ] [sig ] CHWY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:45.269543] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHWY.txt [2025-12-02T20:28:45.269709] [INFO ] [sig ] [643/3544] Completed CHWY in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:45.269746] [INFO ] [sig ] [644/3544] Forecasting CHY... [2025-12-02T20:28:45.269775] [INFO ] [sig ] Generating forecast for: CHY [2025-12-02T20:28:45.269803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'. [2025-12-02T20:28:45.281307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHY'. [2025-12-02T20:28:45.281667] [INFO ] [FORECASTER] Starting predict_future for CHY [2025-12-02T20:28:45.282419] [DEBUG] [LOCAL ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt [2025-12-02T20:28:45.282468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:45.282497] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:45.282523] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:45.282601] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:45.337826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:45.338688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:45.338766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:45.338797] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:45.453267] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:45.453404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:45.453441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:45.453469] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:45.456758] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=71.44%) [2025-12-02T20:28:45.457014] [INFO ] [FORECASTER] Completed predict_future for CHY [2025-12-02T20:28:45.457127] [INFO ] [sig ] CHY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:45.594567] [INFO ] [LOCAL ] Saved forecast: CHY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CHY.txt [2025-12-02T20:28:45.594696] [INFO ] [sig ] [644/3544] Completed CHY in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:45.594732] [INFO ] [sig ] [645/3544] Forecasting CI... [2025-12-02T20:28:45.594760] [INFO ] [sig ] Generating forecast for: CI [2025-12-02T20:28:45.594789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-12-02T20:28:45.607683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CI'. [2025-12-02T20:28:45.608100] [INFO ] [FORECASTER] Starting predict_future for CI [2025-12-02T20:28:45.608907] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-12-02T20:28:45.608956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:45.608986] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:45.609014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:45.609080] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:45.664443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:45.665299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:45.665384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:45.665416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:45.786629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:45.786780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:45.786819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:45.786846] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:45.790111] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=89.83%) [2025-12-02T20:28:45.790371] [INFO ] [FORECASTER] Completed predict_future for CI [2025-12-02T20:28:45.790489] [INFO ] [sig ] CI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:45.928498] [INFO ] [LOCAL ] Saved forecast: CI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CI.txt [2025-12-02T20:28:45.928669] [INFO ] [sig ] [645/3544] Completed CI in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:45.928709] [INFO ] [sig ] [646/3544] Forecasting CIA... [2025-12-02T20:28:45.928738] [INFO ] [sig ] Generating forecast for: CIA [2025-12-02T20:28:45.928766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-12-02T20:28:45.939703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIA'. [2025-12-02T20:28:45.940064] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-12-02T20:28:45.940859] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-12-02T20:28:45.940909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:45.940939] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:45.940965] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:45.941020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:45.996434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:45.997272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:45.997356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:45.997386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:46.111463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:46.111628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:46.111669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:46.111697] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:46.114895] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=87.50%) [2025-12-02T20:28:46.115150] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-12-02T20:28:46.115266] [INFO ] [sig ] CIA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:46.251742] [INFO ] [LOCAL ] Saved forecast: CIA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CIA.txt [2025-12-02T20:28:46.251865] [INFO ] [sig ] [646/3544] Completed CIA in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:46.251901] [INFO ] [sig ] [647/3544] Forecasting CIB... [2025-12-02T20:28:46.251928] [INFO ] [sig ] Generating forecast for: CIB [2025-12-02T20:28:46.251963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-12-02T20:28:46.263605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIB'. [2025-12-02T20:28:46.263948] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-12-02T20:28:46.264748] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-12-02T20:28:46.264797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:46.264826] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:46.264851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:46.264904] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:46.322603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:46.323474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:46.323561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:46.323614] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:46.447639] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:46.448005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:46.448047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:46.448073] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:46.451399] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=17.61%) [2025-12-02T20:28:46.451679] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-12-02T20:28:46.451798] [INFO ] [sig ] CIB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:46.592615] [INFO ] [LOCAL ] Saved forecast: CIB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CIB.txt [2025-12-02T20:28:46.592767] [INFO ] [sig ] [647/3544] Completed CIB in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:46.592803] [INFO ] [sig ] [648/3544] Forecasting CIEN... [2025-12-02T20:28:46.592831] [INFO ] [sig ] Generating forecast for: CIEN [2025-12-02T20:28:46.592860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-12-02T20:28:46.603867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIEN'. [2025-12-02T20:28:46.604207] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-12-02T20:28:46.605006] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-12-02T20:28:46.605055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:46.605088] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:46.605114] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:46.605168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:46.660936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:46.661760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:46.661838] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:46.661869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:46.782903] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:46.783048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:46.783089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:46.783116] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:46.786337] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=55.33%) [2025-12-02T20:28:46.786605] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-12-02T20:28:46.786732] [INFO ] [sig ] CIEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:46.926088] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CIEN.txt [2025-12-02T20:28:46.926273] [INFO ] [sig ] [648/3544] Completed CIEN in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:46.926314] [INFO ] [sig ] [649/3544] Forecasting CIF... [2025-12-02T20:28:46.926343] [INFO ] [sig ] Generating forecast for: CIF [2025-12-02T20:28:46.926375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-12-02T20:28:46.938261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIF'. [2025-12-02T20:28:46.938591] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-12-02T20:28:46.939379] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-12-02T20:28:46.939429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:46.939462] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:46.939489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:46.939545] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:46.998956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:46.999700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:46.999811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:46.999845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:47.104028] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:47.104170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:47.104209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:47.104236] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:47.107483] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=66.21%) [2025-12-02T20:28:47.107756] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-12-02T20:28:47.107890] [INFO ] [sig ] CIF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:47.250279] [INFO ] [LOCAL ] Saved forecast: CIF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CIF.txt [2025-12-02T20:28:47.250401] [INFO ] [sig ] [649/3544] Completed CIF in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:47.250438] [INFO ] [sig ] [650/3544] Forecasting CIG... [2025-12-02T20:28:47.250468] [INFO ] [sig ] Generating forecast for: CIG [2025-12-02T20:28:47.250498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-12-02T20:28:47.261856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIG'. [2025-12-02T20:28:47.262127] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-12-02T20:28:47.262891] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-12-02T20:28:47.262940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:47.262970] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:47.262996] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:47.263050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:47.319436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:47.320089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:47.320181] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:47.320222] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:47.441898] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:47.442033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:47.442076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:47.442109] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:47.445349] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=22.01%) [2025-12-02T20:28:47.445618] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-12-02T20:28:47.445734] [INFO ] [sig ] CIG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:47.589060] [INFO ] [LOCAL ] Saved forecast: CIG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CIG.txt [2025-12-02T20:28:47.589206] [INFO ] [sig ] [650/3544] Completed CIG in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:47.589245] [INFO ] [sig ] [651/3544] Forecasting CIGI... [2025-12-02T20:28:47.589275] [INFO ] [sig ] Generating forecast for: CIGI [2025-12-02T20:28:47.589307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'. [2025-12-02T20:28:47.600723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIGI'. [2025-12-02T20:28:47.600995] [INFO ] [FORECASTER] Starting predict_future for CIGI [2025-12-02T20:28:47.601768] [DEBUG] [LOCAL ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt [2025-12-02T20:28:47.601816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:47.601846] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:47.601875] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:47.601929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:47.659461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:47.660327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:47.660408] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:47.660441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:47.780279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:47.780408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:47.780447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:47.780474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:47.783735] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=4.60%) [2025-12-02T20:28:47.784000] [INFO ] [FORECASTER] Completed predict_future for CIGI [2025-12-02T20:28:47.784132] [INFO ] [sig ] CIGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:47.922317] [INFO ] [LOCAL ] Saved forecast: CIGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CIGI.txt [2025-12-02T20:28:47.922431] [INFO ] [sig ] [651/3544] Completed CIGI in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:47.922466] [INFO ] [sig ] [652/3544] Forecasting CII... [2025-12-02T20:28:47.922493] [INFO ] [sig ] Generating forecast for: CII [2025-12-02T20:28:47.922522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-12-02T20:28:47.933814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CII'. [2025-12-02T20:28:47.934095] [INFO ] [FORECASTER] Starting predict_future for CII [2025-12-02T20:28:47.934902] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-12-02T20:28:47.934953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:47.934986] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:47.935014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:47.935072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:47.993171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:47.993792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:47.993870] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:47.993903] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:48.115091] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:48.115233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:48.115274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:48.115305] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:48.118665] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=65.94%) [2025-12-02T20:28:48.118934] [INFO ] [FORECASTER] Completed predict_future for CII [2025-12-02T20:28:48.119057] [INFO ] [sig ] CII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:48.257930] [INFO ] [LOCAL ] Saved forecast: CII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CII.txt [2025-12-02T20:28:48.258072] [INFO ] [sig ] [652/3544] Completed CII in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.2m [2025-12-02T20:28:48.258119] [INFO ] [sig ] [653/3544] Forecasting CIM... [2025-12-02T20:28:48.258154] [INFO ] [sig ] Generating forecast for: CIM [2025-12-02T20:28:48.258191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-12-02T20:28:48.269451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIM'. [2025-12-02T20:28:48.269749] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-12-02T20:28:48.270603] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-12-02T20:28:48.270655] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:48.270689] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:48.270717] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:48.270774] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:48.328655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:48.329318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:48.329397] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:48.329431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:48.451030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:48.451177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:48.451229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:48.451271] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:48.454652] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=52.63%) [2025-12-02T20:28:48.454918] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-12-02T20:28:48.455039] [INFO ] [sig ] CIM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:48.638624] [INFO ] [LOCAL ] Saved forecast: CIM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CIM.txt [2025-12-02T20:28:48.638754] [INFO ] [sig ] [653/3544] Completed CIM in 0.4s | 2.98 sym/s | Total: 3.7m | ETA: 16.2m [2025-12-02T20:28:48.638791] [INFO ] [sig ] [654/3544] Forecasting CINF... [2025-12-02T20:28:48.638819] [INFO ] [sig ] Generating forecast for: CINF [2025-12-02T20:28:48.638848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'. [2025-12-02T20:28:48.650083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CINF'. [2025-12-02T20:28:48.650384] [INFO ] [FORECASTER] Starting predict_future for CINF [2025-12-02T20:28:48.651154] [DEBUG] [LOCAL ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt [2025-12-02T20:28:48.651202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:48.651233] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:48.651258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:48.651312] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:48.708166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:48.708817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:48.708893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:48.708923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:48.829645] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:48.829774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:48.829813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:48.829840] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:48.833120] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=43.79%) [2025-12-02T20:28:48.833387] [INFO ] [FORECASTER] Completed predict_future for CINF [2025-12-02T20:28:48.833505] [INFO ] [sig ] CINF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:48.977152] [INFO ] [LOCAL ] Saved forecast: CINF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CINF.txt [2025-12-02T20:28:48.977264] [INFO ] [sig ] [654/3544] Completed CINF in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.2m [2025-12-02T20:28:48.977299] [INFO ] [sig ] [655/3544] Forecasting CING... [2025-12-02T20:28:48.977327] [INFO ] [sig ] Generating forecast for: CING [2025-12-02T20:28:48.977355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'. [2025-12-02T20:28:48.989125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CING'. [2025-12-02T20:28:48.989511] [INFO ] [FORECASTER] Starting predict_future for CING [2025-12-02T20:28:48.990318] [DEBUG] [LOCAL ] No optimal features file found for CING: ./output/feature-sets/CING.txt [2025-12-02T20:28:48.990367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:48.990399] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:48.990424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:48.990479] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:49.045668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:49.046532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:49.046637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:49.046669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:49.164241] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:49.164420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:49.164476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:49.164525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:49.168029] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-12-02T20:28:49.168347] [INFO ] [FORECASTER] Completed predict_future for CING [2025-12-02T20:28:49.168480] [INFO ] [sig ] CING: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:49.307960] [INFO ] [LOCAL ] Saved forecast: CING 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CING.txt [2025-12-02T20:28:49.308089] [INFO ] [sig ] [655/3544] Completed CING in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:49.308127] [INFO ] [sig ] [656/3544] Forecasting CIO... [2025-12-02T20:28:49.308154] [INFO ] [sig ] Generating forecast for: CIO [2025-12-02T20:28:49.308183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-12-02T20:28:49.319972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIO'. [2025-12-02T20:28:49.320269] [INFO ] [FORECASTER] Starting predict_future for CIO [2025-12-02T20:28:49.321071] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-12-02T20:28:49.321130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:49.321189] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:49.321217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:49.321271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:49.376678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:49.377309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:49.377383] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:49.377414] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:49.493853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:49.493981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:49.494020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:49.494046] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:49.497208] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=8.29%) [2025-12-02T20:28:49.497464] [INFO ] [FORECASTER] Completed predict_future for CIO [2025-12-02T20:28:49.497599] [INFO ] [sig ] CIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:49.636975] [INFO ] [LOCAL ] Saved forecast: CIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CIO.txt [2025-12-02T20:28:49.637109] [INFO ] [sig ] [656/3544] Completed CIO in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:49.637147] [INFO ] [sig ] [657/3544] Forecasting CION... [2025-12-02T20:28:49.637174] [INFO ] [sig ] Generating forecast for: CION [2025-12-02T20:28:49.637203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-12-02T20:28:49.648639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CION'. [2025-12-02T20:28:49.648934] [INFO ] [FORECASTER] Starting predict_future for CION [2025-12-02T20:28:49.649736] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-12-02T20:28:49.649783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:49.649813] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:49.649838] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:49.649892] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:49.704631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:49.705226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:49.705301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:49.705331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:49.832408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:49.832543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:49.832598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:49.832627] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:49.835827] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=80.66%) [2025-12-02T20:28:49.836083] [INFO ] [FORECASTER] Completed predict_future for CION [2025-12-02T20:28:49.836203] [INFO ] [sig ] CION: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:49.972368] [INFO ] [LOCAL ] Saved forecast: CION 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CION.txt [2025-12-02T20:28:49.972518] [INFO ] [sig ] [657/3544] Completed CION in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:49.972554] [INFO ] [sig ] [658/3544] Forecasting CIVB... [2025-12-02T20:28:49.972601] [INFO ] [sig ] Generating forecast for: CIVB [2025-12-02T20:28:49.972632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'. [2025-12-02T20:28:49.983750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVB'. [2025-12-02T20:28:49.984134] [INFO ] [FORECASTER] Starting predict_future for CIVB [2025-12-02T20:28:49.984954] [DEBUG] [LOCAL ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt [2025-12-02T20:28:49.985005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:49.985036] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:49.985061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:49.985116] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:50.040191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:50.041026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:50.041105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:50.041136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:50.158150] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:50.158291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:50.158329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:50.158356] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:50.161543] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=58.93%) [2025-12-02T20:28:50.161816] [INFO ] [FORECASTER] Completed predict_future for CIVB [2025-12-02T20:28:50.161932] [INFO ] [sig ] CIVB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:50.297715] [INFO ] [LOCAL ] Saved forecast: CIVB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CIVB.txt [2025-12-02T20:28:50.297830] [INFO ] [sig ] [658/3544] Completed CIVB in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:50.297886] [INFO ] [sig ] [659/3544] Forecasting CLB... [2025-12-02T20:28:50.297916] [INFO ] [sig ] Generating forecast for: CLB [2025-12-02T20:28:50.297947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-12-02T20:28:50.309034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLB'. [2025-12-02T20:28:50.309311] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-12-02T20:28:50.310151] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-12-02T20:28:50.310202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:50.310234] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:50.310260] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:50.310316] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:50.366543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:50.367133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:50.367207] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:50.367237] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:50.479359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:50.479485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:50.479521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:50.479604] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:50.482775] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=18.73%) [2025-12-02T20:28:50.483031] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-12-02T20:28:50.483145] [INFO ] [sig ] CLB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:50.619963] [INFO ] [LOCAL ] Saved forecast: CLB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CLB.txt [2025-12-02T20:28:50.620074] [INFO ] [sig ] [659/3544] Completed CLB in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:50.620117] [INFO ] [sig ] [660/3544] Forecasting CLBK... [2025-12-02T20:28:50.620152] [INFO ] [sig ] Generating forecast for: CLBK [2025-12-02T20:28:50.620187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'. [2025-12-02T20:28:50.631235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLBK'. [2025-12-02T20:28:50.631486] [INFO ] [FORECASTER] Starting predict_future for CLBK [2025-12-02T20:28:50.632246] [DEBUG] [LOCAL ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt [2025-12-02T20:28:50.632294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:50.632324] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:50.632349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:50.632403] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:50.687472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:50.688098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:50.688172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:50.688203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:50.800546] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:50.800684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:50.800720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:50.800746] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:50.803878] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=92.66%) [2025-12-02T20:28:50.804131] [INFO ] [FORECASTER] Completed predict_future for CLBK [2025-12-02T20:28:50.804248] [INFO ] [sig ] CLBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:50.943596] [INFO ] [LOCAL ] Saved forecast: CLBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLBK.txt [2025-12-02T20:28:50.943741] [INFO ] [sig ] [660/3544] Completed CLBK in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:50.943777] [INFO ] [sig ] [661/3544] Forecasting CLCO... [2025-12-02T20:28:50.943804] [INFO ] [sig ] Generating forecast for: CLCO [2025-12-02T20:28:50.943832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-12-02T20:28:50.954498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLCO'. [2025-12-02T20:28:50.954795] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-12-02T20:28:50.955534] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-12-02T20:28:50.955600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:50.955632] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:50.955657] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:50.955713] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:51.011053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:51.011905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:51.011990] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:51.012021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:51.129106] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:51.129249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:51.129286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:51.129313] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:51.132508] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=97.70%) [2025-12-02T20:28:51.132777] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-12-02T20:28:51.132910] [INFO ] [sig ] CLCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:51.268341] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLCO.txt [2025-12-02T20:28:51.268479] [INFO ] [sig ] [661/3544] Completed CLCO in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:51.268516] [INFO ] [sig ] [662/3544] Forecasting CLDX... [2025-12-02T20:28:51.268543] [INFO ] [sig ] Generating forecast for: CLDX [2025-12-02T20:28:51.268589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'. [2025-12-02T20:28:51.279533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLDX'. [2025-12-02T20:28:51.279804] [INFO ] [FORECASTER] Starting predict_future for CLDX [2025-12-02T20:28:51.280545] [DEBUG] [LOCAL ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt [2025-12-02T20:28:51.280611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:51.280646] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:51.280672] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:51.280726] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:51.335823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:51.336394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:51.336468] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:51.336498] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:51.455155] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:51.455291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:51.455329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:51.455355] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:51.458615] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=97.15%) [2025-12-02T20:28:51.458871] [INFO ] [FORECASTER] Completed predict_future for CLDX [2025-12-02T20:28:51.458984] [INFO ] [sig ] CLDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:51.598461] [INFO ] [LOCAL ] Saved forecast: CLDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLDX.txt [2025-12-02T20:28:51.598593] [INFO ] [sig ] [662/3544] Completed CLDX in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:51.598632] [INFO ] [sig ] [663/3544] Forecasting CLF... [2025-12-02T20:28:51.598659] [INFO ] [sig ] Generating forecast for: CLF [2025-12-02T20:28:51.598687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-12-02T20:28:51.609881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLF'. [2025-12-02T20:28:51.610142] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-12-02T20:28:51.610918] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-12-02T20:28:51.610967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:51.610998] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:51.611023] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:51.611077] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:51.666375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:51.666999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:51.667072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:51.667103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:51.788988] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:51.789131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:51.789186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:51.789215] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:51.792419] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=70.81%) [2025-12-02T20:28:51.792691] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-12-02T20:28:51.792808] [INFO ] [sig ] CLF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:51.929783] [INFO ] [LOCAL ] Saved forecast: CLF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLF.txt [2025-12-02T20:28:51.929905] [INFO ] [sig ] [663/3544] Completed CLF in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:51.929940] [INFO ] [sig ] [664/3544] Forecasting CLFD... [2025-12-02T20:28:51.929967] [INFO ] [sig ] Generating forecast for: CLFD [2025-12-02T20:28:51.929995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'. [2025-12-02T20:28:51.941020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLFD'. [2025-12-02T20:28:51.941285] [INFO ] [FORECASTER] Starting predict_future for CLFD [2025-12-02T20:28:51.942055] [DEBUG] [LOCAL ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt [2025-12-02T20:28:51.942104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:51.942133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:51.942158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:51.942212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:51.997886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:51.998488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:51.998562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:51.998610] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:52.119338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:52.119484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:52.119525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:52.119552] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:52.122777] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=96.99%) [2025-12-02T20:28:52.123033] [INFO ] [FORECASTER] Completed predict_future for CLFD [2025-12-02T20:28:52.123149] [INFO ] [sig ] CLFD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:52.259874] [INFO ] [LOCAL ] Saved forecast: CLFD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLFD.txt [2025-12-02T20:28:52.259997] [INFO ] [sig ] [664/3544] Completed CLFD in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:52.260034] [INFO ] [sig ] [665/3544] Forecasting CLH... [2025-12-02T20:28:52.260062] [INFO ] [sig ] Generating forecast for: CLH [2025-12-02T20:28:52.260090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-12-02T20:28:52.270873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLH'. [2025-12-02T20:28:52.271126] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-12-02T20:28:52.271936] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-12-02T20:28:52.271987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:52.272018] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:52.272044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:52.272100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:52.328098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:52.328719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:52.328801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:52.328832] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:52.447060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:52.447208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:52.447247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:52.447276] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:52.450533] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=59.31%) [2025-12-02T20:28:52.450804] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-12-02T20:28:52.450921] [INFO ] [sig ] CLH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:52.597046] [INFO ] [LOCAL ] Saved forecast: CLH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLH.txt [2025-12-02T20:28:52.597163] [INFO ] [sig ] [665/3544] Completed CLH in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:52.597198] [INFO ] [sig ] [666/3544] Forecasting CLLS... [2025-12-02T20:28:52.597225] [INFO ] [sig ] Generating forecast for: CLLS [2025-12-02T20:28:52.597254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'. [2025-12-02T20:28:52.608256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLLS'. [2025-12-02T20:28:52.608797] [INFO ] [FORECASTER] Starting predict_future for CLLS [2025-12-02T20:28:52.609852] [DEBUG] [LOCAL ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt [2025-12-02T20:28:52.609902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:52.609932] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:52.609957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:52.610012] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:52.666900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:52.667749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:52.667890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:52.667926] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:52.792361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:52.792515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:52.792557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:52.792606] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:52.795952] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=82.30%) [2025-12-02T20:28:52.796231] [INFO ] [FORECASTER] Completed predict_future for CLLS [2025-12-02T20:28:52.796379] [INFO ] [sig ] CLLS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:52.934468] [INFO ] [LOCAL ] Saved forecast: CLLS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLLS.txt [2025-12-02T20:28:52.934622] [INFO ] [sig ] [666/3544] Completed CLLS in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:52.934661] [INFO ] [sig ] [667/3544] Forecasting CLMB... [2025-12-02T20:28:52.934690] [INFO ] [sig ] Generating forecast for: CLMB [2025-12-02T20:28:52.934719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'. [2025-12-02T20:28:52.946364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLMB'. [2025-12-02T20:28:52.946748] [INFO ] [FORECASTER] Starting predict_future for CLMB [2025-12-02T20:28:52.947554] [DEBUG] [LOCAL ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt [2025-12-02T20:28:52.947623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:52.947665] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:52.947692] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:52.947746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:53.004949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:53.005770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:53.005852] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:53.005885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:53.126187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:53.126343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:53.126384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:53.126412] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:53.129730] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=97.11%) [2025-12-02T20:28:53.129996] [INFO ] [FORECASTER] Completed predict_future for CLMB [2025-12-02T20:28:53.130118] [INFO ] [sig ] CLMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:53.277348] [INFO ] [LOCAL ] Saved forecast: CLMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLMB.txt [2025-12-02T20:28:53.277513] [INFO ] [sig ] [667/3544] Completed CLMB in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:53.277550] [INFO ] [sig ] [668/3544] Forecasting CLNE... [2025-12-02T20:28:53.277595] [INFO ] [sig ] Generating forecast for: CLNE [2025-12-02T20:28:53.277626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'. [2025-12-02T20:28:53.289228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNE'. [2025-12-02T20:28:53.289560] [INFO ] [FORECASTER] Starting predict_future for CLNE [2025-12-02T20:28:53.290442] [DEBUG] [LOCAL ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt [2025-12-02T20:28:53.290493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:53.290524] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:53.290550] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:53.290631] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:53.346566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:53.347389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:53.347470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:53.347500] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:53.460880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:53.461026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:53.461066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:53.461092] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:53.464307] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=61.38%) [2025-12-02T20:28:53.464563] [INFO ] [FORECASTER] Completed predict_future for CLNE [2025-12-02T20:28:53.464698] [INFO ] [sig ] CLNE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:53.601185] [INFO ] [LOCAL ] Saved forecast: CLNE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLNE.txt [2025-12-02T20:28:53.601301] [INFO ] [sig ] [668/3544] Completed CLNE in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:53.601336] [INFO ] [sig ] [669/3544] Forecasting CLNN... [2025-12-02T20:28:53.601364] [INFO ] [sig ] Generating forecast for: CLNN [2025-12-02T20:28:53.601392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'. [2025-12-02T20:28:53.612332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNN'. [2025-12-02T20:28:53.612608] [INFO ] [FORECASTER] Starting predict_future for CLNN [2025-12-02T20:28:53.613343] [DEBUG] [LOCAL ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt [2025-12-02T20:28:53.613391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:53.613421] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:53.613447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:53.613500] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:53.669164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:53.669771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:53.669843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:53.669873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:53.788806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:53.788941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:53.788978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:53.789006] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:53.792168] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=49.28%) [2025-12-02T20:28:53.792424] [INFO ] [FORECASTER] Completed predict_future for CLNN [2025-12-02T20:28:53.792542] [INFO ] [sig ] CLNN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:53.929550] [INFO ] [LOCAL ] Saved forecast: CLNN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CLNN.txt [2025-12-02T20:28:53.929712] [INFO ] [sig ] [669/3544] Completed CLNN in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:53.929750] [INFO ] [sig ] [670/3544] Forecasting CLOA... [2025-12-02T20:28:53.929777] [INFO ] [sig ] Generating forecast for: CLOA [2025-12-02T20:28:53.929807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'. [2025-12-02T20:28:53.940699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLOA'. [2025-12-02T20:28:53.940960] [INFO ] [FORECASTER] Starting predict_future for CLOA [2025-12-02T20:28:53.941794] [DEBUG] [LOCAL ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt [2025-12-02T20:28:53.941844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:53.941876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:53.941903] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:53.941959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:53.999544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:54.000201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:54.000283] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:54.000316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:54.097789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:54.097933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:54.097970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:54.097997] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:54.101202] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=98.54%) [2025-12-02T20:28:54.101459] [INFO ] [FORECASTER] Completed predict_future for CLOA [2025-12-02T20:28:54.101590] [INFO ] [sig ] CLOA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:54.239233] [INFO ] [LOCAL ] Saved forecast: CLOA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLOA.txt [2025-12-02T20:28:54.239348] [INFO ] [sig ] [670/3544] Completed CLOA in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:54.239384] [INFO ] [sig ] [671/3544] Forecasting CLRB... [2025-12-02T20:28:54.239419] [INFO ] [sig ] Generating forecast for: CLRB [2025-12-02T20:28:54.239449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'. [2025-12-02T20:28:54.250629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRB'. [2025-12-02T20:28:54.250933] [INFO ] [FORECASTER] Starting predict_future for CLRB [2025-12-02T20:28:54.251727] [DEBUG] [LOCAL ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt [2025-12-02T20:28:54.251777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:54.251808] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:54.251835] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:54.251892] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:54.308977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:54.309606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:54.309682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:54.309714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:54.429841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:54.429973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:54.430010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:54.430037] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:54.433226] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=88.52%) [2025-12-02T20:28:54.433510] [INFO ] [FORECASTER] Completed predict_future for CLRB [2025-12-02T20:28:54.433644] [INFO ] [sig ] CLRB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:54.573031] [INFO ] [LOCAL ] Saved forecast: CLRB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLRB.txt [2025-12-02T20:28:54.573178] [INFO ] [sig ] [671/3544] Completed CLRB in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.1m [2025-12-02T20:28:54.573214] [INFO ] [sig ] [672/3544] Forecasting CLRO... [2025-12-02T20:28:54.573242] [INFO ] [sig ] Generating forecast for: CLRO [2025-12-02T20:28:54.573270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'. [2025-12-02T20:28:54.584283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRO'. [2025-12-02T20:28:54.584631] [INFO ] [FORECASTER] Starting predict_future for CLRO [2025-12-02T20:28:54.585445] [DEBUG] [LOCAL ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt [2025-12-02T20:28:54.585496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:54.585528] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:54.585556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:54.585637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:54.642897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:54.643515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:54.643613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:54.643649] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:54.752256] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:54.752381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:54.752417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:54.752444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:54.755630] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=80.61%) [2025-12-02T20:28:54.755881] [INFO ] [FORECASTER] Completed predict_future for CLRO [2025-12-02T20:28:54.755996] [INFO ] [sig ] CLRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:54.893030] [INFO ] [LOCAL ] Saved forecast: CLRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLRO.txt [2025-12-02T20:28:54.893152] [INFO ] [sig ] [672/3544] Completed CLRO in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:54.893188] [INFO ] [sig ] [673/3544] Forecasting CLS... [2025-12-02T20:28:54.893216] [INFO ] [sig ] Generating forecast for: CLS [2025-12-02T20:28:54.893245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-12-02T20:28:54.905190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLS'. [2025-12-02T20:28:54.905540] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-12-02T20:28:54.906349] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-12-02T20:28:54.906408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:54.906469] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:54.906495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:54.906550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:54.962252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:54.963074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:54.963157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:54.963189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:55.087418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:55.087621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:55.087665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:55.087712] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:55.091072] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=23.14%) [2025-12-02T20:28:55.091339] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-12-02T20:28:55.091459] [INFO ] [sig ] CLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:55.230560] [INFO ] [LOCAL ] Saved forecast: CLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CLS.txt [2025-12-02T20:28:55.230714] [INFO ] [sig ] [673/3544] Completed CLS in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:55.230754] [INFO ] [sig ] [674/3544] Forecasting CLX... [2025-12-02T20:28:55.230784] [INFO ] [sig ] Generating forecast for: CLX [2025-12-02T20:28:55.230815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'. [2025-12-02T20:28:55.242545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLX'. [2025-12-02T20:28:55.242876] [INFO ] [FORECASTER] Starting predict_future for CLX [2025-12-02T20:28:55.243702] [DEBUG] [LOCAL ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt [2025-12-02T20:28:55.243759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:55.243799] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:55.243836] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:55.243896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:55.300153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:55.301008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:55.301090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:55.301122] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:55.422749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:55.422898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:55.422939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:55.422984] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:55.426248] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=89.15%) [2025-12-02T20:28:55.426503] [INFO ] [FORECASTER] Completed predict_future for CLX [2025-12-02T20:28:55.426638] [INFO ] [sig ] CLX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:55.565071] [INFO ] [LOCAL ] Saved forecast: CLX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CLX.txt [2025-12-02T20:28:55.565213] [INFO ] [sig ] [674/3544] Completed CLX in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:55.565249] [INFO ] [sig ] [675/3544] Forecasting CM... [2025-12-02T20:28:55.565277] [INFO ] [sig ] Generating forecast for: CM [2025-12-02T20:28:55.565306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-12-02T20:28:55.576163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CM'. [2025-12-02T20:28:55.576486] [INFO ] [FORECASTER] Starting predict_future for CM [2025-12-02T20:28:55.577278] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-12-02T20:28:55.577326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:55.577357] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:55.577381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:55.577435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:55.635034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:55.635757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:55.635836] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:55.635869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:55.755840] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:55.755993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:55.756034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:55.756063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:55.759458] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=57.28%) [2025-12-02T20:28:55.759745] [INFO ] [FORECASTER] Completed predict_future for CM [2025-12-02T20:28:55.759867] [INFO ] [sig ] CM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:55.903607] [INFO ] [LOCAL ] Saved forecast: CM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CM.txt [2025-12-02T20:28:55.903759] [INFO ] [sig ] [675/3544] Completed CM in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:55.903796] [INFO ] [sig ] [676/3544] Forecasting CMA... [2025-12-02T20:28:55.903824] [INFO ] [sig ] Generating forecast for: CMA [2025-12-02T20:28:55.903859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-12-02T20:28:55.915665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMA'. [2025-12-02T20:28:55.915987] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-12-02T20:28:55.916780] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-12-02T20:28:55.916829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:55.916865] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:55.916890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:55.916945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:55.971798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:55.972430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:55.972510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:55.972541] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:56.092180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:56.092321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:56.092361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:56.092387] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:56.095701] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=78.47%) [2025-12-02T20:28:56.095955] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-12-02T20:28:56.096070] [INFO ] [sig ] CMA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:56.233920] [INFO ] [LOCAL ] Saved forecast: CMA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMA.txt [2025-12-02T20:28:56.234030] [INFO ] [sig ] [676/3544] Completed CMA in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:56.234066] [INFO ] [sig ] [677/3544] Forecasting CMC... [2025-12-02T20:28:56.234094] [INFO ] [sig ] Generating forecast for: CMC [2025-12-02T20:28:56.234123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-12-02T20:28:56.245110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMC'. [2025-12-02T20:28:56.245371] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-12-02T20:28:56.246135] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-12-02T20:28:56.246183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:56.246213] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:56.246238] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:56.246292] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:56.301588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:56.302182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:56.302255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:56.302292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:56.422924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:56.423061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:56.423098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:56.423125] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:56.426293] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=95.10%) [2025-12-02T20:28:56.426587] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-12-02T20:28:56.426705] [INFO ] [sig ] CMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:56.565921] [INFO ] [LOCAL ] Saved forecast: CMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMC.txt [2025-12-02T20:28:56.566034] [INFO ] [sig ] [677/3544] Completed CMC in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:56.566069] [INFO ] [sig ] [678/3544] Forecasting CMCM... [2025-12-02T20:28:56.566096] [INFO ] [sig ] Generating forecast for: CMCM [2025-12-02T20:28:56.566124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-12-02T20:28:56.576992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCM'. [2025-12-02T20:28:56.577267] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-12-02T20:28:56.578099] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-12-02T20:28:56.578151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:56.578182] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:56.578210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:56.578271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:56.635609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:56.636443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:56.636524] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:56.636556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:56.746082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:56.746209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:56.746246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:56.746273] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:56.749422] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=91.85%) [2025-12-02T20:28:56.749693] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-12-02T20:28:56.749811] [INFO ] [sig ] CMCM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:56.885987] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMCM.txt [2025-12-02T20:28:56.886109] [INFO ] [sig ] [678/3544] Completed CMCM in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:56.886146] [INFO ] [sig ] [679/3544] Forecasting CMCO... [2025-12-02T20:28:56.886174] [INFO ] [sig ] Generating forecast for: CMCO [2025-12-02T20:28:56.886202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'. [2025-12-02T20:28:56.897649] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCO'. [2025-12-02T20:28:56.897934] [INFO ] [FORECASTER] Starting predict_future for CMCO [2025-12-02T20:28:56.898768] [DEBUG] [LOCAL ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt [2025-12-02T20:28:56.898818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:56.898850] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:56.898876] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:56.898933] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:56.955378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:56.956107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:56.956183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:56.956217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:57.075674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:57.075814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:57.075853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:57.075879] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:57.079151] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=19.81%) [2025-12-02T20:28:57.079436] [INFO ] [FORECASTER] Completed predict_future for CMCO [2025-12-02T20:28:57.079565] [INFO ] [sig ] CMCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:57.220066] [INFO ] [LOCAL ] Saved forecast: CMCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CMCO.txt [2025-12-02T20:28:57.220196] [INFO ] [sig ] [679/3544] Completed CMCO in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:57.220235] [INFO ] [sig ] [680/3544] Forecasting CMCSA... [2025-12-02T20:28:57.220264] [INFO ] [sig ] Generating forecast for: CMCSA [2025-12-02T20:28:57.220298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'. [2025-12-02T20:28:57.231298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'. [2025-12-02T20:28:57.231589] [INFO ] [FORECASTER] Starting predict_future for CMCSA [2025-12-02T20:28:57.232356] [DEBUG] [LOCAL ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt [2025-12-02T20:28:57.232414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:57.232445] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:57.232470] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:57.232525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:57.289413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:57.290048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:57.290144] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:57.290179] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:57.407608] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:57.407737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:57.407777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:57.407806] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:57.411046] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-12-02T20:28:57.411301] [INFO ] [FORECASTER] Completed predict_future for CMCSA [2025-12-02T20:28:57.411417] [INFO ] [sig ] CMCSA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:57.548992] [INFO ] [LOCAL ] Saved forecast: CMCSA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMCSA.txt [2025-12-02T20:28:57.549109] [INFO ] [sig ] [680/3544] Completed CMCSA in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:57.549146] [INFO ] [sig ] [681/3544] Forecasting CME... [2025-12-02T20:28:57.549174] [INFO ] [sig ] Generating forecast for: CME [2025-12-02T20:28:57.549202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'. [2025-12-02T20:28:57.559970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CME'. [2025-12-02T20:28:57.560238] [INFO ] [FORECASTER] Starting predict_future for CME [2025-12-02T20:28:57.561028] [DEBUG] [LOCAL ] No optimal features file found for CME: ./output/feature-sets/CME.txt [2025-12-02T20:28:57.561078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:57.561110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:57.561137] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:57.561193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:57.619479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:57.620111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:57.620188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:57.620220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:57.738643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:57.738776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:57.738814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:57.738840] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:57.742024] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=96.22%) [2025-12-02T20:28:57.742275] [INFO ] [FORECASTER] Completed predict_future for CME [2025-12-02T20:28:57.742414] [INFO ] [sig ] CME: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:57.880173] [INFO ] [LOCAL ] Saved forecast: CME 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CME.txt [2025-12-02T20:28:57.880285] [INFO ] [sig ] [681/3544] Completed CME in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:57.880321] [INFO ] [sig ] [682/3544] Forecasting CMG... [2025-12-02T20:28:57.880352] [INFO ] [sig ] Generating forecast for: CMG [2025-12-02T20:28:57.880382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-12-02T20:28:57.894607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMG'. [2025-12-02T20:28:57.894961] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-12-02T20:28:57.895775] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-12-02T20:28:57.895823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:57.895853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:57.895878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:57.895932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:57.951104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:57.951903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:57.951983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:57.952014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:58.067447] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:58.067600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:58.067639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:58.067666] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:58.070867] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=42.56%) [2025-12-02T20:28:58.071122] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-12-02T20:28:58.071239] [INFO ] [sig ] CMG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:58.207252] [INFO ] [LOCAL ] Saved forecast: CMG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CMG.txt [2025-12-02T20:28:58.207365] [INFO ] [sig ] [682/3544] Completed CMG in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:58.207401] [INFO ] [sig ] [683/3544] Forecasting CMI... [2025-12-02T20:28:58.207427] [INFO ] [sig ] Generating forecast for: CMI [2025-12-02T20:28:58.207456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-12-02T20:28:58.219054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMI'. [2025-12-02T20:28:58.219388] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-12-02T20:28:58.220192] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-12-02T20:28:58.220243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:58.220274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:58.220302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:58.220359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:58.276136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:58.276774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:58.276876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:58.276908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:58.396523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:58.396676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:58.396713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:58.396741] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:58.400039] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=92.31%) [2025-12-02T20:28:58.400293] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-12-02T20:28:58.400418] [INFO ] [sig ] CMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:58.539320] [INFO ] [LOCAL ] Saved forecast: CMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMI.txt [2025-12-02T20:28:58.539434] [INFO ] [sig ] [683/3544] Completed CMI in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:58.539477] [INFO ] [sig ] [684/3544] Forecasting CMMB... [2025-12-02T20:28:58.539508] [INFO ] [sig ] Generating forecast for: CMMB [2025-12-02T20:28:58.539537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'. [2025-12-02T20:28:58.550529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMMB'. [2025-12-02T20:28:58.550849] [INFO ] [FORECASTER] Starting predict_future for CMMB [2025-12-02T20:28:58.551606] [DEBUG] [LOCAL ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt [2025-12-02T20:28:58.551656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:58.551687] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:58.551713] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:58.551767] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:58.614510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:58.615291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:58.615370] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:58.615403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:58.729034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:58.729178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:58.729217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:58.729245] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:58.732485] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=93.53%) [2025-12-02T20:28:58.732755] [INFO ] [FORECASTER] Completed predict_future for CMMB [2025-12-02T20:28:58.732871] [INFO ] [sig ] CMMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:58.871128] [INFO ] [LOCAL ] Saved forecast: CMMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMMB.txt [2025-12-02T20:28:58.871240] [INFO ] [sig ] [684/3544] Completed CMMB in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:58.871275] [INFO ] [sig ] [685/3544] Forecasting CMP... [2025-12-02T20:28:58.871302] [INFO ] [sig ] Generating forecast for: CMP [2025-12-02T20:28:58.871331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-12-02T20:28:58.883125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMP'. [2025-12-02T20:28:58.883434] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-12-02T20:28:58.884213] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-12-02T20:28:58.884263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:58.884294] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:58.884321] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:58.884377] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:58.939955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:58.940725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:58.940801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:58.940832] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:59.060878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:59.061033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:59.061074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:59.061102] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:59.064384] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=35.50%) [2025-12-02T20:28:59.064683] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-12-02T20:28:59.064804] [INFO ] [sig ] CMP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:28:59.201335] [INFO ] [LOCAL ] Saved forecast: CMP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CMP.txt [2025-12-02T20:28:59.201478] [INFO ] [sig ] [685/3544] Completed CMP in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:59.201514] [INFO ] [sig ] [686/3544] Forecasting CMPO... [2025-12-02T20:28:59.201542] [INFO ] [sig ] Generating forecast for: CMPO [2025-12-02T20:28:59.201590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-12-02T20:28:59.213505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPO'. [2025-12-02T20:28:59.213888] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-12-02T20:28:59.214685] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-12-02T20:28:59.214736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:59.214770] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:59.214797] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:59.214852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:59.270295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:59.271107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:59.271185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:59.271217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:59.392806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:59.392962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:59.393010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:59.393039] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:59.396316] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=54.46%) [2025-12-02T20:28:59.396589] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-12-02T20:28:59.396706] [INFO ] [sig ] CMPO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:59.534864] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMPO.txt [2025-12-02T20:28:59.535003] [INFO ] [sig ] [686/3544] Completed CMPO in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:59.535047] [INFO ] [sig ] [687/3544] Forecasting CMPS... [2025-12-02T20:28:59.535086] [INFO ] [sig ] Generating forecast for: CMPS [2025-12-02T20:28:59.535134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'. [2025-12-02T20:28:59.546787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPS'. [2025-12-02T20:28:59.547086] [INFO ] [FORECASTER] Starting predict_future for CMPS [2025-12-02T20:28:59.547931] [DEBUG] [LOCAL ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt [2025-12-02T20:28:59.547983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:59.548013] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:59.548039] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:59.548092] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:59.605246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:59.605883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:59.605960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:59.605990] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:28:59.727005] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:28:59.727148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:28:59.727203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:28:59.727231] [INFO ] [FORECASTER] Training complete [2025-12-02T20:28:59.730493] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=56.47%) [2025-12-02T20:28:59.730767] [INFO ] [FORECASTER] Completed predict_future for CMPS [2025-12-02T20:28:59.730884] [INFO ] [sig ] CMPS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:28:59.866237] [INFO ] [LOCAL ] Saved forecast: CMPS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMPS.txt [2025-12-02T20:28:59.866350] [INFO ] [sig ] [687/3544] Completed CMPS in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:28:59.866387] [INFO ] [sig ] [688/3544] Forecasting CMPX... [2025-12-02T20:28:59.866418] [INFO ] [sig ] Generating forecast for: CMPX [2025-12-02T20:28:59.866447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'. [2025-12-02T20:28:59.877556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPX'. [2025-12-02T20:28:59.877885] [INFO ] [FORECASTER] Starting predict_future for CMPX [2025-12-02T20:28:59.878696] [DEBUG] [LOCAL ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt [2025-12-02T20:28:59.878746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:28:59.878777] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:28:59.878802] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:28:59.878857] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:28:59.934656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:28:59.935457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:28:59.935535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:28:59.935566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:00.064746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:00.064894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:00.064935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:00.064962] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:00.068255] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=7.40%) [2025-12-02T20:29:00.068545] [INFO ] [FORECASTER] Completed predict_future for CMPX [2025-12-02T20:29:00.068876] [INFO ] [sig ] CMPX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:00.206680] [INFO ] [LOCAL ] Saved forecast: CMPX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CMPX.txt [2025-12-02T20:29:00.206825] [INFO ] [sig ] [688/3544] Completed CMPX in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.0m [2025-12-02T20:29:00.206863] [INFO ] [sig ] [689/3544] Forecasting CMRE... [2025-12-02T20:29:00.206891] [INFO ] [sig ] Generating forecast for: CMRE [2025-12-02T20:29:00.206920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-12-02T20:29:00.218412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMRE'. [2025-12-02T20:29:00.218794] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-12-02T20:29:00.219556] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-12-02T20:29:00.219624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:00.219656] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:00.219682] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:00.219737] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:00.278709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:00.279637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:00.279717] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:00.279748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:00.396743] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:00.396878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:00.396915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:00.396941] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:00.400223] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=71.81%) [2025-12-02T20:29:00.400477] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-12-02T20:29:00.400613] [INFO ] [sig ] CMRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:00.538352] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMRE.txt [2025-12-02T20:29:00.538471] [INFO ] [sig ] [689/3544] Completed CMRE in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 15.9m [2025-12-02T20:29:00.538508] [INFO ] [sig ] [690/3544] Forecasting CMS... [2025-12-02T20:29:00.538540] [INFO ] [sig ] Generating forecast for: CMS [2025-12-02T20:29:00.538585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-12-02T20:29:00.550256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMS'. [2025-12-02T20:29:00.550556] [INFO ] [FORECASTER] Starting predict_future for CMS [2025-12-02T20:29:00.551477] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-12-02T20:29:00.551527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:00.551604] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:00.551633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:00.551689] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:00.610901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:00.611535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:00.611629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:00.611662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:00.731915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:00.732043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:00.732081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:00.732108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:00.735325] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=88.46%) [2025-12-02T20:29:00.735605] [INFO ] [FORECASTER] Completed predict_future for CMS [2025-12-02T20:29:00.735726] [INFO ] [sig ] CMS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:00.877062] [INFO ] [LOCAL ] Saved forecast: CMS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMS.txt [2025-12-02T20:29:00.877201] [INFO ] [sig ] [690/3544] Completed CMS in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:00.877239] [INFO ] [sig ] [691/3544] Forecasting CMSA... [2025-12-02T20:29:00.877269] [INFO ] [sig ] Generating forecast for: CMSA [2025-12-02T20:29:00.877296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-12-02T20:29:00.888353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSA'. [2025-12-02T20:29:00.888695] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-12-02T20:29:00.889456] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-12-02T20:29:00.889509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:00.889549] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:00.889596] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:00.889653] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:00.944045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:00.944666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:00.944741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:00.944772] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:01.052178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:01.052330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:01.052370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:01.052396] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:01.055688] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=77.29%) [2025-12-02T20:29:01.055962] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-12-02T20:29:01.056079] [INFO ] [sig ] CMSA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:01.192104] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMSA.txt [2025-12-02T20:29:01.192256] [INFO ] [sig ] [691/3544] Completed CMSA in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:01.192293] [INFO ] [sig ] [692/3544] Forecasting CMSC... [2025-12-02T20:29:01.192322] [INFO ] [sig ] Generating forecast for: CMSC [2025-12-02T20:29:01.192350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-12-02T20:29:01.202943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSC'. [2025-12-02T20:29:01.203251] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-12-02T20:29:01.204025] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-12-02T20:29:01.204074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:01.204105] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:01.204131] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:01.204185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:01.260166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:01.260986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:01.261068] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:01.261101] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:01.372947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:01.373074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:01.373113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:01.373140] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:01.376382] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=55.04%) [2025-12-02T20:29:01.376665] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-12-02T20:29:01.376782] [INFO ] [sig ] CMSC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:01.514641] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMSC.txt [2025-12-02T20:29:01.514768] [INFO ] [sig ] [692/3544] Completed CMSC in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:01.514804] [INFO ] [sig ] [693/3544] Forecasting CMSD... [2025-12-02T20:29:01.514833] [INFO ] [sig ] Generating forecast for: CMSD [2025-12-02T20:29:01.514862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-12-02T20:29:01.525657] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSD'. [2025-12-02T20:29:01.525943] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-12-02T20:29:01.526711] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-12-02T20:29:01.526759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:01.526789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:01.526814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:01.526869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:01.582762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:01.583386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:01.583475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:01.583512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:01.705481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:01.705647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:01.705687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:01.705752] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:01.709134] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=19.74%) [2025-12-02T20:29:01.709471] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-12-02T20:29:01.709620] [INFO ] [sig ] CMSD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:01.846784] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CMSD.txt [2025-12-02T20:29:01.846905] [INFO ] [sig ] [693/3544] Completed CMSD in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:01.846942] [INFO ] [sig ] [694/3544] Forecasting CMTG... [2025-12-02T20:29:01.846970] [INFO ] [sig ] Generating forecast for: CMTG [2025-12-02T20:29:01.846998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-12-02T20:29:01.857639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTG'. [2025-12-02T20:29:01.857947] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-12-02T20:29:01.858733] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-12-02T20:29:01.858782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:01.858812] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:01.858838] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:01.858893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:01.916041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:01.916885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:01.916966] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:01.916998] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:02.030165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:02.030312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:02.030354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:02.030381] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:02.033713] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=5.81%) [2025-12-02T20:29:02.033985] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-12-02T20:29:02.034106] [INFO ] [sig ] CMTG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:02.174442] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CMTG.txt [2025-12-02T20:29:02.174601] [INFO ] [sig ] [694/3544] Completed CMTG in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:02.174641] [INFO ] [sig ] [695/3544] Forecasting CMTL... [2025-12-02T20:29:02.174677] [INFO ] [sig ] Generating forecast for: CMTL [2025-12-02T20:29:02.174706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'. [2025-12-02T20:29:02.186088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTL'. [2025-12-02T20:29:02.186367] [INFO ] [FORECASTER] Starting predict_future for CMTL [2025-12-02T20:29:02.187208] [DEBUG] [LOCAL ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt [2025-12-02T20:29:02.187258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:02.187288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:02.187313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:02.187369] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:02.244756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:02.245366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:02.245442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:02.245473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:02.366511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:02.366681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:02.366722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:02.366751] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:02.370252] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=96.44%) [2025-12-02T20:29:02.370563] [INFO ] [FORECASTER] Completed predict_future for CMTL [2025-12-02T20:29:02.370715] [INFO ] [sig ] CMTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:02.511773] [INFO ] [LOCAL ] Saved forecast: CMTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CMTL.txt [2025-12-02T20:29:02.511927] [INFO ] [sig ] [695/3544] Completed CMTL in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:02.511964] [INFO ] [sig ] [696/3544] Forecasting CNA... [2025-12-02T20:29:02.511992] [INFO ] [sig ] Generating forecast for: CNA [2025-12-02T20:29:02.512022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-12-02T20:29:02.524234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNA'. [2025-12-02T20:29:02.524541] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-12-02T20:29:02.525367] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-12-02T20:29:02.525419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:02.525451] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:02.525478] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:02.525534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:02.581363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:02.582121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:02.582199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:02.582230] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:02.699442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:02.699598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:02.699637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:02.699664] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:02.702843] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=99.44%) [2025-12-02T20:29:02.703099] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-12-02T20:29:02.703214] [INFO ] [sig ] CNA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:02.842546] [INFO ] [LOCAL ] Saved forecast: CNA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNA.txt [2025-12-02T20:29:02.842695] [INFO ] [sig ] [696/3544] Completed CNA in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:02.842733] [INFO ] [sig ] [697/3544] Forecasting CNC... [2025-12-02T20:29:02.842762] [INFO ] [sig ] Generating forecast for: CNC [2025-12-02T20:29:02.842790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-12-02T20:29:02.853865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNC'. [2025-12-02T20:29:02.854127] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-12-02T20:29:02.854904] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-12-02T20:29:02.854952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:02.854982] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:02.855008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:02.855062] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:02.910143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:02.910806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:02.910881] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:02.910912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:03.029789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:03.029939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:03.029977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:03.030005] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:03.033260] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-12-02T20:29:03.033541] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-12-02T20:29:03.033688] [INFO ] [sig ] CNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:03.169604] [INFO ] [LOCAL ] Saved forecast: CNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNC.txt [2025-12-02T20:29:03.169727] [INFO ] [sig ] [697/3544] Completed CNC in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:03.169764] [INFO ] [sig ] [698/3544] Forecasting CNEY... [2025-12-02T20:29:03.169792] [INFO ] [sig ] Generating forecast for: CNEY [2025-12-02T20:29:03.169820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'. [2025-12-02T20:29:03.180674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNEY'. [2025-12-02T20:29:03.180937] [INFO ] [FORECASTER] Starting predict_future for CNEY [2025-12-02T20:29:03.181694] [DEBUG] [LOCAL ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt [2025-12-02T20:29:03.181742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:03.181772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:03.181798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:03.181852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:03.236640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:03.237230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:03.237304] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:03.237335] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:03.355091] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:03.355242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:03.355281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:03.355326] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:03.358607] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: DOWN (p=15.52%) [2025-12-02T20:29:03.358870] [INFO ] [FORECASTER] Completed predict_future for CNEY [2025-12-02T20:29:03.358986] [INFO ] [sig ] CNEY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:03.496849] [INFO ] [LOCAL ] Saved forecast: CNEY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNEY.txt [2025-12-02T20:29:03.496975] [INFO ] [sig ] [698/3544] Completed CNEY in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:03.497012] [INFO ] [sig ] [699/3544] Forecasting CNF... [2025-12-02T20:29:03.497040] [INFO ] [sig ] Generating forecast for: CNF [2025-12-02T20:29:03.497068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-12-02T20:29:03.508562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNF'. [2025-12-02T20:29:03.508906] [INFO ] [FORECASTER] Starting predict_future for CNF [2025-12-02T20:29:03.509695] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-12-02T20:29:03.509742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:03.509772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:03.509797] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:03.509851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:03.564760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:03.565390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:03.565465] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:03.565500] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:03.671538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:03.671685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:03.671721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:03.671748] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:03.674902] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=14.57%) [2025-12-02T20:29:03.675155] [INFO ] [FORECASTER] Completed predict_future for CNF [2025-12-02T20:29:03.675270] [INFO ] [sig ] CNF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:03.811058] [INFO ] [LOCAL ] Saved forecast: CNF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNF.txt [2025-12-02T20:29:03.811179] [INFO ] [sig ] [699/3544] Completed CNF in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:03.811216] [INFO ] [sig ] [700/3544] Forecasting CNI... [2025-12-02T20:29:03.811244] [INFO ] [sig ] Generating forecast for: CNI [2025-12-02T20:29:03.811273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-12-02T20:29:03.826394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNI'. [2025-12-02T20:29:03.826867] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-12-02T20:29:03.827923] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-12-02T20:29:03.827985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:03.828026] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:03.828062] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:03.828137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:03.895039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:03.895941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:03.896067] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:03.896113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:04.015256] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:04.015416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:04.015454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:04.015481] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:04.018894] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=64.00%) [2025-12-02T20:29:04.019206] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-12-02T20:29:04.019337] [INFO ] [sig ] CNI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:04.156829] [INFO ] [LOCAL ] Saved forecast: CNI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNI.txt [2025-12-02T20:29:04.156980] [INFO ] [sig ] [700/3544] Completed CNI in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:04.157019] [INFO ] [sig ] [701/3544] Forecasting CNK... [2025-12-02T20:29:04.157048] [INFO ] [sig ] Generating forecast for: CNK [2025-12-02T20:29:04.157077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-12-02T20:29:04.168867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNK'. [2025-12-02T20:29:04.169226] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-12-02T20:29:04.170021] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-12-02T20:29:04.170072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:04.170102] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:04.170128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:04.170183] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:04.225795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:04.226631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:04.226712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:04.226743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:04.347401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:04.347547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:04.347603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:04.347632] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:04.350919] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=57.90%) [2025-12-02T20:29:04.351174] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-12-02T20:29:04.351290] [INFO ] [sig ] CNK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:04.489479] [INFO ] [LOCAL ] Saved forecast: CNK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNK.txt [2025-12-02T20:29:04.489647] [INFO ] [sig ] [701/3544] Completed CNK in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:04.489686] [INFO ] [sig ] [702/3544] Forecasting CNM... [2025-12-02T20:29:04.489714] [INFO ] [sig ] Generating forecast for: CNM [2025-12-02T20:29:04.489743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-12-02T20:29:04.502079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNM'. [2025-12-02T20:29:04.502431] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-12-02T20:29:04.503203] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-12-02T20:29:04.503252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:04.503281] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:04.503306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:04.503372] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:04.562827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:04.563629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:04.563711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:04.563743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:04.693054] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:04.693207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:04.693246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:04.693274] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:04.696718] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=9.73%) [2025-12-02T20:29:04.696983] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-12-02T20:29:04.697100] [INFO ] [sig ] CNM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:04.837425] [INFO ] [LOCAL ] Saved forecast: CNM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNM.txt [2025-12-02T20:29:04.837597] [INFO ] [sig ] [702/3544] Completed CNM in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:04.837638] [INFO ] [sig ] [703/3544] Forecasting CNMD... [2025-12-02T20:29:04.837667] [INFO ] [sig ] Generating forecast for: CNMD [2025-12-02T20:29:04.837694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-12-02T20:29:04.848951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNMD'. [2025-12-02T20:29:04.849238] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-12-02T20:29:04.850044] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-12-02T20:29:04.850091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:04.850121] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:04.850147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:04.850201] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:04.910190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:04.911273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:04.911373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:04.911416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:05.031848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:05.031999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:05.032037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:05.032064] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:05.035283] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=87.50%) [2025-12-02T20:29:05.035537] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-12-02T20:29:05.035692] [INFO ] [sig ] CNMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:05.173420] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNMD.txt [2025-12-02T20:29:05.173611] [INFO ] [sig ] [703/3544] Completed CNMD in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:05.173652] [INFO ] [sig ] [704/3544] Forecasting CNNE... [2025-12-02T20:29:05.173682] [INFO ] [sig ] Generating forecast for: CNNE [2025-12-02T20:29:05.173710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-12-02T20:29:05.185394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNNE'. [2025-12-02T20:29:05.185729] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-12-02T20:29:05.186496] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-12-02T20:29:05.186557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:05.186607] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:05.186636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:05.186691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:05.242279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:05.242944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:05.243024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:05.243054] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:05.367289] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:05.367435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:05.367476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:05.367504] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:05.370868] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=20.89%) [2025-12-02T20:29:05.371132] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-12-02T20:29:05.371252] [INFO ] [sig ] CNNE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:05.511325] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNNE.txt [2025-12-02T20:29:05.511460] [INFO ] [sig ] [704/3544] Completed CNNE in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:05.511496] [INFO ] [sig ] [705/3544] Forecasting CNO... [2025-12-02T20:29:05.511523] [INFO ] [sig ] Generating forecast for: CNO [2025-12-02T20:29:05.511553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-12-02T20:29:05.523446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNO'. [2025-12-02T20:29:05.523795] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-12-02T20:29:05.524548] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-12-02T20:29:05.524615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:05.524646] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:05.524673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:05.524727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:05.580270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:05.581092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:05.581171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:05.581202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:05.701482] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:05.701651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:05.701691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:05.701718] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:05.704927] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=26.23%) [2025-12-02T20:29:05.705180] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-12-02T20:29:05.705294] [INFO ] [sig ] CNO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:05.842479] [INFO ] [LOCAL ] Saved forecast: CNO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNO.txt [2025-12-02T20:29:05.842649] [INFO ] [sig ] [705/3544] Completed CNO in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.9m [2025-12-02T20:29:05.842690] [INFO ] [sig ] [706/3544] Forecasting CNOB... [2025-12-02T20:29:05.842720] [INFO ] [sig ] Generating forecast for: CNOB [2025-12-02T20:29:05.842748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'. [2025-12-02T20:29:05.853668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNOB'. [2025-12-02T20:29:05.854017] [INFO ] [FORECASTER] Starting predict_future for CNOB [2025-12-02T20:29:05.854799] [DEBUG] [LOCAL ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt [2025-12-02T20:29:05.854848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:05.854879] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:05.854904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:05.854959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:05.912900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:05.913764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:05.913846] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:05.913878] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:06.030449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:06.030618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:06.030659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:06.030687] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:06.033958] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=45.99%) [2025-12-02T20:29:06.034232] [INFO ] [FORECASTER] Completed predict_future for CNOB [2025-12-02T20:29:06.034351] [INFO ] [sig ] CNOB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:06.171219] [INFO ] [LOCAL ] Saved forecast: CNOB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNOB.txt [2025-12-02T20:29:06.171354] [INFO ] [sig ] [706/3544] Completed CNOB in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.8m [2025-12-02T20:29:06.171390] [INFO ] [sig ] [707/3544] Forecasting CNP... [2025-12-02T20:29:06.171418] [INFO ] [sig ] Generating forecast for: CNP [2025-12-02T20:29:06.171447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-12-02T20:29:06.182642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNP'. [2025-12-02T20:29:06.182919] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-12-02T20:29:06.183695] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-12-02T20:29:06.183743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:06.183800] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:06.183827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:06.183882] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:06.239197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:06.240037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:06.240119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:06.240150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:06.359498] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:06.359661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:06.359699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:06.359726] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:06.362932] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=77.34%) [2025-12-02T20:29:06.363183] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-12-02T20:29:06.363297] [INFO ] [sig ] CNP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:06.504508] [INFO ] [LOCAL ] Saved forecast: CNP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNP.txt [2025-12-02T20:29:06.504685] [INFO ] [sig ] [707/3544] Completed CNP in 0.3s | 2.98 sym/s | Total: 3.9m | ETA: 15.8m [2025-12-02T20:29:06.504726] [INFO ] [sig ] [708/3544] Forecasting CNQ... [2025-12-02T20:29:06.504755] [INFO ] [sig ] Generating forecast for: CNQ [2025-12-02T20:29:06.504784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-12-02T20:29:06.516976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNQ'. [2025-12-02T20:29:06.517269] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-12-02T20:29:06.518089] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-12-02T20:29:06.518139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:06.518170] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:06.518197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:06.518252] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:06.577524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:06.578449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:06.578540] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:06.578595] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:06.699645] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:06.699792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:06.699831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:06.699858] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:06.703087] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=49.99%) [2025-12-02T20:29:06.703342] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-12-02T20:29:06.703455] [INFO ] [sig ] CNQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:06.843342] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNQ.txt [2025-12-02T20:29:06.843487] [INFO ] [sig ] [708/3544] Completed CNQ in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:06.843524] [INFO ] [sig ] [709/3544] Forecasting CNS... [2025-12-02T20:29:06.843553] [INFO ] [sig ] Generating forecast for: CNS [2025-12-02T20:29:06.843602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-12-02T20:29:06.854864] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNS'. [2025-12-02T20:29:06.855201] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-12-02T20:29:06.855987] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-12-02T20:29:06.856036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:06.856066] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:06.856091] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:06.856145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:06.911404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:06.912160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:06.912237] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:06.912268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:07.027486] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:07.027658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:07.027700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:07.027728] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:07.030958] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=54.50%) [2025-12-02T20:29:07.031236] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-12-02T20:29:07.031354] [INFO ] [sig ] CNS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:07.166801] [INFO ] [LOCAL ] Saved forecast: CNS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNS.txt [2025-12-02T20:29:07.166966] [INFO ] [sig ] [709/3544] Completed CNS in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:07.167003] [INFO ] [sig ] [710/3544] Forecasting CNSP... [2025-12-02T20:29:07.167032] [INFO ] [sig ] Generating forecast for: CNSP [2025-12-02T20:29:07.167063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'. [2025-12-02T20:29:07.178988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNSP'. [2025-12-02T20:29:07.179353] [INFO ] [FORECASTER] Starting predict_future for CNSP [2025-12-02T20:29:07.180214] [DEBUG] [LOCAL ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt [2025-12-02T20:29:07.180264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:07.180294] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:07.180319] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:07.180373] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:07.235381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:07.236244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:07.236329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:07.236359] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:07.356019] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:07.356178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:07.356217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:07.356244] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:07.359663] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=7.02%) [2025-12-02T20:29:07.359942] [INFO ] [FORECASTER] Completed predict_future for CNSP [2025-12-02T20:29:07.360063] [INFO ] [sig ] CNSP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:07.499430] [INFO ] [LOCAL ] Saved forecast: CNSP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNSP.txt [2025-12-02T20:29:07.499565] [INFO ] [sig ] [710/3544] Completed CNSP in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:07.499620] [INFO ] [sig ] [711/3544] Forecasting CNTA... [2025-12-02T20:29:07.499648] [INFO ] [sig ] Generating forecast for: CNTA [2025-12-02T20:29:07.499677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'. [2025-12-02T20:29:07.510998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTA'. [2025-12-02T20:29:07.511263] [INFO ] [FORECASTER] Starting predict_future for CNTA [2025-12-02T20:29:07.512040] [DEBUG] [LOCAL ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt [2025-12-02T20:29:07.512088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:07.512118] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:07.512142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:07.512195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:07.567291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:07.567986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:07.568078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:07.568111] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:07.696101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:07.696251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:07.696308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:07.696337] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:07.699639] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=91.36%) [2025-12-02T20:29:07.699908] [INFO ] [FORECASTER] Completed predict_future for CNTA [2025-12-02T20:29:07.700029] [INFO ] [sig ] CNTA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:07.835873] [INFO ] [LOCAL ] Saved forecast: CNTA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNTA.txt [2025-12-02T20:29:07.836020] [INFO ] [sig ] [711/3544] Completed CNTA in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:07.836058] [INFO ] [sig ] [712/3544] Forecasting CNTY... [2025-12-02T20:29:07.836086] [INFO ] [sig ] Generating forecast for: CNTY [2025-12-02T20:29:07.836115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'. [2025-12-02T20:29:07.847392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTY'. [2025-12-02T20:29:07.847747] [INFO ] [FORECASTER] Starting predict_future for CNTY [2025-12-02T20:29:07.848549] [DEBUG] [LOCAL ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt [2025-12-02T20:29:07.848628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:07.848666] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:07.848697] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:07.848756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:07.903084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:07.903741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:07.903818] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:07.903849] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:08.022279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:08.022410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:08.022447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:08.022474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:08.025644] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=34.32%) [2025-12-02T20:29:08.025898] [INFO ] [FORECASTER] Completed predict_future for CNTY [2025-12-02T20:29:08.026012] [INFO ] [sig ] CNTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:08.160423] [INFO ] [LOCAL ] Saved forecast: CNTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CNTY.txt [2025-12-02T20:29:08.160538] [INFO ] [sig ] [712/3544] Completed CNTY in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:08.160593] [INFO ] [sig ] [713/3544] Forecasting CNVS... [2025-12-02T20:29:08.160625] [INFO ] [sig ] Generating forecast for: CNVS [2025-12-02T20:29:08.160655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'. [2025-12-02T20:29:08.171427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNVS'. [2025-12-02T20:29:08.171741] [INFO ] [FORECASTER] Starting predict_future for CNVS [2025-12-02T20:29:08.172487] [DEBUG] [LOCAL ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt [2025-12-02T20:29:08.172535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:08.172565] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:08.172609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:08.172665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:08.228895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:08.229953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:08.230040] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:08.230074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:08.355155] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:08.355306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:08.355347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:08.355375] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:08.358811] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=94.56%) [2025-12-02T20:29:08.359079] [INFO ] [FORECASTER] Completed predict_future for CNVS [2025-12-02T20:29:08.359203] [INFO ] [sig ] CNVS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:08.502232] [INFO ] [LOCAL ] Saved forecast: CNVS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNVS.txt [2025-12-02T20:29:08.502388] [INFO ] [sig ] [713/3544] Completed CNVS in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:08.502428] [INFO ] [sig ] [714/3544] Forecasting CNX... [2025-12-02T20:29:08.502456] [INFO ] [sig ] Generating forecast for: CNX [2025-12-02T20:29:08.502485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-12-02T20:29:08.515385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNX'. [2025-12-02T20:29:08.515778] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-12-02T20:29:08.516705] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-12-02T20:29:08.516757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:08.516789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:08.516816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:08.516872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:08.572408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:08.573278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:08.573357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:08.573388] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:08.700527] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:08.700706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:08.700750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:08.700777] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:08.704255] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=62.92%) [2025-12-02T20:29:08.704532] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-12-02T20:29:08.704685] [INFO ] [sig ] CNX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:08.847344] [INFO ] [LOCAL ] Saved forecast: CNX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNX.txt [2025-12-02T20:29:08.847518] [INFO ] [sig ] [714/3544] Completed CNX in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:08.847585] [INFO ] [sig ] [715/3544] Forecasting CNXC... [2025-12-02T20:29:08.847618] [INFO ] [sig ] Generating forecast for: CNXC [2025-12-02T20:29:08.847648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'. [2025-12-02T20:29:08.859683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXC'. [2025-12-02T20:29:08.859985] [INFO ] [FORECASTER] Starting predict_future for CNXC [2025-12-02T20:29:08.860779] [DEBUG] [LOCAL ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt [2025-12-02T20:29:08.860827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:08.860867] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:08.860892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:08.860946] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:08.915478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:08.916099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:08.916175] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:08.916205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:09.033048] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:09.033199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:09.033238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:09.033265] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:09.036544] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=88.60%) [2025-12-02T20:29:09.036823] [INFO ] [FORECASTER] Completed predict_future for CNXC [2025-12-02T20:29:09.036940] [INFO ] [sig ] CNXC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:09.172093] [INFO ] [LOCAL ] Saved forecast: CNXC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNXC.txt [2025-12-02T20:29:09.172216] [INFO ] [sig ] [715/3544] Completed CNXC in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:09.172253] [INFO ] [sig ] [716/3544] Forecasting CNXN... [2025-12-02T20:29:09.172280] [INFO ] [sig ] Generating forecast for: CNXN [2025-12-02T20:29:09.172309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'. [2025-12-02T20:29:09.184073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXN'. [2025-12-02T20:29:09.184399] [INFO ] [FORECASTER] Starting predict_future for CNXN [2025-12-02T20:29:09.185208] [DEBUG] [LOCAL ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt [2025-12-02T20:29:09.185257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:09.185287] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:09.185311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:09.185364] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:09.240414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:09.241116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:09.241192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:09.241223] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:09.358308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:09.358462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:09.358503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:09.358529] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:09.361882] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=76.52%) [2025-12-02T20:29:09.362140] [INFO ] [FORECASTER] Completed predict_future for CNXN [2025-12-02T20:29:09.362258] [INFO ] [sig ] CNXN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:09.523615] [INFO ] [LOCAL ] Saved forecast: CNXN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CNXN.txt [2025-12-02T20:29:09.523789] [INFO ] [sig ] [716/3544] Completed CNXN in 0.4s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:09.523828] [INFO ] [sig ] [717/3544] Forecasting COCO... [2025-12-02T20:29:09.523857] [INFO ] [sig ] Generating forecast for: COCO [2025-12-02T20:29:09.523887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'. [2025-12-02T20:29:09.534904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COCO'. [2025-12-02T20:29:09.535259] [INFO ] [FORECASTER] Starting predict_future for COCO [2025-12-02T20:29:09.536056] [DEBUG] [LOCAL ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt [2025-12-02T20:29:09.536104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:09.536133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:09.536160] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:09.536214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:09.593063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:09.593908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:09.594022] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:09.594056] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:09.716388] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:09.716533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:09.716591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:09.716631] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:09.720108] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=82.86%) [2025-12-02T20:29:09.720374] [INFO ] [FORECASTER] Completed predict_future for COCO [2025-12-02T20:29:09.720498] [INFO ] [sig ] COCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:09.859850] [INFO ] [LOCAL ] Saved forecast: COCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COCO.txt [2025-12-02T20:29:09.859968] [INFO ] [sig ] [717/3544] Completed COCO in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:09.860004] [INFO ] [sig ] [718/3544] Forecasting CODA... [2025-12-02T20:29:09.860031] [INFO ] [sig ] Generating forecast for: CODA [2025-12-02T20:29:09.860059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'. [2025-12-02T20:29:09.871432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODA'. [2025-12-02T20:29:09.871778] [INFO ] [FORECASTER] Starting predict_future for CODA [2025-12-02T20:29:09.872555] [DEBUG] [LOCAL ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt [2025-12-02T20:29:09.872620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:09.872652] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:09.872681] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:09.872735] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:09.927465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:09.928137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:09.928213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:09.928244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:10.044152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:10.044338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:10.044384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:10.044412] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:10.047840] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: UP (p=90.99%) [2025-12-02T20:29:10.048128] [INFO ] [FORECASTER] Completed predict_future for CODA [2025-12-02T20:29:10.048246] [INFO ] [sig ] CODA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:10.183691] [INFO ] [LOCAL ] Saved forecast: CODA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CODA.txt [2025-12-02T20:29:10.183817] [INFO ] [sig ] [718/3544] Completed CODA in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:10.183860] [INFO ] [sig ] [719/3544] Forecasting CODI... [2025-12-02T20:29:10.183888] [INFO ] [sig ] Generating forecast for: CODI [2025-12-02T20:29:10.183917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-12-02T20:29:10.194956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODI'. [2025-12-02T20:29:10.195218] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-12-02T20:29:10.195988] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-12-02T20:29:10.196036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:10.196067] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:10.196092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:10.196146] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:10.255135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:10.255875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:10.255969] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:10.256003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:10.373205] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:10.373331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:10.373371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:10.373399] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:10.376717] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=90.84%) [2025-12-02T20:29:10.376974] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-12-02T20:29:10.377092] [INFO ] [sig ] CODI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:10.515544] [INFO ] [LOCAL ] Saved forecast: CODI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CODI.txt [2025-12-02T20:29:10.515669] [INFO ] [sig ] [719/3544] Completed CODI in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:10.515706] [INFO ] [sig ] [720/3544] Forecasting COEP... [2025-12-02T20:29:10.515732] [INFO ] [sig ] Generating forecast for: COEP [2025-12-02T20:29:10.515759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'. [2025-12-02T20:29:10.527851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COEP'. [2025-12-02T20:29:10.528172] [INFO ] [FORECASTER] Starting predict_future for COEP [2025-12-02T20:29:10.529136] [DEBUG] [LOCAL ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt [2025-12-02T20:29:10.529183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:10.529214] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:10.529238] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:10.529291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:10.586965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:10.587567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:10.587662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:10.587694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:10.712663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:10.712808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:10.712848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:10.712876] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:10.716153] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=92.63%) [2025-12-02T20:29:10.716404] [INFO ] [FORECASTER] Completed predict_future for COEP [2025-12-02T20:29:10.716548] [INFO ] [sig ] COEP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:10.854746] [INFO ] [LOCAL ] Saved forecast: COEP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COEP.txt [2025-12-02T20:29:10.854883] [INFO ] [sig ] [720/3544] Completed COEP in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:10.854921] [INFO ] [sig ] [721/3544] Forecasting COF... [2025-12-02T20:29:10.854949] [INFO ] [sig ] Generating forecast for: COF [2025-12-02T20:29:10.854978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-12-02T20:29:10.866347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COF'. [2025-12-02T20:29:10.866646] [INFO ] [FORECASTER] Starting predict_future for COF [2025-12-02T20:29:10.867408] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-12-02T20:29:10.867458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:10.867491] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:10.867518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:10.867593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:10.925100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:10.925725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:10.925803] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:10.925834] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:11.046204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:11.046331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:11.046368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:11.046394] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:11.049552] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=89.36%) [2025-12-02T20:29:11.049823] [INFO ] [FORECASTER] Completed predict_future for COF [2025-12-02T20:29:11.049944] [INFO ] [sig ] COF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:11.184763] [INFO ] [LOCAL ] Saved forecast: COF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COF.txt [2025-12-02T20:29:11.184869] [INFO ] [sig ] [721/3544] Completed COF in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:11.184905] [INFO ] [sig ] [722/3544] Forecasting COFS... [2025-12-02T20:29:11.184932] [INFO ] [sig ] Generating forecast for: COFS [2025-12-02T20:29:11.184960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'. [2025-12-02T20:29:11.196918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COFS'. [2025-12-02T20:29:11.197297] [INFO ] [FORECASTER] Starting predict_future for COFS [2025-12-02T20:29:11.198149] [DEBUG] [LOCAL ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt [2025-12-02T20:29:11.198198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:11.198229] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:11.198255] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:11.198310] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:11.253765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:11.254646] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:11.254729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:11.254759] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:11.371640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:11.371801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:11.371840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:11.371885] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:11.375196] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=16.06%) [2025-12-02T20:29:11.375463] [INFO ] [FORECASTER] Completed predict_future for COFS [2025-12-02T20:29:11.375604] [INFO ] [sig ] COFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:11.515896] [INFO ] [LOCAL ] Saved forecast: COFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COFS.txt [2025-12-02T20:29:11.516249] [INFO ] [sig ] [722/3544] Completed COFS in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:11.516286] [INFO ] [sig ] [723/3544] Forecasting COIN... [2025-12-02T20:29:11.516315] [INFO ] [sig ] Generating forecast for: COIN [2025-12-02T20:29:11.516345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'. [2025-12-02T20:29:11.528302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COIN'. [2025-12-02T20:29:11.528608] [INFO ] [FORECASTER] Starting predict_future for COIN [2025-12-02T20:29:11.529402] [DEBUG] [LOCAL ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt [2025-12-02T20:29:11.529450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:11.529481] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:11.529505] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:11.529560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:11.586749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:11.587430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:11.587509] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:11.587542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:11.712871] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:11.713048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:11.713102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:11.713131] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:11.716482] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=80.24%) [2025-12-02T20:29:11.716757] [INFO ] [FORECASTER] Completed predict_future for COIN [2025-12-02T20:29:11.716873] [INFO ] [sig ] COIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:11.853687] [INFO ] [LOCAL ] Saved forecast: COIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COIN.txt [2025-12-02T20:29:11.853823] [INFO ] [sig ] [723/3544] Completed COIN in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.8m [2025-12-02T20:29:11.853866] [INFO ] [sig ] [724/3544] Forecasting COKE... [2025-12-02T20:29:11.853894] [INFO ] [sig ] Generating forecast for: COKE [2025-12-02T20:29:11.853923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'. [2025-12-02T20:29:11.865480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COKE'. [2025-12-02T20:29:11.865754] [INFO ] [FORECASTER] Starting predict_future for COKE [2025-12-02T20:29:11.866487] [DEBUG] [LOCAL ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt [2025-12-02T20:29:11.866535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:11.866608] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:11.866635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:11.866690] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:11.923550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:11.924236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:11.924329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:11.924362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:12.040593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:12.040743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:12.040784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:12.040811] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:12.044113] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=52.21%) [2025-12-02T20:29:12.044374] [INFO ] [FORECASTER] Completed predict_future for COKE [2025-12-02T20:29:12.044492] [INFO ] [sig ] COKE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:12.181254] [INFO ] [LOCAL ] Saved forecast: COKE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COKE.txt [2025-12-02T20:29:12.181398] [INFO ] [sig ] [724/3544] Completed COKE in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.7m [2025-12-02T20:29:12.181435] [INFO ] [sig ] [725/3544] Forecasting COLB... [2025-12-02T20:29:12.181462] [INFO ] [sig ] Generating forecast for: COLB [2025-12-02T20:29:12.181492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'. [2025-12-02T20:29:12.192738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLB'. [2025-12-02T20:29:12.192986] [INFO ] [FORECASTER] Starting predict_future for COLB [2025-12-02T20:29:12.193748] [DEBUG] [LOCAL ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt [2025-12-02T20:29:12.193800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:12.193840] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:12.193873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:12.193931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:12.250646] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:12.251267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:12.251343] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:12.251375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:12.368527] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:12.368684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:12.368732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:12.368766] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:12.372032] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=5.34%) [2025-12-02T20:29:12.372287] [INFO ] [FORECASTER] Completed predict_future for COLB [2025-12-02T20:29:12.372401] [INFO ] [sig ] COLB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:12.516487] [INFO ] [LOCAL ] Saved forecast: COLB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COLB.txt [2025-12-02T20:29:12.516706] [INFO ] [sig ] [725/3544] Completed COLB in 0.3s | 2.98 sym/s | Total: 4.0m | ETA: 15.7m [2025-12-02T20:29:12.516763] [INFO ] [sig ] [726/3544] Forecasting COLD... [2025-12-02T20:29:12.516806] [INFO ] [sig ] Generating forecast for: COLD [2025-12-02T20:29:12.516848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-12-02T20:29:12.530028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLD'. [2025-12-02T20:29:12.530388] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-12-02T20:29:12.531194] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-12-02T20:29:12.531243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:12.531274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:12.531316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:12.531371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:12.587008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:12.587934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:12.588016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:12.588046] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:12.707220] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:12.707347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:12.707384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:12.707410] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:12.710662] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=21.92%) [2025-12-02T20:29:12.710923] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-12-02T20:29:12.711041] [INFO ] [sig ] COLD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:12.847250] [INFO ] [LOCAL ] Saved forecast: COLD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COLD.txt [2025-12-02T20:29:12.847353] [INFO ] [sig ] [726/3544] Completed COLD in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:12.847388] [INFO ] [sig ] [727/3544] Forecasting COLL... [2025-12-02T20:29:12.847416] [INFO ] [sig ] Generating forecast for: COLL [2025-12-02T20:29:12.847445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'. [2025-12-02T20:29:12.858226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLL'. [2025-12-02T20:29:12.858477] [INFO ] [FORECASTER] Starting predict_future for COLL [2025-12-02T20:29:12.859240] [DEBUG] [LOCAL ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt [2025-12-02T20:29:12.859288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:12.859318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:12.859343] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:12.859397] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:12.914144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:12.914725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:12.914799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:12.914829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:13.037226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:13.037332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:13.037367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:13.037425] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:13.040551] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=78.35%) [2025-12-02T20:29:13.040836] [INFO ] [FORECASTER] Completed predict_future for COLL [2025-12-02T20:29:13.040958] [INFO ] [sig ] COLL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:13.175121] [INFO ] [LOCAL ] Saved forecast: COLL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COLL.txt [2025-12-02T20:29:13.175222] [INFO ] [sig ] [727/3544] Completed COLL in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:13.175258] [INFO ] [sig ] [728/3544] Forecasting COLM... [2025-12-02T20:29:13.175286] [INFO ] [sig ] Generating forecast for: COLM [2025-12-02T20:29:13.175313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'. [2025-12-02T20:29:13.185855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLM'. [2025-12-02T20:29:13.186105] [INFO ] [FORECASTER] Starting predict_future for COLM [2025-12-02T20:29:13.186874] [DEBUG] [LOCAL ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt [2025-12-02T20:29:13.186922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:13.186952] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:13.186977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:13.187032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:13.240950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:13.241514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:13.241603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:13.241636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:13.357199] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:13.357286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:13.357320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:13.357346] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:13.360381] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=43.94%) [2025-12-02T20:29:13.360646] [INFO ] [FORECASTER] Completed predict_future for COLM [2025-12-02T20:29:13.360761] [INFO ] [sig ] COLM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:13.495715] [INFO ] [LOCAL ] Saved forecast: COLM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COLM.txt [2025-12-02T20:29:13.495820] [INFO ] [sig ] [728/3544] Completed COLM in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:13.495856] [INFO ] [sig ] [729/3544] Forecasting COMM... [2025-12-02T20:29:13.495883] [INFO ] [sig ] Generating forecast for: COMM [2025-12-02T20:29:13.495911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'. [2025-12-02T20:29:13.507637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMM'. [2025-12-02T20:29:13.507991] [INFO ] [FORECASTER] Starting predict_future for COMM [2025-12-02T20:29:13.508783] [DEBUG] [LOCAL ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt [2025-12-02T20:29:13.508831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:13.508862] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:13.508887] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:13.508942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:13.563557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:13.564232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:13.564309] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:13.564340] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:13.685162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:13.685333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:13.685379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:13.685412] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:13.688777] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=78.27%) [2025-12-02T20:29:13.689062] [INFO ] [FORECASTER] Completed predict_future for COMM [2025-12-02T20:29:13.689185] [INFO ] [sig ] COMM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:13.827431] [INFO ] [LOCAL ] Saved forecast: COMM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COMM.txt [2025-12-02T20:29:13.827554] [INFO ] [sig ] [729/3544] Completed COMM in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:13.827607] [INFO ] [sig ] [730/3544] Forecasting COMP... [2025-12-02T20:29:13.827637] [INFO ] [sig ] Generating forecast for: COMP [2025-12-02T20:29:13.827672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-12-02T20:29:13.839306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMP'. [2025-12-02T20:29:13.839610] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-12-02T20:29:13.840419] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-12-02T20:29:13.840467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:13.840497] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:13.840522] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:13.840593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:13.895427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:13.896046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:13.896120] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:13.896150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:14.018116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:14.018225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:14.018260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:14.018287] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:14.021418] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-12-02T20:29:14.021699] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-12-02T20:29:14.021838] [INFO ] [sig ] COMP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:14.157785] [INFO ] [LOCAL ] Saved forecast: COMP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COMP.txt [2025-12-02T20:29:14.157914] [INFO ] [sig ] [730/3544] Completed COMP in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:14.157952] [INFO ] [sig ] [731/3544] Forecasting CONL... [2025-12-02T20:29:14.157980] [INFO ] [sig ] Generating forecast for: CONL [2025-12-02T20:29:14.158008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'. [2025-12-02T20:29:14.170217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CONL'. [2025-12-02T20:29:14.170620] [INFO ] [FORECASTER] Starting predict_future for CONL [2025-12-02T20:29:14.171507] [DEBUG] [LOCAL ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt [2025-12-02T20:29:14.171560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:14.171612] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:14.171639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:14.171699] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:14.229874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:14.230642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:14.230728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:14.230760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:14.357805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:14.357986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:14.358029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:14.358057] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:14.361688] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=8.90%) [2025-12-02T20:29:14.361999] [INFO ] [FORECASTER] Completed predict_future for CONL [2025-12-02T20:29:14.362131] [INFO ] [sig ] CONL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:14.509004] [INFO ] [LOCAL ] Saved forecast: CONL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CONL.txt [2025-12-02T20:29:14.509171] [INFO ] [sig ] [731/3544] Completed CONL in 0.4s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:14.509219] [INFO ] [sig ] [732/3544] Forecasting COO... [2025-12-02T20:29:14.509251] [INFO ] [sig ] Generating forecast for: COO [2025-12-02T20:29:14.509281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'. [2025-12-02T20:29:14.521235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COO'. [2025-12-02T20:29:14.521541] [INFO ] [FORECASTER] Starting predict_future for COO [2025-12-02T20:29:14.522347] [DEBUG] [LOCAL ] No optimal features file found for COO: ./output/feature-sets/COO.txt [2025-12-02T20:29:14.522407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:14.522450] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:14.522488] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:14.522564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:14.580692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:14.581353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:14.581431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:14.581464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:14.704538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:14.704709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:14.704751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:14.704780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:14.708304] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-12-02T20:29:14.708567] [INFO ] [FORECASTER] Completed predict_future for COO [2025-12-02T20:29:14.708712] [INFO ] [sig ] COO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:14.851976] [INFO ] [LOCAL ] Saved forecast: COO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COO.txt [2025-12-02T20:29:14.852154] [INFO ] [sig ] [732/3544] Completed COO in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:14.852202] [INFO ] [sig ] [733/3544] Forecasting COP... [2025-12-02T20:29:14.852233] [INFO ] [sig ] Generating forecast for: COP [2025-12-02T20:29:14.852264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-12-02T20:29:14.864155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COP'. [2025-12-02T20:29:14.864489] [INFO ] [FORECASTER] Starting predict_future for COP [2025-12-02T20:29:14.865349] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-12-02T20:29:14.865400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:14.865431] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:14.865457] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:14.865511] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:14.923346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:14.924084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:14.924163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:14.924196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:15.047769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:15.047957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:15.048005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:15.048051] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:15.051547] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=22.54%) [2025-12-02T20:29:15.051867] [INFO ] [FORECASTER] Completed predict_future for COP [2025-12-02T20:29:15.052003] [INFO ] [sig ] COP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:15.200632] [INFO ] [LOCAL ] Saved forecast: COP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COP.txt [2025-12-02T20:29:15.200809] [INFO ] [sig ] [733/3544] Completed COP in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:15.200861] [INFO ] [sig ] [734/3544] Forecasting COPP... [2025-12-02T20:29:15.200902] [INFO ] [sig ] Generating forecast for: COPP [2025-12-02T20:29:15.200939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'. [2025-12-02T20:29:15.212036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COPP'. [2025-12-02T20:29:15.212290] [INFO ] [FORECASTER] Starting predict_future for COPP [2025-12-02T20:29:15.213073] [DEBUG] [LOCAL ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt [2025-12-02T20:29:15.213122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:15.213151] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:15.213178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:15.213233] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:15.268533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:15.269324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:15.269438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:15.269470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:15.386741] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:15.386865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:15.386905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:15.386932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:15.390253] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=53.37%) [2025-12-02T20:29:15.390512] [INFO ] [FORECASTER] Completed predict_future for COPP [2025-12-02T20:29:15.390645] [INFO ] [sig ] COPP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:15.527706] [INFO ] [LOCAL ] Saved forecast: COPP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COPP.txt [2025-12-02T20:29:15.527824] [INFO ] [sig ] [734/3544] Completed COPP in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:15.527860] [INFO ] [sig ] [735/3544] Forecasting CORZ... [2025-12-02T20:29:15.527910] [INFO ] [sig ] Generating forecast for: CORZ [2025-12-02T20:29:15.527944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'. [2025-12-02T20:29:15.540887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZ'. [2025-12-02T20:29:15.541163] [INFO ] [FORECASTER] Starting predict_future for CORZ [2025-12-02T20:29:15.542028] [DEBUG] [LOCAL ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt [2025-12-02T20:29:15.542079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:15.542112] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:15.542140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:15.542198] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:15.600277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:15.600921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:15.600999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:15.601032] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:15.721927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:15.722029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:15.722064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:15.722092] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:15.725201] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=98.26%) [2025-12-02T20:29:15.725452] [INFO ] [FORECASTER] Completed predict_future for CORZ [2025-12-02T20:29:15.725583] [INFO ] [sig ] CORZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:15.868282] [INFO ] [LOCAL ] Saved forecast: CORZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CORZ.txt [2025-12-02T20:29:15.868409] [INFO ] [sig ] [735/3544] Completed CORZ in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:15.868447] [INFO ] [sig ] [736/3544] Forecasting CORZZ... [2025-12-02T20:29:15.868475] [INFO ] [sig ] Generating forecast for: CORZZ [2025-12-02T20:29:15.868503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'. [2025-12-02T20:29:15.880985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'. [2025-12-02T20:29:15.881247] [INFO ] [FORECASTER] Starting predict_future for CORZZ [2025-12-02T20:29:15.882044] [DEBUG] [LOCAL ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt [2025-12-02T20:29:15.882092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:15.882122] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:15.882148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:15.882202] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:15.937412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:15.938029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:15.938104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:15.938134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:16.046610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:16.046756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:16.046802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:16.046836] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:16.050159] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=40.93%) [2025-12-02T20:29:16.050414] [INFO ] [FORECASTER] Completed predict_future for CORZZ [2025-12-02T20:29:16.050531] [INFO ] [sig ] CORZZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:16.187000] [INFO ] [LOCAL ] Saved forecast: CORZZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CORZZ.txt [2025-12-02T20:29:16.187124] [INFO ] [sig ] [736/3544] Completed CORZZ in 0.3s | 2.98 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:16.187161] [INFO ] [sig ] [737/3544] Forecasting COTY... [2025-12-02T20:29:16.187188] [INFO ] [sig ] Generating forecast for: COTY [2025-12-02T20:29:16.187217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-12-02T20:29:16.198501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COTY'. [2025-12-02T20:29:16.198834] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-12-02T20:29:16.199676] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-12-02T20:29:16.199734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:16.199775] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:16.199807] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:16.199876] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:16.256790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:16.257411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:16.257488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:16.257522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:16.377315] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:16.377454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:16.377492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:16.377519] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:16.380763] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=97.13%) [2025-12-02T20:29:16.381021] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-12-02T20:29:16.381138] [INFO ] [sig ] COTY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:16.517505] [INFO ] [LOCAL ] Saved forecast: COTY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/COTY.txt [2025-12-02T20:29:16.517656] [INFO ] [sig ] [737/3544] Completed COTY in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:16.517695] [INFO ] [sig ] [738/3544] Forecasting COWG... [2025-12-02T20:29:16.517722] [INFO ] [sig ] Generating forecast for: COWG [2025-12-02T20:29:16.517751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'. [2025-12-02T20:29:16.528866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COWG'. [2025-12-02T20:29:16.529151] [INFO ] [FORECASTER] Starting predict_future for COWG [2025-12-02T20:29:16.529936] [DEBUG] [LOCAL ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt [2025-12-02T20:29:16.529986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:16.530016] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:16.530041] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:16.530096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:16.584617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:16.585215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:16.585290] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:16.585321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:16.700780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:16.700927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:16.700965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:16.700992] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:16.704205] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=15.12%) [2025-12-02T20:29:16.704463] [INFO ] [FORECASTER] Completed predict_future for COWG [2025-12-02T20:29:16.704598] [INFO ] [sig ] COWG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:16.840555] [INFO ] [LOCAL ] Saved forecast: COWG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COWG.txt [2025-12-02T20:29:16.840703] [INFO ] [sig ] [738/3544] Completed COWG in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:16.840739] [INFO ] [sig ] [739/3544] Forecasting COYA... [2025-12-02T20:29:16.840767] [INFO ] [sig ] Generating forecast for: COYA [2025-12-02T20:29:16.840796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'. [2025-12-02T20:29:16.855017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COYA'. [2025-12-02T20:29:16.855397] [INFO ] [FORECASTER] Starting predict_future for COYA [2025-12-02T20:29:16.856192] [DEBUG] [LOCAL ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt [2025-12-02T20:29:16.856251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:16.856281] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:16.856307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:16.856362] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:16.910633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:16.911473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:16.911554] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:16.911606] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:17.026915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:17.027074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:17.027114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:17.027140] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:17.030400] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=1.91%) [2025-12-02T20:29:17.030693] [INFO ] [FORECASTER] Completed predict_future for COYA [2025-12-02T20:29:17.030814] [INFO ] [sig ] COYA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:17.165825] [INFO ] [LOCAL ] Saved forecast: COYA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/COYA.txt [2025-12-02T20:29:17.165985] [INFO ] [sig ] [739/3544] Completed COYA in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:17.166022] [INFO ] [sig ] [740/3544] Forecasting CP... [2025-12-02T20:29:17.166050] [INFO ] [sig ] Generating forecast for: CP [2025-12-02T20:29:17.166079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-12-02T20:29:17.177261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CP'. [2025-12-02T20:29:17.177523] [INFO ] [FORECASTER] Starting predict_future for CP [2025-12-02T20:29:17.178318] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-12-02T20:29:17.178366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:17.178396] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:17.178421] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:17.178474] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:17.233244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:17.233857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:17.233932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:17.233961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:17.353636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:17.353786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:17.353825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:17.353852] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:17.357086] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=94.38%) [2025-12-02T20:29:17.357338] [INFO ] [FORECASTER] Completed predict_future for CP [2025-12-02T20:29:17.357453] [INFO ] [sig ] CP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:17.494710] [INFO ] [LOCAL ] Saved forecast: CP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CP.txt [2025-12-02T20:29:17.494831] [INFO ] [sig ] [740/3544] Completed CP in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.7m [2025-12-02T20:29:17.494867] [INFO ] [sig ] [741/3544] Forecasting CPA... [2025-12-02T20:29:17.494895] [INFO ] [sig ] Generating forecast for: CPA [2025-12-02T20:29:17.494923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-12-02T20:29:17.507182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPA'. [2025-12-02T20:29:17.507561] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-12-02T20:29:17.508408] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-12-02T20:29:17.508457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:17.508517] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:17.508543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:17.508613] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:17.564340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:17.564978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:17.565057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:17.565088] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:17.682416] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:17.682588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:17.682630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:17.682657] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:17.685920] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=29.34%) [2025-12-02T20:29:17.686172] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-12-02T20:29:17.686289] [INFO ] [sig ] CPA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:17.823666] [INFO ] [LOCAL ] Saved forecast: CPA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CPA.txt [2025-12-02T20:29:17.823794] [INFO ] [sig ] [741/3544] Completed CPA in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.6m [2025-12-02T20:29:17.823833] [INFO ] [sig ] [742/3544] Forecasting CPB... [2025-12-02T20:29:17.823863] [INFO ] [sig ] Generating forecast for: CPB [2025-12-02T20:29:17.823892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'. [2025-12-02T20:29:17.835185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPB'. [2025-12-02T20:29:17.835473] [INFO ] [FORECASTER] Starting predict_future for CPB [2025-12-02T20:29:17.836260] [DEBUG] [LOCAL ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt [2025-12-02T20:29:17.836310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:17.836343] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:17.836369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:17.836426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:17.891137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:17.891743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:17.891820] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:17.891851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:18.005628] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:18.005762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:18.005800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:18.005827] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:18.009034] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: DOWN (p=46.82%) [2025-12-02T20:29:18.009288] [INFO ] [FORECASTER] Completed predict_future for CPB [2025-12-02T20:29:18.009403] [INFO ] [sig ] CPB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:18.144626] [INFO ] [LOCAL ] Saved forecast: CPB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CPB.txt [2025-12-02T20:29:18.144754] [INFO ] [sig ] [742/3544] Completed CPB in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.6m [2025-12-02T20:29:18.144791] [INFO ] [sig ] [743/3544] Forecasting CPF... [2025-12-02T20:29:18.144819] [INFO ] [sig ] Generating forecast for: CPF [2025-12-02T20:29:18.144847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-12-02T20:29:18.155986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPF'. [2025-12-02T20:29:18.156284] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-12-02T20:29:18.157085] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-12-02T20:29:18.157135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:18.157169] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:18.157196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:18.157253] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:18.212767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:18.213379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:18.213454] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:18.213484] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:18.328367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:18.328521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:18.328563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:18.328614] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:18.331950] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=8.75%) [2025-12-02T20:29:18.332212] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-12-02T20:29:18.332330] [INFO ] [sig ] CPF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:18.484250] [INFO ] [LOCAL ] Saved forecast: CPF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CPF.txt [2025-12-02T20:29:18.484419] [INFO ] [sig ] [743/3544] Completed CPF in 0.3s | 2.99 sym/s | Total: 4.1m | ETA: 15.6m [2025-12-02T20:29:18.484469] [INFO ] [sig ] [744/3544] Forecasting CPIX... [2025-12-02T20:29:18.484498] [INFO ] [sig ] Generating forecast for: CPIX [2025-12-02T20:29:18.484529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'. [2025-12-02T20:29:18.496107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPIX'. [2025-12-02T20:29:18.496416] [INFO ] [FORECASTER] Starting predict_future for CPIX [2025-12-02T20:29:18.497188] [DEBUG] [LOCAL ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt [2025-12-02T20:29:18.497237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:18.497266] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:18.497291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:18.497345] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:18.553109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:18.553784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:18.553864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:18.553895] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:18.672170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:18.672323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:18.672363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:18.672426] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:18.675687] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=87.25%) [2025-12-02T20:29:18.675975] [INFO ] [FORECASTER] Completed predict_future for CPIX [2025-12-02T20:29:18.676102] [INFO ] [sig ] CPIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:18.817212] [INFO ] [LOCAL ] Saved forecast: CPIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CPIX.txt [2025-12-02T20:29:18.817333] [INFO ] [sig ] [744/3544] Completed CPIX in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:18.817369] [INFO ] [sig ] [745/3544] Forecasting CPK... [2025-12-02T20:29:18.817396] [INFO ] [sig ] Generating forecast for: CPK [2025-12-02T20:29:18.817424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-12-02T20:29:18.828963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPK'. [2025-12-02T20:29:18.829273] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-12-02T20:29:18.830048] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-12-02T20:29:18.830096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:18.830126] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:18.830151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:18.830206] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:18.889200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:18.889926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:18.890004] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:18.890037] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:19.004710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:19.004850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:19.004889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:19.004916] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:19.008141] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=79.43%) [2025-12-02T20:29:19.008395] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-12-02T20:29:19.008513] [INFO ] [sig ] CPK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:19.150712] [INFO ] [LOCAL ] Saved forecast: CPK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CPK.txt [2025-12-02T20:29:19.150835] [INFO ] [sig ] [745/3544] Completed CPK in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:19.150870] [INFO ] [sig ] [746/3544] Forecasting CPNG... [2025-12-02T20:29:19.150898] [INFO ] [sig ] Generating forecast for: CPNG [2025-12-02T20:29:19.150926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-12-02T20:29:19.163113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPNG'. [2025-12-02T20:29:19.163487] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-12-02T20:29:19.164346] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-12-02T20:29:19.164397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:19.164429] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:19.164455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:19.164511] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:19.221787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:19.222469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:19.222548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:19.222599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:19.345760] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:19.345909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:19.345968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:19.345997] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:19.349320] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=5.48%) [2025-12-02T20:29:19.349603] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-12-02T20:29:19.349729] [INFO ] [sig ] CPNG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:19.487377] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CPNG.txt [2025-12-02T20:29:19.487535] [INFO ] [sig ] [746/3544] Completed CPNG in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:19.487589] [INFO ] [sig ] [747/3544] Forecasting CPRI... [2025-12-02T20:29:19.487620] [INFO ] [sig ] Generating forecast for: CPRI [2025-12-02T20:29:19.487650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-12-02T20:29:19.499444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRI'. [2025-12-02T20:29:19.499812] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-12-02T20:29:19.500599] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-12-02T20:29:19.500648] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:19.500678] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:19.500703] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:19.500757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:19.556403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:19.557228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:19.557309] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:19.557342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:19.679160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:19.679313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:19.679352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:19.679379] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:19.682648] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=80.85%) [2025-12-02T20:29:19.682927] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-12-02T20:29:19.683051] [INFO ] [sig ] CPRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:19.821029] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CPRI.txt [2025-12-02T20:29:19.821184] [INFO ] [sig ] [747/3544] Completed CPRI in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:19.821224] [INFO ] [sig ] [748/3544] Forecasting CPRX... [2025-12-02T20:29:19.821254] [INFO ] [sig ] Generating forecast for: CPRX [2025-12-02T20:29:19.821285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'. [2025-12-02T20:29:19.832248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRX'. [2025-12-02T20:29:19.832555] [INFO ] [FORECASTER] Starting predict_future for CPRX [2025-12-02T20:29:19.833384] [DEBUG] [LOCAL ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt [2025-12-02T20:29:19.833435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:19.833467] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:19.833493] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:19.833549] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:19.889181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:19.889918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:19.889998] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:19.890031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:20.009440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:20.009621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:20.009663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:20.009691] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:20.013199] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=99.39%) [2025-12-02T20:29:20.013483] [INFO ] [FORECASTER] Completed predict_future for CPRX [2025-12-02T20:29:20.013629] [INFO ] [sig ] CPRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:20.164740] [INFO ] [LOCAL ] Saved forecast: CPRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CPRX.txt [2025-12-02T20:29:20.164899] [INFO ] [sig ] [748/3544] Completed CPRX in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:20.164939] [INFO ] [sig ] [749/3544] Forecasting CPS... [2025-12-02T20:29:20.164968] [INFO ] [sig ] Generating forecast for: CPS [2025-12-02T20:29:20.165000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-12-02T20:29:20.177009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPS'. [2025-12-02T20:29:20.177320] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-12-02T20:29:20.178128] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-12-02T20:29:20.178177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:20.178207] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:20.178231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:20.178285] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:20.233202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:20.233992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:20.234073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:20.234103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:20.354369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:20.354534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:20.354592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:20.354622] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:20.357992] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=67.14%) [2025-12-02T20:29:20.358260] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-12-02T20:29:20.358384] [INFO ] [sig ] CPS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:20.493950] [INFO ] [LOCAL ] Saved forecast: CPS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CPS.txt [2025-12-02T20:29:20.494076] [INFO ] [sig ] [749/3544] Completed CPS in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:20.494113] [INFO ] [sig ] [750/3544] Forecasting CPSH... [2025-12-02T20:29:20.494140] [INFO ] [sig ] Generating forecast for: CPSH [2025-12-02T20:29:20.494169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'. [2025-12-02T20:29:20.507504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSH'. [2025-12-02T20:29:20.507975] [INFO ] [FORECASTER] Starting predict_future for CPSH [2025-12-02T20:29:20.508802] [DEBUG] [LOCAL ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt [2025-12-02T20:29:20.508852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:20.508898] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:20.508928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:20.508985] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:20.566796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:20.567681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:20.567795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:20.567833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:20.686862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:20.687015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:20.687057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:20.687084] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:20.690479] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=1.18%) [2025-12-02T20:29:20.690755] [INFO ] [FORECASTER] Completed predict_future for CPSH [2025-12-02T20:29:20.690876] [INFO ] [sig ] CPSH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:20.827903] [INFO ] [LOCAL ] Saved forecast: CPSH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CPSH.txt [2025-12-02T20:29:20.828035] [INFO ] [sig ] [750/3544] Completed CPSH in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:20.828073] [INFO ] [sig ] [751/3544] Forecasting CPSS... [2025-12-02T20:29:20.828101] [INFO ] [sig ] Generating forecast for: CPSS [2025-12-02T20:29:20.828129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'. [2025-12-02T20:29:20.838925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSS'. [2025-12-02T20:29:20.839235] [INFO ] [FORECASTER] Starting predict_future for CPSS [2025-12-02T20:29:20.840039] [DEBUG] [LOCAL ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt [2025-12-02T20:29:20.840088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:20.840120] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:20.840147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:20.840202] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:20.895735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:20.896329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:20.896435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:20.896466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:21.001496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:21.001670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:21.001718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:21.001746] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:21.005057] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=74.66%) [2025-12-02T20:29:21.005319] [INFO ] [FORECASTER] Completed predict_future for CPSS [2025-12-02T20:29:21.005439] [INFO ] [sig ] CPSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:21.141793] [INFO ] [LOCAL ] Saved forecast: CPSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CPSS.txt [2025-12-02T20:29:21.141907] [INFO ] [sig ] [751/3544] Completed CPSS in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:21.141942] [INFO ] [sig ] [752/3544] Forecasting CPZ... [2025-12-02T20:29:21.141971] [INFO ] [sig ] Generating forecast for: CPZ [2025-12-02T20:29:21.141999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'. [2025-12-02T20:29:21.154097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPZ'. [2025-12-02T20:29:21.154413] [INFO ] [FORECASTER] Starting predict_future for CPZ [2025-12-02T20:29:21.155205] [DEBUG] [LOCAL ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt [2025-12-02T20:29:21.155253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:21.155282] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:21.155307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:21.155360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:21.210662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:21.211342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:21.211422] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:21.211452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:21.326893] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:21.327051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:21.327093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:21.327120] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:21.330393] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=9.29%) [2025-12-02T20:29:21.330670] [INFO ] [FORECASTER] Completed predict_future for CPZ [2025-12-02T20:29:21.330785] [INFO ] [sig ] CPZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:21.467102] [INFO ] [LOCAL ] Saved forecast: CPZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CPZ.txt [2025-12-02T20:29:21.467255] [INFO ] [sig ] [752/3544] Completed CPZ in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:21.467291] [INFO ] [sig ] [753/3544] Forecasting CQP... [2025-12-02T20:29:21.467319] [INFO ] [sig ] Generating forecast for: CQP [2025-12-02T20:29:21.467349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-12-02T20:29:21.478628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CQP'. [2025-12-02T20:29:21.478960] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-12-02T20:29:21.479737] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-12-02T20:29:21.479785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:21.479815] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:21.479841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:21.479894] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:21.534499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:21.535316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:21.535393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:21.535423] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:21.653878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:21.654031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:21.654071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:21.654097] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:21.657328] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=3.34%) [2025-12-02T20:29:21.657599] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-12-02T20:29:21.657716] [INFO ] [sig ] CQP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:21.794172] [INFO ] [LOCAL ] Saved forecast: CQP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CQP.txt [2025-12-02T20:29:21.794323] [INFO ] [sig ] [753/3544] Completed CQP in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:21.794360] [INFO ] [sig ] [754/3544] Forecasting CRAI... [2025-12-02T20:29:21.794394] [INFO ] [sig ] Generating forecast for: CRAI [2025-12-02T20:29:21.794424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'. [2025-12-02T20:29:21.806423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRAI'. [2025-12-02T20:29:21.806746] [INFO ] [FORECASTER] Starting predict_future for CRAI [2025-12-02T20:29:21.807519] [DEBUG] [LOCAL ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt [2025-12-02T20:29:21.807584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:21.807617] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:21.807643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:21.807697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:21.864050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:21.864756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:21.864835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:21.864867] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:21.983335] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:21.983486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:21.983525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:21.983553] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:21.986974] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=14.70%) [2025-12-02T20:29:21.987239] [INFO ] [FORECASTER] Completed predict_future for CRAI [2025-12-02T20:29:21.987386] [INFO ] [sig ] CRAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:22.124538] [INFO ] [LOCAL ] Saved forecast: CRAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRAI.txt [2025-12-02T20:29:22.124715] [INFO ] [sig ] [754/3544] Completed CRAI in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:22.124753] [INFO ] [sig ] [755/3544] Forecasting CRBG... [2025-12-02T20:29:22.124781] [INFO ] [sig ] Generating forecast for: CRBG [2025-12-02T20:29:22.124810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-12-02T20:29:22.135945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBG'. [2025-12-02T20:29:22.136233] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-12-02T20:29:22.137081] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-12-02T20:29:22.137133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:22.137165] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:22.137192] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:22.137247] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:22.192501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:22.193154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:22.193234] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:22.193265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:22.312323] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:22.312468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:22.312509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:22.312538] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:22.315878] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=98.81%) [2025-12-02T20:29:22.316149] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-12-02T20:29:22.316270] [INFO ] [sig ] CRBG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:22.451283] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CRBG.txt [2025-12-02T20:29:22.451412] [INFO ] [sig ] [755/3544] Completed CRBG in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:22.451450] [INFO ] [sig ] [756/3544] Forecasting CRBP... [2025-12-02T20:29:22.451479] [INFO ] [sig ] Generating forecast for: CRBP [2025-12-02T20:29:22.451507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'. [2025-12-02T20:29:22.462342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBP'. [2025-12-02T20:29:22.462641] [INFO ] [FORECASTER] Starting predict_future for CRBP [2025-12-02T20:29:22.463402] [DEBUG] [LOCAL ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt [2025-12-02T20:29:22.463450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:22.463480] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:22.463506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:22.463559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:22.519796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:22.520570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:22.520671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:22.520704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:22.643474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:22.643643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:22.643693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:22.643722] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:22.647123] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=21.60%) [2025-12-02T20:29:22.647399] [INFO ] [FORECASTER] Completed predict_future for CRBP [2025-12-02T20:29:22.647530] [INFO ] [sig ] CRBP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:22.798832] [INFO ] [LOCAL ] Saved forecast: CRBP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRBP.txt [2025-12-02T20:29:22.798982] [INFO ] [sig ] [756/3544] Completed CRBP in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:22.799022] [INFO ] [sig ] [757/3544] Forecasting CRC... [2025-12-02T20:29:22.799051] [INFO ] [sig ] Generating forecast for: CRC [2025-12-02T20:29:22.799079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-12-02T20:29:22.811132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRC'. [2025-12-02T20:29:22.811520] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-12-02T20:29:22.812345] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-12-02T20:29:22.812396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:22.812428] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:22.812455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:22.812511] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:22.870437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:22.871335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:22.871421] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:22.871453] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:22.993924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:22.994079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:22.994120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:22.994171] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:22.997502] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-12-02T20:29:22.997776] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-12-02T20:29:22.997923] [INFO ] [sig ] CRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:23.139444] [INFO ] [LOCAL ] Saved forecast: CRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRC.txt [2025-12-02T20:29:23.139584] [INFO ] [sig ] [757/3544] Completed CRC in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:23.139622] [INFO ] [sig ] [758/3544] Forecasting CRDF... [2025-12-02T20:29:23.139650] [INFO ] [sig ] Generating forecast for: CRDF [2025-12-02T20:29:23.139678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'. [2025-12-02T20:29:23.151591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDF'. [2025-12-02T20:29:23.151915] [INFO ] [FORECASTER] Starting predict_future for CRDF [2025-12-02T20:29:23.152723] [DEBUG] [LOCAL ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt [2025-12-02T20:29:23.152773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:23.152834] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:23.152862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:23.152919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:23.208383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:23.209040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:23.209116] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:23.209147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:23.328509] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:23.328697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:23.328752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:23.328787] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:23.332211] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=28.63%) [2025-12-02T20:29:23.332479] [INFO ] [FORECASTER] Completed predict_future for CRDF [2025-12-02T20:29:23.332621] [INFO ] [sig ] CRDF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:23.479833] [INFO ] [LOCAL ] Saved forecast: CRDF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRDF.txt [2025-12-02T20:29:23.480008] [INFO ] [sig ] [758/3544] Completed CRDF in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.6m [2025-12-02T20:29:23.480053] [INFO ] [sig ] [759/3544] Forecasting CRDO... [2025-12-02T20:29:23.480085] [INFO ] [sig ] Generating forecast for: CRDO [2025-12-02T20:29:23.480113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'. [2025-12-02T20:29:23.491607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDO'. [2025-12-02T20:29:23.491927] [INFO ] [FORECASTER] Starting predict_future for CRDO [2025-12-02T20:29:23.492748] [DEBUG] [LOCAL ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt [2025-12-02T20:29:23.492801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:23.492845] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:23.492876] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:23.492932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:23.551050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:23.551871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:23.551957] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:23.552006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:23.671446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:23.671616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:23.671659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:23.671685] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:23.675072] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=32.80%) [2025-12-02T20:29:23.675342] [INFO ] [FORECASTER] Completed predict_future for CRDO [2025-12-02T20:29:23.675467] [INFO ] [sig ] CRDO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:23.817531] [INFO ] [LOCAL ] Saved forecast: CRDO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRDO.txt [2025-12-02T20:29:23.817679] [INFO ] [sig ] [759/3544] Completed CRDO in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.5m [2025-12-02T20:29:23.817717] [INFO ] [sig ] [760/3544] Forecasting CREG... [2025-12-02T20:29:23.817746] [INFO ] [sig ] Generating forecast for: CREG [2025-12-02T20:29:23.817774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'. [2025-12-02T20:29:23.828869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREG'. [2025-12-02T20:29:23.829182] [INFO ] [FORECASTER] Starting predict_future for CREG [2025-12-02T20:29:23.829953] [DEBUG] [LOCAL ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt [2025-12-02T20:29:23.830001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:23.830032] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:23.830058] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:23.830113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:23.887757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:23.888630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:23.888727] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:23.888776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:23.991921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:23.992067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:23.992107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:23.992134] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:23.995372] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-12-02T20:29:23.995646] [INFO ] [FORECASTER] Completed predict_future for CREG [2025-12-02T20:29:23.995762] [INFO ] [sig ] CREG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:24.138051] [INFO ] [LOCAL ] Saved forecast: CREG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CREG.txt [2025-12-02T20:29:24.138177] [INFO ] [sig ] [760/3544] Completed CREG in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.5m [2025-12-02T20:29:24.138214] [INFO ] [sig ] [761/3544] Forecasting CRESY... [2025-12-02T20:29:24.138243] [INFO ] [sig ] Generating forecast for: CRESY [2025-12-02T20:29:24.138271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'. [2025-12-02T20:29:24.149404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRESY'. [2025-12-02T20:29:24.149687] [INFO ] [FORECASTER] Starting predict_future for CRESY [2025-12-02T20:29:24.150432] [DEBUG] [LOCAL ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt [2025-12-02T20:29:24.150480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:24.150510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:24.150546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:24.150620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:24.204888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:24.205565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:24.205659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:24.205690] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:24.322231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:24.322377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:24.322417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:24.322474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:24.325742] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=9.48%) [2025-12-02T20:29:24.325998] [INFO ] [FORECASTER] Completed predict_future for CRESY [2025-12-02T20:29:24.326114] [INFO ] [sig ] CRESY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:24.464529] [INFO ] [LOCAL ] Saved forecast: CRESY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRESY.txt [2025-12-02T20:29:24.464685] [INFO ] [sig ] [761/3544] Completed CRESY in 0.3s | 2.99 sym/s | Total: 4.2m | ETA: 15.5m [2025-12-02T20:29:24.464723] [INFO ] [sig ] [762/3544] Forecasting CREX... [2025-12-02T20:29:24.464751] [INFO ] [sig ] Generating forecast for: CREX [2025-12-02T20:29:24.464779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'. [2025-12-02T20:29:24.475614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREX'. [2025-12-02T20:29:24.475887] [INFO ] [FORECASTER] Starting predict_future for CREX [2025-12-02T20:29:24.476650] [DEBUG] [LOCAL ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt [2025-12-02T20:29:24.476698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:24.476728] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:24.476753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:24.476807] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:24.532083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:24.532728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:24.532814] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:24.532846] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:24.655545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:24.655713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:24.655755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:24.655783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:24.659095] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=18.81%) [2025-12-02T20:29:24.659352] [INFO ] [FORECASTER] Completed predict_future for CREX [2025-12-02T20:29:24.659469] [INFO ] [sig ] CREX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:24.801675] [INFO ] [LOCAL ] Saved forecast: CREX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CREX.txt [2025-12-02T20:29:24.801801] [INFO ] [sig ] [762/3544] Completed CREX in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:24.801837] [INFO ] [sig ] [763/3544] Forecasting CRGO... [2025-12-02T20:29:24.801865] [INFO ] [sig ] Generating forecast for: CRGO [2025-12-02T20:29:24.801894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'. [2025-12-02T20:29:24.812553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGO'. [2025-12-02T20:29:24.812838] [INFO ] [FORECASTER] Starting predict_future for CRGO [2025-12-02T20:29:24.813637] [DEBUG] [LOCAL ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt [2025-12-02T20:29:24.813686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:24.813717] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:24.813741] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:24.813796] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:24.868972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:24.869650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:24.869726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:24.869758] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:24.989738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:24.989887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:24.989927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:24.989957] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:24.993294] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=29.32%) [2025-12-02T20:29:24.993567] [INFO ] [FORECASTER] Completed predict_future for CRGO [2025-12-02T20:29:24.993709] [INFO ] [sig ] CRGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:25.139747] [INFO ] [LOCAL ] Saved forecast: CRGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRGO.txt [2025-12-02T20:29:25.139881] [INFO ] [sig ] [763/3544] Completed CRGO in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:25.139919] [INFO ] [sig ] [764/3544] Forecasting CRGY... [2025-12-02T20:29:25.139949] [INFO ] [sig ] Generating forecast for: CRGY [2025-12-02T20:29:25.139980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-12-02T20:29:25.151150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGY'. [2025-12-02T20:29:25.151442] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-12-02T20:29:25.152238] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-12-02T20:29:25.152288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:25.152318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:25.152345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:25.152400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:25.209566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:25.210240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:25.210328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:25.210364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:25.331051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:25.331197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:25.331237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:25.331267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:25.334687] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=60.59%) [2025-12-02T20:29:25.334951] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-12-02T20:29:25.335075] [INFO ] [sig ] CRGY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:25.477195] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CRGY.txt [2025-12-02T20:29:25.477320] [INFO ] [sig ] [764/3544] Completed CRGY in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:25.477357] [INFO ] [sig ] [765/3544] Forecasting CRH... [2025-12-02T20:29:25.477385] [INFO ] [sig ] Generating forecast for: CRH [2025-12-02T20:29:25.477419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-12-02T20:29:25.489154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRH'. [2025-12-02T20:29:25.489460] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-12-02T20:29:25.490281] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-12-02T20:29:25.490331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:25.490361] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:25.490386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:25.490446] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:25.546903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:25.547500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:25.547598] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:25.547633] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:25.668045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:25.668178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:25.668218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:25.668247] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:25.671563] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=31.29%) [2025-12-02T20:29:25.671836] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-12-02T20:29:25.671955] [INFO ] [sig ] CRH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:25.807791] [INFO ] [LOCAL ] Saved forecast: CRH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRH.txt [2025-12-02T20:29:25.807980] [INFO ] [sig ] [765/3544] Completed CRH in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:25.808025] [INFO ] [sig ] [766/3544] Forecasting CRI... [2025-12-02T20:29:25.808054] [INFO ] [sig ] Generating forecast for: CRI [2025-12-02T20:29:25.808083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-12-02T20:29:25.818182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRI'. [2025-12-02T20:29:25.818458] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-12-02T20:29:25.819236] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-12-02T20:29:25.819284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:25.819314] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:25.819339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:25.819393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:25.875513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:25.876136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:25.876214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:25.876246] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:25.996558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:25.996708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:25.996747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:25.996774] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:26.000057] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=1.46%) [2025-12-02T20:29:26.000319] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-12-02T20:29:26.000437] [INFO ] [sig ] CRI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:26.137013] [INFO ] [LOCAL ] Saved forecast: CRI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRI.txt [2025-12-02T20:29:26.137129] [INFO ] [sig ] [766/3544] Completed CRI in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:26.137166] [INFO ] [sig ] [767/3544] Forecasting CRIS... [2025-12-02T20:29:26.137194] [INFO ] [sig ] Generating forecast for: CRIS [2025-12-02T20:29:26.137223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'. [2025-12-02T20:29:26.149438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRIS'. [2025-12-02T20:29:26.149814] [INFO ] [FORECASTER] Starting predict_future for CRIS [2025-12-02T20:29:26.150649] [DEBUG] [LOCAL ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt [2025-12-02T20:29:26.150699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:26.150731] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:26.150761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:26.150840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:26.206065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:26.206757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:26.206837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:26.206867] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:26.326391] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:26.326538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:26.326594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:26.326625] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:26.329978] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=18.00%) [2025-12-02T20:29:26.330251] [INFO ] [FORECASTER] Completed predict_future for CRIS [2025-12-02T20:29:26.330376] [INFO ] [sig ] CRIS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:26.477798] [INFO ] [LOCAL ] Saved forecast: CRIS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRIS.txt [2025-12-02T20:29:26.477955] [INFO ] [sig ] [767/3544] Completed CRIS in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:26.477997] [INFO ] [sig ] [768/3544] Forecasting CRK... [2025-12-02T20:29:26.478027] [INFO ] [sig ] Generating forecast for: CRK [2025-12-02T20:29:26.478058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-12-02T20:29:26.489725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRK'. [2025-12-02T20:29:26.489995] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-12-02T20:29:26.490787] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-12-02T20:29:26.490836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:26.490868] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:26.490896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:26.490952] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:26.547153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:26.547805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:26.547933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:26.547966] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:26.670846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:26.670998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:26.671042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:26.671070] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:26.674405] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=17.62%) [2025-12-02T20:29:26.674691] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-12-02T20:29:26.674814] [INFO ] [sig ] CRK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:26.812599] [INFO ] [LOCAL ] Saved forecast: CRK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRK.txt [2025-12-02T20:29:26.812717] [INFO ] [sig ] [768/3544] Completed CRK in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:26.812753] [INFO ] [sig ] [769/3544] Forecasting CRL... [2025-12-02T20:29:26.812781] [INFO ] [sig ] Generating forecast for: CRL [2025-12-02T20:29:26.812810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-12-02T20:29:26.824277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRL'. [2025-12-02T20:29:26.824598] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-12-02T20:29:26.825357] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-12-02T20:29:26.825404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:26.825434] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:26.825459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:26.825514] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:26.880073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:26.880689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:26.880768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:26.880799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:27.001815] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:27.001965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:27.002004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:27.002032] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:27.005266] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=5.91%) [2025-12-02T20:29:27.005520] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-12-02T20:29:27.005654] [INFO ] [sig ] CRL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:27.145322] [INFO ] [LOCAL ] Saved forecast: CRL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRL.txt [2025-12-02T20:29:27.145461] [INFO ] [sig ] [769/3544] Completed CRL in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:27.145498] [INFO ] [sig ] [770/3544] Forecasting CRMD... [2025-12-02T20:29:27.145526] [INFO ] [sig ] Generating forecast for: CRMD [2025-12-02T20:29:27.145555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'. [2025-12-02T20:29:27.157548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRMD'. [2025-12-02T20:29:27.157972] [INFO ] [FORECASTER] Starting predict_future for CRMD [2025-12-02T20:29:27.158783] [DEBUG] [LOCAL ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt [2025-12-02T20:29:27.158834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:27.158865] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:27.158891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:27.158947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:27.215958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:27.216878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:27.216980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:27.217022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:27.335297] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:27.335455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:27.335510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:27.335544] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:27.339775] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=3.97%) [2025-12-02T20:29:27.340039] [INFO ] [FORECASTER] Completed predict_future for CRMD [2025-12-02T20:29:27.340173] [INFO ] [sig ] CRMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:27.482139] [INFO ] [LOCAL ] Saved forecast: CRMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRMD.txt [2025-12-02T20:29:27.482301] [INFO ] [sig ] [770/3544] Completed CRMD in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:27.482339] [INFO ] [sig ] [771/3544] Forecasting CRML... [2025-12-02T20:29:27.482366] [INFO ] [sig ] Generating forecast for: CRML [2025-12-02T20:29:27.482397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'. [2025-12-02T20:29:27.495085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRML'. [2025-12-02T20:29:27.495501] [INFO ] [FORECASTER] Starting predict_future for CRML [2025-12-02T20:29:27.496329] [DEBUG] [LOCAL ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt [2025-12-02T20:29:27.496377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:27.496409] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:27.496434] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:27.496489] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:27.554487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:27.555407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:27.555493] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:27.555523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:27.671858] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:27.672031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:27.672073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:27.672100] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:27.676120] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=23.82%) [2025-12-02T20:29:27.676399] [INFO ] [FORECASTER] Completed predict_future for CRML [2025-12-02T20:29:27.676530] [INFO ] [sig ] CRML: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:27.812122] [INFO ] [LOCAL ] Saved forecast: CRML 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRML.txt [2025-12-02T20:29:27.812325] [INFO ] [sig ] [771/3544] Completed CRML in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:27.812365] [INFO ] [sig ] [772/3544] Forecasting CRNC... [2025-12-02T20:29:27.812393] [INFO ] [sig ] Generating forecast for: CRNC [2025-12-02T20:29:27.812423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'. [2025-12-02T20:29:27.823242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNC'. [2025-12-02T20:29:27.823520] [INFO ] [FORECASTER] Starting predict_future for CRNC [2025-12-02T20:29:27.824298] [DEBUG] [LOCAL ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt [2025-12-02T20:29:27.824346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:27.824376] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:27.824402] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:27.824456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:27.878635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:27.879482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:27.879568] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:27.879620] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:27.998136] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:27.998287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:27.998327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:27.998354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:28.001592] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=51.75%) [2025-12-02T20:29:28.001848] [INFO ] [FORECASTER] Completed predict_future for CRNC [2025-12-02T20:29:28.001963] [INFO ] [sig ] CRNC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:28.143910] [INFO ] [LOCAL ] Saved forecast: CRNC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CRNC.txt [2025-12-02T20:29:28.144054] [INFO ] [sig ] [772/3544] Completed CRNC in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:28.144091] [INFO ] [sig ] [773/3544] Forecasting CRNX... [2025-12-02T20:29:28.144119] [INFO ] [sig ] Generating forecast for: CRNX [2025-12-02T20:29:28.144149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'. [2025-12-02T20:29:28.156153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNX'. [2025-12-02T20:29:28.156478] [INFO ] [FORECASTER] Starting predict_future for CRNX [2025-12-02T20:29:28.157261] [DEBUG] [LOCAL ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt [2025-12-02T20:29:28.157311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:28.157342] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:28.157368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:28.157422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:28.213342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:28.214192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:28.214274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:28.214307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:28.337309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:28.337456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:28.337496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:28.337523] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:28.340814] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=41.58%) [2025-12-02T20:29:28.341080] [INFO ] [FORECASTER] Completed predict_future for CRNX [2025-12-02T20:29:28.341196] [INFO ] [sig ] CRNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:28.475652] [INFO ] [LOCAL ] Saved forecast: CRNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRNX.txt [2025-12-02T20:29:28.475779] [INFO ] [sig ] [773/3544] Completed CRNX in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:28.475816] [INFO ] [sig ] [774/3544] Forecasting CRON... [2025-12-02T20:29:28.475843] [INFO ] [sig ] Generating forecast for: CRON [2025-12-02T20:29:28.475871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'. [2025-12-02T20:29:28.487134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRON'. [2025-12-02T20:29:28.487424] [INFO ] [FORECASTER] Starting predict_future for CRON [2025-12-02T20:29:28.488229] [DEBUG] [LOCAL ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt [2025-12-02T20:29:28.488289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:28.488321] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:28.488346] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:28.488399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:28.542776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:28.543410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:28.543485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:28.543516] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:28.662668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:28.662821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:28.662861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:28.662889] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:28.666205] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=41.64%) [2025-12-02T20:29:28.666461] [INFO ] [FORECASTER] Completed predict_future for CRON [2025-12-02T20:29:28.666593] [INFO ] [sig ] CRON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:28.807430] [INFO ] [LOCAL ] Saved forecast: CRON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRON.txt [2025-12-02T20:29:28.807591] [INFO ] [sig ] [774/3544] Completed CRON in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:28.807630] [INFO ] [sig ] [775/3544] Forecasting CROX... [2025-12-02T20:29:28.807658] [INFO ] [sig ] Generating forecast for: CROX [2025-12-02T20:29:28.807687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'. [2025-12-02T20:29:28.819529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CROX'. [2025-12-02T20:29:28.819831] [INFO ] [FORECASTER] Starting predict_future for CROX [2025-12-02T20:29:28.820604] [DEBUG] [LOCAL ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt [2025-12-02T20:29:28.820653] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:28.820711] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:28.820739] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:28.820800] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:28.875519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:28.876097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:28.876171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:28.876201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:28.989040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:28.989142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:28.989183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:28.989214] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:28.992203] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=35.81%) [2025-12-02T20:29:28.992450] [INFO ] [FORECASTER] Completed predict_future for CROX [2025-12-02T20:29:28.992564] [INFO ] [sig ] CROX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:29.132368] [INFO ] [LOCAL ] Saved forecast: CROX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CROX.txt [2025-12-02T20:29:29.132478] [INFO ] [sig ] [775/3544] Completed CROX in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.5m [2025-12-02T20:29:29.132514] [INFO ] [sig ] [776/3544] Forecasting CRS... [2025-12-02T20:29:29.132541] [INFO ] [sig ] Generating forecast for: CRS [2025-12-02T20:29:29.132585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-12-02T20:29:29.144529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRS'. [2025-12-02T20:29:29.144866] [INFO ] [FORECASTER] Starting predict_future for CRS [2025-12-02T20:29:29.145663] [DEBUG] [LOCAL ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt [2025-12-02T20:29:29.145711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:29.145742] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:29.145768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:29.145822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:29.200358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:29.201126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:29.201204] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:29.201235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:29.321131] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:29.321279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:29.321320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:29.321347] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:29.324605] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=39.51%) [2025-12-02T20:29:29.324861] [INFO ] [FORECASTER] Completed predict_future for CRS [2025-12-02T20:29:29.324978] [INFO ] [sig ] CRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:29.462976] [INFO ] [LOCAL ] Saved forecast: CRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRS.txt [2025-12-02T20:29:29.463122] [INFO ] [sig ] [776/3544] Completed CRS in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.4m [2025-12-02T20:29:29.463160] [INFO ] [sig ] [777/3544] Forecasting CRSP... [2025-12-02T20:29:29.463187] [INFO ] [sig ] Generating forecast for: CRSP [2025-12-02T20:29:29.463216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'. [2025-12-02T20:29:29.474285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRSP'. [2025-12-02T20:29:29.474627] [INFO ] [FORECASTER] Starting predict_future for CRSP [2025-12-02T20:29:29.475388] [DEBUG] [LOCAL ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt [2025-12-02T20:29:29.475435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:29.475465] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:29.475489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:29.475543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:29.530698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:29.531548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:29.531649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:29.531682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:29.649104] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:29.649263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:29.649303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:29.649332] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:29.652733] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=25.69%) [2025-12-02T20:29:29.653024] [INFO ] [FORECASTER] Completed predict_future for CRSP [2025-12-02T20:29:29.653155] [INFO ] [sig ] CRSP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:29.798070] [INFO ] [LOCAL ] Saved forecast: CRSP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRSP.txt [2025-12-02T20:29:29.798233] [INFO ] [sig ] [777/3544] Completed CRSP in 0.3s | 2.99 sym/s | Total: 4.3m | ETA: 15.4m [2025-12-02T20:29:29.798271] [INFO ] [sig ] [778/3544] Forecasting CRTO... [2025-12-02T20:29:29.798300] [INFO ] [sig ] Generating forecast for: CRTO [2025-12-02T20:29:29.798329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'. [2025-12-02T20:29:29.813304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRTO'. [2025-12-02T20:29:29.813746] [INFO ] [FORECASTER] Starting predict_future for CRTO [2025-12-02T20:29:29.814717] [DEBUG] [LOCAL ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt [2025-12-02T20:29:29.814773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:29.814806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:29.814833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:29.814888] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:29.885445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:29.886334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:29.886426] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:29.886459] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:30.036471] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:30.036675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:30.036745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:30.036844] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:30.042013] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-12-02T20:29:30.042454] [INFO ] [FORECASTER] Completed predict_future for CRTO [2025-12-02T20:29:30.042668] [INFO ] [sig ] CRTO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:30.208522] [INFO ] [LOCAL ] Saved forecast: CRTO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRTO.txt [2025-12-02T20:29:30.208704] [INFO ] [sig ] [778/3544] Completed CRTO in 0.4s | 2.99 sym/s | Total: 4.3m | ETA: 15.4m [2025-12-02T20:29:30.208743] [INFO ] [sig ] [779/3544] Forecasting CRUS... [2025-12-02T20:29:30.208772] [INFO ] [sig ] Generating forecast for: CRUS [2025-12-02T20:29:30.208801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'. [2025-12-02T20:29:30.221199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRUS'. [2025-12-02T20:29:30.221649] [INFO ] [FORECASTER] Starting predict_future for CRUS [2025-12-02T20:29:30.222487] [DEBUG] [LOCAL ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt [2025-12-02T20:29:30.222540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:30.222597] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:30.222628] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:30.222686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:30.282742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:30.283658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:30.283757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:30.283788] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:30.412921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:30.413086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:30.413130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:30.413157] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:30.416662] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=62.54%) [2025-12-02T20:29:30.417018] [INFO ] [FORECASTER] Completed predict_future for CRUS [2025-12-02T20:29:30.417153] [INFO ] [sig ] CRUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:30.581990] [INFO ] [LOCAL ] Saved forecast: CRUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CRUS.txt [2025-12-02T20:29:30.582172] [INFO ] [sig ] [779/3544] Completed CRUS in 0.4s | 2.99 sym/s | Total: 4.3m | ETA: 15.4m [2025-12-02T20:29:30.582212] [INFO ] [sig ] [780/3544] Forecasting CRVL... [2025-12-02T20:29:30.582242] [INFO ] [sig ] Generating forecast for: CRVL [2025-12-02T20:29:30.582272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'. [2025-12-02T20:29:30.594603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVL'. [2025-12-02T20:29:30.594979] [INFO ] [FORECASTER] Starting predict_future for CRVL [2025-12-02T20:29:30.595836] [DEBUG] [LOCAL ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt [2025-12-02T20:29:30.595888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:30.595920] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:30.595945] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:30.596001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:30.655935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:30.656939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:30.657033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:30.657071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:30.781761] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:30.781911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:30.781952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:30.781982] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:30.785647] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-12-02T20:29:30.785983] [INFO ] [FORECASTER] Completed predict_future for CRVL [2025-12-02T20:29:30.786147] [INFO ] [sig ] CRVL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:30.940753] [INFO ] [LOCAL ] Saved forecast: CRVL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRVL.txt [2025-12-02T20:29:30.940918] [INFO ] [sig ] [780/3544] Completed CRVL in 0.4s | 2.98 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:30.940958] [INFO ] [sig ] [781/3544] Forecasting CRVO... [2025-12-02T20:29:30.940988] [INFO ] [sig ] Generating forecast for: CRVO [2025-12-02T20:29:30.941019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'. [2025-12-02T20:29:30.953758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVO'. [2025-12-02T20:29:30.954155] [INFO ] [FORECASTER] Starting predict_future for CRVO [2025-12-02T20:29:30.954961] [DEBUG] [LOCAL ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt [2025-12-02T20:29:30.955011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:30.955042] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:30.955068] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:30.955125] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:31.009403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:31.010096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:31.010176] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:31.010207] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:31.125621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:31.125788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:31.125827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:31.125856] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:31.129119] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=31.23%) [2025-12-02T20:29:31.129378] [INFO ] [FORECASTER] Completed predict_future for CRVO [2025-12-02T20:29:31.129497] [INFO ] [sig ] CRVO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:31.264395] [INFO ] [LOCAL ] Saved forecast: CRVO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRVO.txt [2025-12-02T20:29:31.264526] [INFO ] [sig ] [781/3544] Completed CRVO in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:31.264562] [INFO ] [sig ] [782/3544] Forecasting CRVS... [2025-12-02T20:29:31.264610] [INFO ] [sig ] Generating forecast for: CRVS [2025-12-02T20:29:31.264640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'. [2025-12-02T20:29:31.275462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVS'. [2025-12-02T20:29:31.275775] [INFO ] [FORECASTER] Starting predict_future for CRVS [2025-12-02T20:29:31.276529] [DEBUG] [LOCAL ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt [2025-12-02T20:29:31.276603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:31.276636] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:31.276663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:31.276717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:31.331353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:31.332017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:31.332096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:31.332126] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:31.453905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:31.454061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:31.454102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:31.454129] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:31.457528] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=33.10%) [2025-12-02T20:29:31.457845] [INFO ] [FORECASTER] Completed predict_future for CRVS [2025-12-02T20:29:31.457996] [INFO ] [sig ] CRVS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:31.597265] [INFO ] [LOCAL ] Saved forecast: CRVS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRVS.txt [2025-12-02T20:29:31.597393] [INFO ] [sig ] [782/3544] Completed CRVS in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:31.597429] [INFO ] [sig ] [783/3544] Forecasting CRWD... [2025-12-02T20:29:31.597457] [INFO ] [sig ] Generating forecast for: CRWD [2025-12-02T20:29:31.597486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'. [2025-12-02T20:29:31.608628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWD'. [2025-12-02T20:29:31.608913] [INFO ] [FORECASTER] Starting predict_future for CRWD [2025-12-02T20:29:31.609715] [DEBUG] [LOCAL ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt [2025-12-02T20:29:31.609763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:31.609793] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:31.609818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:31.609872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:31.664325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:31.665003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:31.665078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:31.665110] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:31.782499] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:31.782661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:31.782701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:31.782727] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:31.785949] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=19.40%) [2025-12-02T20:29:31.786205] [INFO ] [FORECASTER] Completed predict_future for CRWD [2025-12-02T20:29:31.786325] [INFO ] [sig ] CRWD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:31.921791] [INFO ] [LOCAL ] Saved forecast: CRWD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRWD.txt [2025-12-02T20:29:31.921914] [INFO ] [sig ] [783/3544] Completed CRWD in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:31.921951] [INFO ] [sig ] [784/3544] Forecasting CRWS... [2025-12-02T20:29:31.921979] [INFO ] [sig ] Generating forecast for: CRWS [2025-12-02T20:29:31.922007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'. [2025-12-02T20:29:31.932405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWS'. [2025-12-02T20:29:31.932661] [INFO ] [FORECASTER] Starting predict_future for CRWS [2025-12-02T20:29:31.933405] [DEBUG] [LOCAL ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt [2025-12-02T20:29:31.933453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:31.933483] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:31.933508] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:31.933563] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:31.990934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:31.991496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:31.991568] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:31.991616] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:32.100776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:32.100874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:32.100909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:32.100936] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:32.103936] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=23.84%) [2025-12-02T20:29:32.104190] [INFO ] [FORECASTER] Completed predict_future for CRWS [2025-12-02T20:29:32.104303] [INFO ] [sig ] CRWS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:32.281211] [INFO ] [LOCAL ] Saved forecast: CRWS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CRWS.txt [2025-12-02T20:29:32.281339] [INFO ] [sig ] [784/3544] Completed CRWS in 0.4s | 2.98 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:32.281375] [INFO ] [sig ] [785/3544] Forecasting CSAN... [2025-12-02T20:29:32.281403] [INFO ] [sig ] Generating forecast for: CSAN [2025-12-02T20:29:32.281431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-12-02T20:29:32.292554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSAN'. [2025-12-02T20:29:32.292818] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-12-02T20:29:32.293564] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-12-02T20:29:32.293636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:32.293676] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:32.293704] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:32.293758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:32.348679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:32.349245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:32.349341] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:32.349373] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:32.463238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:32.463358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:32.463395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:32.463422] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:32.466567] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=22.32%) [2025-12-02T20:29:32.466847] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-12-02T20:29:32.466963] [INFO ] [sig ] CSAN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:32.603083] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CSAN.txt [2025-12-02T20:29:32.603188] [INFO ] [sig ] [785/3544] Completed CSAN in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:32.603223] [INFO ] [sig ] [786/3544] Forecasting CSB... [2025-12-02T20:29:32.603252] [INFO ] [sig ] Generating forecast for: CSB [2025-12-02T20:29:32.603279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'. [2025-12-02T20:29:32.613783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSB'. [2025-12-02T20:29:32.614025] [INFO ] [FORECASTER] Starting predict_future for CSB [2025-12-02T20:29:32.614771] [DEBUG] [LOCAL ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt [2025-12-02T20:29:32.614820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:32.614850] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:32.614876] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:32.614931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:32.670210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:32.670800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:32.670873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:32.670902] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:32.778119] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:32.778227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:32.778263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:32.778290] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:32.781329] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-12-02T20:29:32.781594] [INFO ] [FORECASTER] Completed predict_future for CSB [2025-12-02T20:29:32.781711] [INFO ] [sig ] CSB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:32.917389] [INFO ] [LOCAL ] Saved forecast: CSB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CSB.txt [2025-12-02T20:29:32.917493] [INFO ] [sig ] [786/3544] Completed CSB in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:32.917529] [INFO ] [sig ] [787/3544] Forecasting CSCO... [2025-12-02T20:29:32.917557] [INFO ] [sig ] Generating forecast for: CSCO [2025-12-02T20:29:32.917608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'. [2025-12-02T20:29:32.930074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSCO'. [2025-12-02T20:29:32.930446] [INFO ] [FORECASTER] Starting predict_future for CSCO [2025-12-02T20:29:32.931333] [DEBUG] [LOCAL ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt [2025-12-02T20:29:32.931385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:32.931416] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:32.931461] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:32.931550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:32.988434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:32.989347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:32.989435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:32.989468] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:33.112096] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:33.112260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:33.112302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:33.112329] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:33.115881] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=54.31%) [2025-12-02T20:29:33.116155] [INFO ] [FORECASTER] Completed predict_future for CSCO [2025-12-02T20:29:33.116281] [INFO ] [sig ] CSCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:33.259437] [INFO ] [LOCAL ] Saved forecast: CSCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CSCO.txt [2025-12-02T20:29:33.259598] [INFO ] [sig ] [787/3544] Completed CSCO in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:33.259639] [INFO ] [sig ] [788/3544] Forecasting CSGP... [2025-12-02T20:29:33.259667] [INFO ] [sig ] Generating forecast for: CSGP [2025-12-02T20:29:33.259695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'. [2025-12-02T20:29:33.271044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGP'. [2025-12-02T20:29:33.271359] [INFO ] [FORECASTER] Starting predict_future for CSGP [2025-12-02T20:29:33.272167] [DEBUG] [LOCAL ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt [2025-12-02T20:29:33.272219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:33.272249] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:33.272274] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:33.272329] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:33.327378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:33.328301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:33.328388] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:33.328418] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:33.447096] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:33.447261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:33.447301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:33.447330] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:33.450698] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=36.19%) [2025-12-02T20:29:33.450963] [INFO ] [FORECASTER] Completed predict_future for CSGP [2025-12-02T20:29:33.451081] [INFO ] [sig ] CSGP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:33.594630] [INFO ] [LOCAL ] Saved forecast: CSGP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CSGP.txt [2025-12-02T20:29:33.594804] [INFO ] [sig ] [788/3544] Completed CSGP in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:33.594848] [INFO ] [sig ] [789/3544] Forecasting CSGS... [2025-12-02T20:29:33.594876] [INFO ] [sig ] Generating forecast for: CSGS [2025-12-02T20:29:33.594905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'. [2025-12-02T20:29:33.606485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGS'. [2025-12-02T20:29:33.606828] [INFO ] [FORECASTER] Starting predict_future for CSGS [2025-12-02T20:29:33.607632] [DEBUG] [LOCAL ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt [2025-12-02T20:29:33.607684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:33.607717] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:33.607744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:33.607800] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:33.663989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:33.664790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:33.664870] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:33.664901] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:33.787595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:33.787747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:33.787786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:33.787813] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:33.791114] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=19.05%) [2025-12-02T20:29:33.791385] [INFO ] [FORECASTER] Completed predict_future for CSGS [2025-12-02T20:29:33.791509] [INFO ] [sig ] CSGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:33.928779] [INFO ] [LOCAL ] Saved forecast: CSGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CSGS.txt [2025-12-02T20:29:33.928923] [INFO ] [sig ] [789/3544] Completed CSGS in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:33.928960] [INFO ] [sig ] [790/3544] Forecasting CSIQ... [2025-12-02T20:29:33.928989] [INFO ] [sig ] Generating forecast for: CSIQ [2025-12-02T20:29:33.929017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'. [2025-12-02T20:29:33.940399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'. [2025-12-02T20:29:33.940714] [INFO ] [FORECASTER] Starting predict_future for CSIQ [2025-12-02T20:29:33.941455] [DEBUG] [LOCAL ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt [2025-12-02T20:29:33.941504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:33.941534] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:33.941560] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:33.941639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:33.997168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:33.997943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:33.998026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:33.998059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:34.122258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:34.122417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:34.122456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:34.122482] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:34.125739] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=33.41%) [2025-12-02T20:29:34.126003] [INFO ] [FORECASTER] Completed predict_future for CSIQ [2025-12-02T20:29:34.126145] [INFO ] [sig ] CSIQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:34.269010] [INFO ] [LOCAL ] Saved forecast: CSIQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CSIQ.txt [2025-12-02T20:29:34.269161] [INFO ] [sig ] [790/3544] Completed CSIQ in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:34.269208] [INFO ] [sig ] [791/3544] Forecasting CSPI... [2025-12-02T20:29:34.269245] [INFO ] [sig ] Generating forecast for: CSPI [2025-12-02T20:29:34.269280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'. [2025-12-02T20:29:34.282021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSPI'. [2025-12-02T20:29:34.282361] [INFO ] [FORECASTER] Starting predict_future for CSPI [2025-12-02T20:29:34.283211] [DEBUG] [LOCAL ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt [2025-12-02T20:29:34.283267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:34.283300] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:34.283326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:34.283382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:34.340838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:34.341659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:34.341742] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:34.341775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:34.453616] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:34.453767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:34.453807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:34.453835] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:34.457076] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=71.81%) [2025-12-02T20:29:34.457333] [INFO ] [FORECASTER] Completed predict_future for CSPI [2025-12-02T20:29:34.457450] [INFO ] [sig ] CSPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:34.592641] [INFO ] [LOCAL ] Saved forecast: CSPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CSPI.txt [2025-12-02T20:29:34.592772] [INFO ] [sig ] [791/3544] Completed CSPI in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:34.592808] [INFO ] [sig ] [792/3544] Forecasting CSQ... [2025-12-02T20:29:34.592834] [INFO ] [sig ] Generating forecast for: CSQ [2025-12-02T20:29:34.592862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'. [2025-12-02T20:29:34.604060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSQ'. [2025-12-02T20:29:34.604358] [INFO ] [FORECASTER] Starting predict_future for CSQ [2025-12-02T20:29:34.605136] [DEBUG] [LOCAL ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt [2025-12-02T20:29:34.605184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:34.605240] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:34.605266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:34.605320] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:34.660267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:34.661049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:34.661126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:34.661158] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:34.778545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:34.778709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:34.778768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:34.778797] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:34.782028] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=29.78%) [2025-12-02T20:29:34.782283] [INFO ] [FORECASTER] Completed predict_future for CSQ [2025-12-02T20:29:34.782400] [INFO ] [sig ] CSQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:34.921148] [INFO ] [LOCAL ] Saved forecast: CSQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CSQ.txt [2025-12-02T20:29:34.921296] [INFO ] [sig ] [792/3544] Completed CSQ in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:34.921334] [INFO ] [sig ] [793/3544] Forecasting CSTL... [2025-12-02T20:29:34.921362] [INFO ] [sig ] Generating forecast for: CSTL [2025-12-02T20:29:34.921390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'. [2025-12-02T20:29:34.932237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTL'. [2025-12-02T20:29:34.932617] [INFO ] [FORECASTER] Starting predict_future for CSTL [2025-12-02T20:29:34.933410] [DEBUG] [LOCAL ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt [2025-12-02T20:29:34.933460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:34.933492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:34.933519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:34.933596] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:34.989608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:34.990314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:34.990395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:34.990426] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:35.114240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:35.114390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:35.114428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:35.114455] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:35.117682] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=55.43%) [2025-12-02T20:29:35.117970] [INFO ] [FORECASTER] Completed predict_future for CSTL [2025-12-02T20:29:35.118091] [INFO ] [sig ] CSTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:35.252261] [INFO ] [LOCAL ] Saved forecast: CSTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CSTL.txt [2025-12-02T20:29:35.252394] [INFO ] [sig ] [793/3544] Completed CSTL in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:35.252429] [INFO ] [sig ] [794/3544] Forecasting CSTM... [2025-12-02T20:29:35.252457] [INFO ] [sig ] Generating forecast for: CSTM [2025-12-02T20:29:35.252486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-12-02T20:29:35.263715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTM'. [2025-12-02T20:29:35.264038] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-12-02T20:29:35.264811] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-12-02T20:29:35.264861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:35.264892] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:35.264918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:35.264974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:35.319248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:35.319906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:35.319995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:35.320027] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:35.439747] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:35.439923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:35.439964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:35.439989] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:35.443258] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=4.79%) [2025-12-02T20:29:35.443514] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-12-02T20:29:35.443653] [INFO ] [sig ] CSTM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:35.586782] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CSTM.txt [2025-12-02T20:29:35.586944] [INFO ] [sig ] [794/3544] Completed CSTM in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.4m [2025-12-02T20:29:35.586984] [INFO ] [sig ] [795/3544] Forecasting CSX... [2025-12-02T20:29:35.587011] [INFO ] [sig ] Generating forecast for: CSX [2025-12-02T20:29:35.587041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'. [2025-12-02T20:29:35.598883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSX'. [2025-12-02T20:29:35.599241] [INFO ] [FORECASTER] Starting predict_future for CSX [2025-12-02T20:29:35.600021] [DEBUG] [LOCAL ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt [2025-12-02T20:29:35.600069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:35.600099] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:35.600124] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:35.600179] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:35.655442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:35.656333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:35.656422] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:35.656454] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:35.791178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:35.791337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:35.791378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:35.791439] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:35.794798] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=54.93%) [2025-12-02T20:29:35.795066] [INFO ] [FORECASTER] Completed predict_future for CSX [2025-12-02T20:29:35.795188] [INFO ] [sig ] CSX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:35.933557] [INFO ] [LOCAL ] Saved forecast: CSX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CSX.txt [2025-12-02T20:29:35.933701] [INFO ] [sig ] [795/3544] Completed CSX in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.3m [2025-12-02T20:29:35.933737] [INFO ] [sig ] [796/3544] Forecasting CTAS... [2025-12-02T20:29:35.933765] [INFO ] [sig ] Generating forecast for: CTAS [2025-12-02T20:29:35.933794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'. [2025-12-02T20:29:35.945727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTAS'. [2025-12-02T20:29:35.946088] [INFO ] [FORECASTER] Starting predict_future for CTAS [2025-12-02T20:29:35.946903] [DEBUG] [LOCAL ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt [2025-12-02T20:29:35.946953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:35.946993] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:35.947019] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:35.947072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:36.001936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:36.002798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:36.002877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:36.002908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:36.117632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:36.117779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:36.117820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:36.117847] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:36.121203] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=42.30%) [2025-12-02T20:29:36.121469] [INFO ] [FORECASTER] Completed predict_future for CTAS [2025-12-02T20:29:36.121605] [INFO ] [sig ] CTAS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:36.264161] [INFO ] [LOCAL ] Saved forecast: CTAS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CTAS.txt [2025-12-02T20:29:36.264298] [INFO ] [sig ] [796/3544] Completed CTAS in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.3m [2025-12-02T20:29:36.264342] [INFO ] [sig ] [797/3544] Forecasting CTBB... [2025-12-02T20:29:36.264376] [INFO ] [sig ] Generating forecast for: CTBB [2025-12-02T20:29:36.264404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-12-02T20:29:36.276953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBB'. [2025-12-02T20:29:36.277311] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-12-02T20:29:36.278198] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-12-02T20:29:36.278247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:36.278277] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:36.278301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:36.278356] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:36.333565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:36.334240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:36.334322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:36.334352] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:36.447927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:36.448078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:36.448117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:36.448144] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:36.451396] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=21.95%) [2025-12-02T20:29:36.451679] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-12-02T20:29:36.451802] [INFO ] [sig ] CTBB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:36.589739] [INFO ] [LOCAL ] Saved forecast: CTBB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CTBB.txt [2025-12-02T20:29:36.589878] [INFO ] [sig ] [797/3544] Completed CTBB in 0.3s | 2.99 sym/s | Total: 4.4m | ETA: 15.3m [2025-12-02T20:29:36.589915] [INFO ] [sig ] [798/3544] Forecasting CTBI... [2025-12-02T20:29:36.589943] [INFO ] [sig ] Generating forecast for: CTBI [2025-12-02T20:29:36.589973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'. [2025-12-02T20:29:36.600974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBI'. [2025-12-02T20:29:36.601292] [INFO ] [FORECASTER] Starting predict_future for CTBI [2025-12-02T20:29:36.602074] [DEBUG] [LOCAL ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt [2025-12-02T20:29:36.602122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:36.602151] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:36.602176] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:36.602228] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:36.657616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:36.658337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:36.658417] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:36.658450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:36.781415] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:36.781587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:36.781633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:36.781661] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:36.784978] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=34.94%) [2025-12-02T20:29:36.785274] [INFO ] [FORECASTER] Completed predict_future for CTBI [2025-12-02T20:29:36.785401] [INFO ] [sig ] CTBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:36.924316] [INFO ] [LOCAL ] Saved forecast: CTBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CTBI.txt [2025-12-02T20:29:36.924487] [INFO ] [sig ] [798/3544] Completed CTBI in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:36.924525] [INFO ] [sig ] [799/3544] Forecasting CTDD... [2025-12-02T20:29:36.924553] [INFO ] [sig ] Generating forecast for: CTDD [2025-12-02T20:29:36.924601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-12-02T20:29:36.935640] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTDD'. [2025-12-02T20:29:36.935896] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-12-02T20:29:36.936696] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-12-02T20:29:36.936744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:36.936775] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:36.936799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:36.936853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:36.992965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:36.993747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:36.993827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:36.993857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:37.113733] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:37.113878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:37.113917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:37.113944] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:37.117212] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=98.17%) [2025-12-02T20:29:37.117470] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-12-02T20:29:37.117606] [INFO ] [sig ] CTDD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:37.257698] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTDD.txt [2025-12-02T20:29:37.257818] [INFO ] [sig ] [799/3544] Completed CTDD in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:37.257854] [INFO ] [sig ] [800/3544] Forecasting CTKB... [2025-12-02T20:29:37.257916] [INFO ] [sig ] Generating forecast for: CTKB [2025-12-02T20:29:37.257947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'. [2025-12-02T20:29:37.269494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTKB'. [2025-12-02T20:29:37.269796] [INFO ] [FORECASTER] Starting predict_future for CTKB [2025-12-02T20:29:37.270603] [DEBUG] [LOCAL ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt [2025-12-02T20:29:37.270652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:37.270683] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:37.270709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:37.270763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:37.327095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:37.327814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:37.327915] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:37.327953] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:37.444372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:37.444516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:37.444555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:37.444603] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:37.447810] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=2.66%) [2025-12-02T20:29:37.448098] [INFO ] [FORECASTER] Completed predict_future for CTKB [2025-12-02T20:29:37.448227] [INFO ] [sig ] CTKB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:37.587662] [INFO ] [LOCAL ] Saved forecast: CTKB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CTKB.txt [2025-12-02T20:29:37.587808] [INFO ] [sig ] [800/3544] Completed CTKB in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:37.587844] [INFO ] [sig ] [801/3544] Forecasting CTLP... [2025-12-02T20:29:37.587893] [INFO ] [sig ] Generating forecast for: CTLP [2025-12-02T20:29:37.587923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'. [2025-12-02T20:29:37.599567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTLP'. [2025-12-02T20:29:37.599951] [INFO ] [FORECASTER] Starting predict_future for CTLP [2025-12-02T20:29:37.600774] [DEBUG] [LOCAL ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt [2025-12-02T20:29:37.600825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:37.600858] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:37.600886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:37.600941] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:37.657762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:37.658635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:37.658716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:37.658749] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:37.780362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:37.780525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:37.780585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:37.780615] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:37.784123] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=39.70%) [2025-12-02T20:29:37.784450] [INFO ] [FORECASTER] Completed predict_future for CTLP [2025-12-02T20:29:37.784611] [INFO ] [sig ] CTLP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:37.930387] [INFO ] [LOCAL ] Saved forecast: CTLP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CTLP.txt [2025-12-02T20:29:37.930538] [INFO ] [sig ] [801/3544] Completed CTLP in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:37.930595] [INFO ] [sig ] [802/3544] Forecasting CTMX... [2025-12-02T20:29:37.930626] [INFO ] [sig ] Generating forecast for: CTMX [2025-12-02T20:29:37.930655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'. [2025-12-02T20:29:37.941827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTMX'. [2025-12-02T20:29:37.942185] [INFO ] [FORECASTER] Starting predict_future for CTMX [2025-12-02T20:29:37.942979] [DEBUG] [LOCAL ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt [2025-12-02T20:29:37.943027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:37.943057] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:37.943083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:37.943137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:37.999532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:38.000399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:38.000518] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:38.000595] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:38.120945] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:38.121097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:38.121139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:38.121167] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:38.124507] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=44.30%) [2025-12-02T20:29:38.124795] [INFO ] [FORECASTER] Completed predict_future for CTMX [2025-12-02T20:29:38.124921] [INFO ] [sig ] CTMX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:38.263731] [INFO ] [LOCAL ] Saved forecast: CTMX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CTMX.txt [2025-12-02T20:29:38.263881] [INFO ] [sig ] [802/3544] Completed CTMX in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:38.263919] [INFO ] [sig ] [803/3544] Forecasting CTNM... [2025-12-02T20:29:38.263948] [INFO ] [sig ] Generating forecast for: CTNM [2025-12-02T20:29:38.263977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'. [2025-12-02T20:29:38.277187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTNM'. [2025-12-02T20:29:38.277621] [INFO ] [FORECASTER] Starting predict_future for CTNM [2025-12-02T20:29:38.278672] [DEBUG] [LOCAL ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt [2025-12-02T20:29:38.278730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:38.278769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:38.278802] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:38.278874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:38.347067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:38.347922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:38.348005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:38.348038] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:38.472520] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:38.472688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:38.472728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:38.472771] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:38.476106] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=99.50%) [2025-12-02T20:29:38.476382] [INFO ] [FORECASTER] Completed predict_future for CTNM [2025-12-02T20:29:38.476504] [INFO ] [sig ] CTNM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:38.616238] [INFO ] [LOCAL ] Saved forecast: CTNM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTNM.txt [2025-12-02T20:29:38.616412] [INFO ] [sig ] [803/3544] Completed CTNM in 0.4s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:38.616451] [INFO ] [sig ] [804/3544] Forecasting CTO... [2025-12-02T20:29:38.616479] [INFO ] [sig ] Generating forecast for: CTO [2025-12-02T20:29:38.616507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-12-02T20:29:38.629411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTO'. [2025-12-02T20:29:38.629794] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-12-02T20:29:38.630564] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-12-02T20:29:38.630630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:38.630663] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:38.630689] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:38.630746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:38.687780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:38.688692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:38.688774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:38.688807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:38.812605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:38.812754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:38.812796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:38.812823] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:38.816165] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=79.87%) [2025-12-02T20:29:38.816445] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-12-02T20:29:38.816588] [INFO ] [sig ] CTO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:38.955777] [INFO ] [LOCAL ] Saved forecast: CTO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTO.txt [2025-12-02T20:29:38.955913] [INFO ] [sig ] [804/3544] Completed CTO in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:38.955950] [INFO ] [sig ] [805/3544] Forecasting CTRA... [2025-12-02T20:29:38.955978] [INFO ] [sig ] Generating forecast for: CTRA [2025-12-02T20:29:38.956007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-12-02T20:29:38.967226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRA'. [2025-12-02T20:29:38.967527] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-12-02T20:29:38.968346] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-12-02T20:29:38.968395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:38.968426] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:38.968450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:38.968504] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:39.023758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:39.024331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:39.024404] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:39.024446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:39.143319] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:39.143476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:39.143518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:39.143546] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:39.146971] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=72.30%) [2025-12-02T20:29:39.147243] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-12-02T20:29:39.147366] [INFO ] [sig ] CTRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:39.308457] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTRA.txt [2025-12-02T20:29:39.308661] [INFO ] [sig ] [805/3544] Completed CTRA in 0.4s | 2.98 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:39.308702] [INFO ] [sig ] [806/3544] Forecasting CTRE... [2025-12-02T20:29:39.308730] [INFO ] [sig ] Generating forecast for: CTRE [2025-12-02T20:29:39.308760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-12-02T20:29:39.319836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRE'. [2025-12-02T20:29:39.320101] [INFO ] [FORECASTER] Starting predict_future for CTRE [2025-12-02T20:29:39.320864] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-12-02T20:29:39.320913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:39.320944] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:39.320969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:39.321023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:39.375756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:39.376308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:39.376380] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:39.376410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:39.495909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:39.496007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:39.496044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:39.496071] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:39.499161] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=96.14%) [2025-12-02T20:29:39.499416] [INFO ] [FORECASTER] Completed predict_future for CTRE [2025-12-02T20:29:39.499530] [INFO ] [sig ] CTRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:39.634671] [INFO ] [LOCAL ] Saved forecast: CTRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTRE.txt [2025-12-02T20:29:39.634772] [INFO ] [sig ] [806/3544] Completed CTRE in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:39.634807] [INFO ] [sig ] [807/3544] Forecasting CTRM... [2025-12-02T20:29:39.634835] [INFO ] [sig ] Generating forecast for: CTRM [2025-12-02T20:29:39.634863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'. [2025-12-02T20:29:39.646161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRM'. [2025-12-02T20:29:39.646407] [INFO ] [FORECASTER] Starting predict_future for CTRM [2025-12-02T20:29:39.647170] [DEBUG] [LOCAL ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt [2025-12-02T20:29:39.647218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:39.647247] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:39.647272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:39.647341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:39.705908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:39.706537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:39.706633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:39.706665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:39.820023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:39.820122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:39.820156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:39.820182] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:39.823219] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=71.20%) [2025-12-02T20:29:39.823467] [INFO ] [FORECASTER] Completed predict_future for CTRM [2025-12-02T20:29:39.823613] [INFO ] [sig ] CTRM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:39.959410] [INFO ] [LOCAL ] Saved forecast: CTRM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTRM.txt [2025-12-02T20:29:39.959515] [INFO ] [sig ] [807/3544] Completed CTRM in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:39.959551] [INFO ] [sig ] [808/3544] Forecasting CTRN... [2025-12-02T20:29:39.959594] [INFO ] [sig ] Generating forecast for: CTRN [2025-12-02T20:29:39.959624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'. [2025-12-02T20:29:39.971594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRN'. [2025-12-02T20:29:39.971928] [INFO ] [FORECASTER] Starting predict_future for CTRN [2025-12-02T20:29:39.972722] [DEBUG] [LOCAL ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt [2025-12-02T20:29:39.972771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:39.972803] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:39.972828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:39.972882] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:40.029023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:40.029946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:40.030030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:40.030061] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:40.156696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:40.156855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:40.156900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:40.156928] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:40.160285] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=74.81%) [2025-12-02T20:29:40.160550] [INFO ] [FORECASTER] Completed predict_future for CTRN [2025-12-02T20:29:40.160687] [INFO ] [sig ] CTRN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:40.297797] [INFO ] [LOCAL ] Saved forecast: CTRN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTRN.txt [2025-12-02T20:29:40.297959] [INFO ] [sig ] [808/3544] Completed CTRN in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:40.297998] [INFO ] [sig ] [809/3544] Forecasting CTS... [2025-12-02T20:29:40.298026] [INFO ] [sig ] Generating forecast for: CTS [2025-12-02T20:29:40.298056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-12-02T20:29:40.309111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTS'. [2025-12-02T20:29:40.309407] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-12-02T20:29:40.310205] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-12-02T20:29:40.310265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:40.310324] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:40.310352] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:40.310408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:40.366004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:40.366718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:40.366798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:40.366830] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:40.485358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:40.485515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:40.485554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:40.485598] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:40.488924] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=37.65%) [2025-12-02T20:29:40.489189] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-12-02T20:29:40.489309] [INFO ] [sig ] CTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:40.630458] [INFO ] [LOCAL ] Saved forecast: CTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CTS.txt [2025-12-02T20:29:40.630629] [INFO ] [sig ] [809/3544] Completed CTS in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:40.630669] [INFO ] [sig ] [810/3544] Forecasting CTSH... [2025-12-02T20:29:40.630697] [INFO ] [sig ] Generating forecast for: CTSH [2025-12-02T20:29:40.630731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'. [2025-12-02T20:29:40.642205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTSH'. [2025-12-02T20:29:40.642518] [INFO ] [FORECASTER] Starting predict_future for CTSH [2025-12-02T20:29:40.643315] [DEBUG] [LOCAL ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt [2025-12-02T20:29:40.643363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:40.643392] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:40.643416] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:40.643469] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:40.698641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:40.699391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:40.699483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:40.699513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:40.816757] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:40.816910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:40.816952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:40.816980] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:40.820317] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=96.89%) [2025-12-02T20:29:40.820589] [INFO ] [FORECASTER] Completed predict_future for CTSH [2025-12-02T20:29:40.820708] [INFO ] [sig ] CTSH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:40.962827] [INFO ] [LOCAL ] Saved forecast: CTSH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTSH.txt [2025-12-02T20:29:40.962975] [INFO ] [sig ] [810/3544] Completed CTSH in 0.3s | 2.99 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:40.963014] [INFO ] [sig ] [811/3544] Forecasting CTVA... [2025-12-02T20:29:40.963043] [INFO ] [sig ] Generating forecast for: CTVA [2025-12-02T20:29:40.963074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-12-02T20:29:40.975099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTVA'. [2025-12-02T20:29:40.975432] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-12-02T20:29:40.976282] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-12-02T20:29:40.976332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:40.976368] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:40.976405] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:40.976472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:41.034807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:41.035631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:41.035712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:41.035744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:41.165306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:41.165464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:41.165503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:41.165531] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:41.168868] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=95.58%) [2025-12-02T20:29:41.169126] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-12-02T20:29:41.169247] [INFO ] [sig ] CTVA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:41.311703] [INFO ] [LOCAL ] Saved forecast: CTVA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CTVA.txt [2025-12-02T20:29:41.311866] [INFO ] [sig ] [811/3544] Completed CTVA in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:41.311914] [INFO ] [sig ] [812/3544] Forecasting CUBE... [2025-12-02T20:29:41.311945] [INFO ] [sig ] Generating forecast for: CUBE [2025-12-02T20:29:41.311987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-12-02T20:29:41.323436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBE'. [2025-12-02T20:29:41.323780] [INFO ] [FORECASTER] Starting predict_future for CUBE [2025-12-02T20:29:41.324537] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-12-02T20:29:41.324608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:41.324641] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:41.324668] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:41.324725] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:41.381825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:41.382626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:41.382708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:41.382741] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:41.505361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:41.505516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:41.505557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:41.505637] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:41.509264] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=81.11%) [2025-12-02T20:29:41.509569] [INFO ] [FORECASTER] Completed predict_future for CUBE [2025-12-02T20:29:41.509884] [INFO ] [sig ] CUBE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:41.653957] [INFO ] [LOCAL ] Saved forecast: CUBE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CUBE.txt [2025-12-02T20:29:41.654092] [INFO ] [sig ] [812/3544] Completed CUBE in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.3m [2025-12-02T20:29:41.654129] [INFO ] [sig ] [813/3544] Forecasting CUBI... [2025-12-02T20:29:41.654157] [INFO ] [sig ] Generating forecast for: CUBI [2025-12-02T20:29:41.654197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-12-02T20:29:41.665206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBI'. [2025-12-02T20:29:41.665493] [INFO ] [FORECASTER] Starting predict_future for CUBI [2025-12-02T20:29:41.666289] [DEBUG] [LOCAL ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt [2025-12-02T20:29:41.666339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:41.666370] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:41.666401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:41.666468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:41.724894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:41.725644] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:41.725722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:41.725755] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:41.851957] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:41.852130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:41.852173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:41.852202] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:41.855675] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-12-02T20:29:41.855950] [INFO ] [FORECASTER] Completed predict_future for CUBI [2025-12-02T20:29:41.856085] [INFO ] [sig ] CUBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:41.998128] [INFO ] [LOCAL ] Saved forecast: CUBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CUBI.txt [2025-12-02T20:29:41.998272] [INFO ] [sig ] [813/3544] Completed CUBI in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.2m [2025-12-02T20:29:41.998312] [INFO ] [sig ] [814/3544] Forecasting CUK... [2025-12-02T20:29:41.998340] [INFO ] [sig ] Generating forecast for: CUK [2025-12-02T20:29:41.998371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-12-02T20:29:42.009823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUK'. [2025-12-02T20:29:42.010162] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-12-02T20:29:42.011072] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-12-02T20:29:42.011129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:42.011161] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:42.011187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:42.011243] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:42.069697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:42.070472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:42.070552] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:42.070603] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:42.197513] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:42.197676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:42.197716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:42.197745] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:42.201090] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-12-02T20:29:42.201374] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-12-02T20:29:42.201507] [INFO ] [sig ] CUK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:42.336564] [INFO ] [LOCAL ] Saved forecast: CUK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CUK.txt [2025-12-02T20:29:42.336687] [INFO ] [sig ] [814/3544] Completed CUK in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.2m [2025-12-02T20:29:42.336724] [INFO ] [sig ] [815/3544] Forecasting CULP... [2025-12-02T20:29:42.336751] [INFO ] [sig ] Generating forecast for: CULP [2025-12-02T20:29:42.336781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-12-02T20:29:42.347722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CULP'. [2025-12-02T20:29:42.348044] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-12-02T20:29:42.348822] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-12-02T20:29:42.348871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:42.348902] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:42.348927] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:42.348981] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:42.403998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:42.404560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:42.404653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:42.404684] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:42.508700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:42.508809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:42.508851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:42.508882] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:42.512056] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=77.80%) [2025-12-02T20:29:42.512318] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-12-02T20:29:42.512452] [INFO ] [sig ] CULP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:42.649389] [INFO ] [LOCAL ] Saved forecast: CULP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CULP.txt [2025-12-02T20:29:42.649501] [INFO ] [sig ] [815/3544] Completed CULP in 0.3s | 2.99 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:42.649537] [INFO ] [sig ] [816/3544] Forecasting CURI... [2025-12-02T20:29:42.649564] [INFO ] [sig ] Generating forecast for: CURI [2025-12-02T20:29:42.649611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'. [2025-12-02T20:29:42.660760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CURI'. [2025-12-02T20:29:42.661031] [INFO ] [FORECASTER] Starting predict_future for CURI [2025-12-02T20:29:42.661797] [DEBUG] [LOCAL ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt [2025-12-02T20:29:42.661846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:42.661877] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:42.661904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:42.661959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:42.718152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:42.718976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:42.719060] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:42.719091] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:42.838240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:42.838403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:42.838444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:42.838472] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:42.841743] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=92.59%) [2025-12-02T20:29:42.841998] [INFO ] [FORECASTER] Completed predict_future for CURI [2025-12-02T20:29:42.842113] [INFO ] [sig ] CURI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:42.979152] [INFO ] [LOCAL ] Saved forecast: CURI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CURI.txt [2025-12-02T20:29:42.979253] [INFO ] [sig ] [816/3544] Completed CURI in 0.3s | 2.99 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:42.979288] [INFO ] [sig ] [817/3544] Forecasting CUZ... [2025-12-02T20:29:42.979316] [INFO ] [sig ] Generating forecast for: CUZ [2025-12-02T20:29:42.979345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-12-02T20:29:42.992484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUZ'. [2025-12-02T20:29:42.992896] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-12-02T20:29:42.993752] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-12-02T20:29:42.993804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:42.993837] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:42.993866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:42.993922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:43.054235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:43.055281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:43.055379] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:43.055411] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:43.182650] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:43.182817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:43.182861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:43.182889] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:43.186585] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=98.13%) [2025-12-02T20:29:43.186862] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-12-02T20:29:43.186994] [INFO ] [sig ] CUZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:43.324204] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CUZ.txt [2025-12-02T20:29:43.324328] [INFO ] [sig ] [817/3544] Completed CUZ in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:43.324365] [INFO ] [sig ] [818/3544] Forecasting CVAC... [2025-12-02T20:29:43.324392] [INFO ] [sig ] Generating forecast for: CVAC [2025-12-02T20:29:43.324421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'. [2025-12-02T20:29:43.338618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVAC'. [2025-12-02T20:29:43.338927] [INFO ] [FORECASTER] Starting predict_future for CVAC [2025-12-02T20:29:43.339712] [DEBUG] [LOCAL ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt [2025-12-02T20:29:43.339761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:43.339790] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:43.339815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:43.339870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:43.393879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:43.394530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:43.394624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:43.394655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:43.520319] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:43.520470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:43.520510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:43.520538] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:43.524108] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=64.13%) [2025-12-02T20:29:43.524376] [INFO ] [FORECASTER] Completed predict_future for CVAC [2025-12-02T20:29:43.524502] [INFO ] [sig ] CVAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:43.664867] [INFO ] [LOCAL ] Saved forecast: CVAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CVAC.txt [2025-12-02T20:29:43.665028] [INFO ] [sig ] [818/3544] Completed CVAC in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:43.665069] [INFO ] [sig ] [819/3544] Forecasting CVBF... [2025-12-02T20:29:43.665099] [INFO ] [sig ] Generating forecast for: CVBF [2025-12-02T20:29:43.665131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'. [2025-12-02T20:29:43.676067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVBF'. [2025-12-02T20:29:43.676388] [INFO ] [FORECASTER] Starting predict_future for CVBF [2025-12-02T20:29:43.677193] [DEBUG] [LOCAL ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt [2025-12-02T20:29:43.677241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:43.677271] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:43.677297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:43.677350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:43.734807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:43.735561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:43.735691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:43.735725] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:43.859794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:43.859970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:43.860030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:43.860072] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:43.863905] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=83.75%) [2025-12-02T20:29:43.864181] [INFO ] [FORECASTER] Completed predict_future for CVBF [2025-12-02T20:29:43.864305] [INFO ] [sig ] CVBF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:44.008097] [INFO ] [LOCAL ] Saved forecast: CVBF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CVBF.txt [2025-12-02T20:29:44.008260] [INFO ] [sig ] [819/3544] Completed CVBF in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:44.008306] [INFO ] [sig ] [820/3544] Forecasting CVCO... [2025-12-02T20:29:44.008336] [INFO ] [sig ] Generating forecast for: CVCO [2025-12-02T20:29:44.008368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'. [2025-12-02T20:29:44.019887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVCO'. [2025-12-02T20:29:44.020211] [INFO ] [FORECASTER] Starting predict_future for CVCO [2025-12-02T20:29:44.021031] [DEBUG] [LOCAL ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt [2025-12-02T20:29:44.021082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:44.021125] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:44.021153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:44.021209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:44.079944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:44.080747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:44.080839] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:44.080876] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:44.200501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:44.200669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:44.200710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:44.200738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:44.204011] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=3.32%) [2025-12-02T20:29:44.204273] [INFO ] [FORECASTER] Completed predict_future for CVCO [2025-12-02T20:29:44.204395] [INFO ] [sig ] CVCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:44.342978] [INFO ] [LOCAL ] Saved forecast: CVCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CVCO.txt [2025-12-02T20:29:44.343119] [INFO ] [sig ] [820/3544] Completed CVCO in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:44.343156] [INFO ] [sig ] [821/3544] Forecasting CVEO... [2025-12-02T20:29:44.343183] [INFO ] [sig ] Generating forecast for: CVEO [2025-12-02T20:29:44.343211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-12-02T20:29:44.355353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVEO'. [2025-12-02T20:29:44.355705] [INFO ] [FORECASTER] Starting predict_future for CVEO [2025-12-02T20:29:44.356599] [DEBUG] [LOCAL ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt [2025-12-02T20:29:44.356659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:44.356690] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:44.356715] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:44.356770] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:44.413853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:44.414530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:44.414630] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:44.414665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:44.535248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:44.535408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:44.535456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:44.535484] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:44.538922] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-12-02T20:29:44.539190] [INFO ] [FORECASTER] Completed predict_future for CVEO [2025-12-02T20:29:44.539325] [INFO ] [sig ] CVEO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:44.681319] [INFO ] [LOCAL ] Saved forecast: CVEO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CVEO.txt [2025-12-02T20:29:44.681474] [INFO ] [sig ] [821/3544] Completed CVEO in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:44.681520] [INFO ] [sig ] [822/3544] Forecasting CVGI... [2025-12-02T20:29:44.681550] [INFO ] [sig ] Generating forecast for: CVGI [2025-12-02T20:29:44.681599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'. [2025-12-02T20:29:44.693338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVGI'. [2025-12-02T20:29:44.693690] [INFO ] [FORECASTER] Starting predict_future for CVGI [2025-12-02T20:29:44.694496] [DEBUG] [LOCAL ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt [2025-12-02T20:29:44.694548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:44.694600] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:44.694629] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:44.694684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:44.751051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:44.751868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:44.751953] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:44.751987] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:44.878658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:44.878812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:44.878852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:44.878881] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:44.882183] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=54.78%) [2025-12-02T20:29:44.882467] [INFO ] [FORECASTER] Completed predict_future for CVGI [2025-12-02T20:29:44.882621] [INFO ] [sig ] CVGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:45.023045] [INFO ] [LOCAL ] Saved forecast: CVGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CVGI.txt [2025-12-02T20:29:45.023212] [INFO ] [sig ] [822/3544] Completed CVGI in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:45.023251] [INFO ] [sig ] [823/3544] Forecasting CVI... [2025-12-02T20:29:45.023280] [INFO ] [sig ] Generating forecast for: CVI [2025-12-02T20:29:45.023310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-12-02T20:29:45.034899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVI'. [2025-12-02T20:29:45.035230] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-12-02T20:29:45.036026] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-12-02T20:29:45.036075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:45.036106] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:45.036131] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:45.036186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:45.094597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:45.095372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:45.095457] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:45.095488] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:45.221704] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:45.221853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:45.221894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:45.221922] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:45.225307] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=40.14%) [2025-12-02T20:29:45.225625] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-12-02T20:29:45.225757] [INFO ] [sig ] CVI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:45.371064] [INFO ] [LOCAL ] Saved forecast: CVI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CVI.txt [2025-12-02T20:29:45.371214] [INFO ] [sig ] [823/3544] Completed CVI in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:45.371261] [INFO ] [sig ] [824/3544] Forecasting CVKD... [2025-12-02T20:29:45.371293] [INFO ] [sig ] Generating forecast for: CVKD [2025-12-02T20:29:45.371323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'. [2025-12-02T20:29:45.383322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVKD'. [2025-12-02T20:29:45.383638] [INFO ] [FORECASTER] Starting predict_future for CVKD [2025-12-02T20:29:45.384400] [DEBUG] [LOCAL ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt [2025-12-02T20:29:45.384454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:45.384492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:45.384525] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:45.384620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:45.443232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:45.444016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:45.444113] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:45.444147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:45.573670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:45.573827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:45.573867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:45.573895] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:45.577263] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=62.29%) [2025-12-02T20:29:45.577589] [INFO ] [FORECASTER] Completed predict_future for CVKD [2025-12-02T20:29:45.577718] [INFO ] [sig ] CVKD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:45.720502] [INFO ] [LOCAL ] Saved forecast: CVKD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CVKD.txt [2025-12-02T20:29:45.720653] [INFO ] [sig ] [824/3544] Completed CVKD in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:45.720692] [INFO ] [sig ] [825/3544] Forecasting CVNA... [2025-12-02T20:29:45.720721] [INFO ] [sig ] Generating forecast for: CVNA [2025-12-02T20:29:45.720750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-12-02T20:29:45.732454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVNA'. [2025-12-02T20:29:45.732784] [INFO ] [FORECASTER] Starting predict_future for CVNA [2025-12-02T20:29:45.733602] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-12-02T20:29:45.733655] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:45.733687] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:45.733714] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:45.733769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:45.791532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:45.792295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:45.792375] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:45.792407] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:45.918294] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:45.918460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:45.918504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:45.918532] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:45.922089] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=1.17%) [2025-12-02T20:29:45.922363] [INFO ] [FORECASTER] Completed predict_future for CVNA [2025-12-02T20:29:45.922514] [INFO ] [sig ] CVNA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:46.064108] [INFO ] [LOCAL ] Saved forecast: CVNA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CVNA.txt [2025-12-02T20:29:46.064252] [INFO ] [sig ] [825/3544] Completed CVNA in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:46.064291] [INFO ] [sig ] [826/3544] Forecasting CVRX... [2025-12-02T20:29:46.064320] [INFO ] [sig ] Generating forecast for: CVRX [2025-12-02T20:29:46.064350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'. [2025-12-02T20:29:46.108872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVRX'. [2025-12-02T20:29:46.109205] [INFO ] [FORECASTER] Starting predict_future for CVRX [2025-12-02T20:29:46.110029] [DEBUG] [LOCAL ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt [2025-12-02T20:29:46.110080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:46.110137] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:46.110166] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:46.110222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:46.169450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:46.170249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:46.170332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:46.170364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:46.296289] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:46.296440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:46.296482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:46.296509] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:46.299870] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=80.80%) [2025-12-02T20:29:46.300167] [INFO ] [FORECASTER] Completed predict_future for CVRX [2025-12-02T20:29:46.300303] [INFO ] [sig ] CVRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:46.445496] [INFO ] [LOCAL ] Saved forecast: CVRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CVRX.txt [2025-12-02T20:29:46.445655] [INFO ] [sig ] [826/3544] Completed CVRX in 0.4s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:46.445695] [INFO ] [sig ] [827/3544] Forecasting CVS... [2025-12-02T20:29:46.445723] [INFO ] [sig ] Generating forecast for: CVS [2025-12-02T20:29:46.445753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-12-02T20:29:46.457369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVS'. [2025-12-02T20:29:46.457718] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-12-02T20:29:46.458752] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-12-02T20:29:46.458802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:46.458833] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:46.458865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:46.458931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:46.516560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:46.517290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:46.517370] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:46.517402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:46.648343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:46.648527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:46.648634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:46.648674] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:46.652437] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=86.19%) [2025-12-02T20:29:46.652751] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-12-02T20:29:46.652879] [INFO ] [sig ] CVS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:46.793519] [INFO ] [LOCAL ] Saved forecast: CVS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CVS.txt [2025-12-02T20:29:46.793667] [INFO ] [sig ] [827/3544] Completed CVS in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:46.793706] [INFO ] [sig ] [828/3544] Forecasting CVX... [2025-12-02T20:29:46.793733] [INFO ] [sig ] Generating forecast for: CVX [2025-12-02T20:29:46.793761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-12-02T20:29:46.805718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVX'. [2025-12-02T20:29:46.806044] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-12-02T20:29:46.806810] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-12-02T20:29:46.806859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:46.806890] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:46.806915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:46.806969] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:46.864685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:46.865470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:46.865550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:46.865603] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:46.998181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:46.998332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:46.998374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:46.998407] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:47.001906] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=36.95%) [2025-12-02T20:29:47.002190] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-12-02T20:29:47.002330] [INFO ] [sig ] CVX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:47.148087] [INFO ] [LOCAL ] Saved forecast: CVX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CVX.txt [2025-12-02T20:29:47.148227] [INFO ] [sig ] [828/3544] Completed CVX in 0.4s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:47.148266] [INFO ] [sig ] [829/3544] Forecasting CWAN... [2025-12-02T20:29:47.148296] [INFO ] [sig ] Generating forecast for: CWAN [2025-12-02T20:29:47.148328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-12-02T20:29:47.160107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWAN'. [2025-12-02T20:29:47.160454] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-12-02T20:29:47.161321] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-12-02T20:29:47.161371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:47.161406] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:47.161443] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:47.161520] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:47.220704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:47.221472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:47.221568] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:47.221624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:47.349925] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:47.350091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:47.350138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:47.350204] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:47.354018] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=26.20%) [2025-12-02T20:29:47.354296] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-12-02T20:29:47.354443] [INFO ] [sig ] CWAN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:47.496605] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CWAN.txt [2025-12-02T20:29:47.496745] [INFO ] [sig ] [829/3544] Completed CWAN in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:47.496783] [INFO ] [sig ] [830/3544] Forecasting CWBC... [2025-12-02T20:29:47.496811] [INFO ] [sig ] Generating forecast for: CWBC [2025-12-02T20:29:47.496841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'. [2025-12-02T20:29:47.508410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWBC'. [2025-12-02T20:29:47.508744] [INFO ] [FORECASTER] Starting predict_future for CWBC [2025-12-02T20:29:47.509697] [DEBUG] [LOCAL ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt [2025-12-02T20:29:47.509746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:47.509776] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:47.509801] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:47.509855] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:47.571194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:47.572056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:47.572141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:47.572173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:47.699855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:47.700008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:47.700048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:47.700077] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:47.703412] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=73.11%) [2025-12-02T20:29:47.703696] [INFO ] [FORECASTER] Completed predict_future for CWBC [2025-12-02T20:29:47.703819] [INFO ] [sig ] CWBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:47.848018] [INFO ] [LOCAL ] Saved forecast: CWBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CWBC.txt [2025-12-02T20:29:47.848159] [INFO ] [sig ] [830/3544] Completed CWBC in 0.4s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:47.848196] [INFO ] [sig ] [831/3544] Forecasting CWCO... [2025-12-02T20:29:47.848224] [INFO ] [sig ] Generating forecast for: CWCO [2025-12-02T20:29:47.848256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'. [2025-12-02T20:29:47.860004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWCO'. [2025-12-02T20:29:47.860326] [INFO ] [FORECASTER] Starting predict_future for CWCO [2025-12-02T20:29:47.861145] [DEBUG] [LOCAL ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt [2025-12-02T20:29:47.861194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:47.861261] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:47.861291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:47.861348] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:47.922918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:47.923742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:47.923830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:47.923863] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:48.045984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:48.046136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:48.046179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:48.046207] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:48.049693] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=85.40%) [2025-12-02T20:29:48.049979] [INFO ] [FORECASTER] Completed predict_future for CWCO [2025-12-02T20:29:48.050132] [INFO ] [sig ] CWCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:48.192663] [INFO ] [LOCAL ] Saved forecast: CWCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CWCO.txt [2025-12-02T20:29:48.192800] [INFO ] [sig ] [831/3544] Completed CWCO in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:48.192839] [INFO ] [sig ] [832/3544] Forecasting CWD... [2025-12-02T20:29:48.192869] [INFO ] [sig ] Generating forecast for: CWD [2025-12-02T20:29:48.192901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'. [2025-12-02T20:29:48.204119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWD'. [2025-12-02T20:29:48.204428] [INFO ] [FORECASTER] Starting predict_future for CWD [2025-12-02T20:29:48.205286] [DEBUG] [LOCAL ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt [2025-12-02T20:29:48.205337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:48.205368] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:48.205394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:48.205449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:48.265422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:48.266225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:48.266308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:48.266342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:48.377212] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:48.377375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:48.377426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:48.377463] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:48.380995] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=78.89%) [2025-12-02T20:29:48.381273] [INFO ] [FORECASTER] Completed predict_future for CWD [2025-12-02T20:29:48.381396] [INFO ] [sig ] CWD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:48.540507] [INFO ] [LOCAL ] Saved forecast: CWD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CWD.txt [2025-12-02T20:29:48.540667] [INFO ] [sig ] [832/3544] Completed CWD in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.2m [2025-12-02T20:29:48.540707] [INFO ] [sig ] [833/3544] Forecasting CWEN... [2025-12-02T20:29:48.540735] [INFO ] [sig ] Generating forecast for: CWEN [2025-12-02T20:29:48.540765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-12-02T20:29:48.551896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWEN'. [2025-12-02T20:29:48.552258] [INFO ] [FORECASTER] Starting predict_future for CWEN [2025-12-02T20:29:48.553111] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-12-02T20:29:48.553161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:48.553193] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:48.553218] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:48.553273] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:48.627777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:48.628708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:48.628795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:48.628840] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:48.763742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:48.763913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:48.763956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:48.763983] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:48.767280] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=91.70%) [2025-12-02T20:29:48.767565] [INFO ] [FORECASTER] Completed predict_future for CWEN [2025-12-02T20:29:48.767710] [INFO ] [sig ] CWEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:48.905515] [INFO ] [LOCAL ] Saved forecast: CWEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CWEN.txt [2025-12-02T20:29:48.905690] [INFO ] [sig ] [833/3544] Completed CWEN in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:48.905729] [INFO ] [sig ] [834/3544] Forecasting CWH... [2025-12-02T20:29:48.905757] [INFO ] [sig ] Generating forecast for: CWH [2025-12-02T20:29:48.905786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-12-02T20:29:48.917059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWH'. [2025-12-02T20:29:48.917340] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-12-02T20:29:48.921307] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-12-02T20:29:48.921383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:48.921414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:48.921440] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:48.921496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:48.976790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:48.977658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:48.977736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:48.977767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:49.097143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:49.097292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:49.097329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:49.097357] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:49.100735] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=36.25%) [2025-12-02T20:29:49.101000] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-12-02T20:29:49.101120] [INFO ] [sig ] CWH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:49.239442] [INFO ] [LOCAL ] Saved forecast: CWH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CWH.txt [2025-12-02T20:29:49.239621] [INFO ] [sig ] [834/3544] Completed CWH in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:49.239662] [INFO ] [sig ] [835/3544] Forecasting CWK... [2025-12-02T20:29:49.239690] [INFO ] [sig ] Generating forecast for: CWK [2025-12-02T20:29:49.239728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-12-02T20:29:49.251019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWK'. [2025-12-02T20:29:49.251296] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-12-02T20:29:49.252073] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-12-02T20:29:49.252122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:49.252151] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:49.252176] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:49.252230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:49.307170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:49.308024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:49.308106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:49.308136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:49.423910] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:49.424065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:49.424105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:49.424131] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:49.427361] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-12-02T20:29:49.427633] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-12-02T20:29:49.427748] [INFO ] [sig ] CWK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:49.571601] [INFO ] [LOCAL ] Saved forecast: CWK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CWK.txt [2025-12-02T20:29:49.571754] [INFO ] [sig ] [835/3544] Completed CWK in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:49.571792] [INFO ] [sig ] [836/3544] Forecasting CXDO... [2025-12-02T20:29:49.571819] [INFO ] [sig ] Generating forecast for: CXDO [2025-12-02T20:29:49.571848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'. [2025-12-02T20:29:49.583300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXDO'. [2025-12-02T20:29:49.583686] [INFO ] [FORECASTER] Starting predict_future for CXDO [2025-12-02T20:29:49.584492] [DEBUG] [LOCAL ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt [2025-12-02T20:29:49.584540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:49.584591] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:49.584624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:49.584683] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:49.640135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:49.640964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:49.641079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:49.641113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:49.756716] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:49.756868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:49.756907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:49.756934] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:49.760235] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=70.58%) [2025-12-02T20:29:49.760519] [INFO ] [FORECASTER] Completed predict_future for CXDO [2025-12-02T20:29:49.760663] [INFO ] [sig ] CXDO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:49.899256] [INFO ] [LOCAL ] Saved forecast: CXDO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CXDO.txt [2025-12-02T20:29:49.899410] [INFO ] [sig ] [836/3544] Completed CXDO in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:49.899448] [INFO ] [sig ] [837/3544] Forecasting CXE... [2025-12-02T20:29:49.899476] [INFO ] [sig ] Generating forecast for: CXE [2025-12-02T20:29:49.899504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-12-02T20:29:49.911206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXE'. [2025-12-02T20:29:49.911509] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-12-02T20:29:49.912313] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-12-02T20:29:49.912364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:49.912394] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:49.912421] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:49.912477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:49.970249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:49.971083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:49.971171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:49.971212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:50.087346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:50.087496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:50.087535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:50.087562] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:50.090814] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=75.64%) [2025-12-02T20:29:50.091065] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-12-02T20:29:50.091180] [INFO ] [sig ] CXE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:50.232383] [INFO ] [LOCAL ] Saved forecast: CXE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CXE.txt [2025-12-02T20:29:50.232556] [INFO ] [sig ] [837/3544] Completed CXE in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:50.232621] [INFO ] [sig ] [838/3544] Forecasting CXSE... [2025-12-02T20:29:50.232650] [INFO ] [sig ] Generating forecast for: CXSE [2025-12-02T20:29:50.232678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'. [2025-12-02T20:29:50.244229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXSE'. [2025-12-02T20:29:50.244543] [INFO ] [FORECASTER] Starting predict_future for CXSE [2025-12-02T20:29:50.245376] [DEBUG] [LOCAL ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt [2025-12-02T20:29:50.245426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:50.245456] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:50.245482] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:50.245537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:50.305245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:50.306270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:50.306375] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:50.306422] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:50.426348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:50.426482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:50.426522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:50.426548] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:50.429884] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=94.30%) [2025-12-02T20:29:50.430143] [INFO ] [FORECASTER] Completed predict_future for CXSE [2025-12-02T20:29:50.430258] [INFO ] [sig ] CXSE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:50.566749] [INFO ] [LOCAL ] Saved forecast: CXSE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CXSE.txt [2025-12-02T20:29:50.566872] [INFO ] [sig ] [838/3544] Completed CXSE in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:50.566908] [INFO ] [sig ] [839/3544] Forecasting CYH... [2025-12-02T20:29:50.566935] [INFO ] [sig ] Generating forecast for: CYH [2025-12-02T20:29:50.566964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-12-02T20:29:50.578227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYH'. [2025-12-02T20:29:50.578521] [INFO ] [FORECASTER] Starting predict_future for CYH [2025-12-02T20:29:50.579341] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-12-02T20:29:50.579391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:50.579423] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:50.579449] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:50.579505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:50.636074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:50.636709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:50.636785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:50.636817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:50.756730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:50.756869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:50.756912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:50.756940] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:50.760273] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=51.29%) [2025-12-02T20:29:50.760531] [INFO ] [FORECASTER] Completed predict_future for CYH [2025-12-02T20:29:50.760669] [INFO ] [sig ] CYH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:50.899653] [INFO ] [LOCAL ] Saved forecast: CYH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CYH.txt [2025-12-02T20:29:50.899804] [INFO ] [sig ] [839/3544] Completed CYH in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:50.899848] [INFO ] [sig ] [840/3544] Forecasting CYN... [2025-12-02T20:29:50.899877] [INFO ] [sig ] Generating forecast for: CYN [2025-12-02T20:29:50.899907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'. [2025-12-02T20:29:50.910684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYN'. [2025-12-02T20:29:50.910967] [INFO ] [FORECASTER] Starting predict_future for CYN [2025-12-02T20:29:50.911733] [DEBUG] [LOCAL ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt [2025-12-02T20:29:50.911781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:50.911811] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:50.911837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:50.911891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:50.967428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:50.968064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:50.968139] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:50.968169] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:51.081113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:51.081258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:51.081296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:51.081323] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:51.084531] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=80.92%) [2025-12-02T20:29:51.084804] [INFO ] [FORECASTER] Completed predict_future for CYN [2025-12-02T20:29:51.084919] [INFO ] [sig ] CYN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:51.221003] [INFO ] [LOCAL ] Saved forecast: CYN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CYN.txt [2025-12-02T20:29:51.221116] [INFO ] [sig ] [840/3544] Completed CYN in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:51.221152] [INFO ] [sig ] [841/3544] Forecasting CYRX... [2025-12-02T20:29:51.221179] [INFO ] [sig ] Generating forecast for: CYRX [2025-12-02T20:29:51.221209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'. [2025-12-02T20:29:51.231710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYRX'. [2025-12-02T20:29:51.231970] [INFO ] [FORECASTER] Starting predict_future for CYRX [2025-12-02T20:29:51.232740] [DEBUG] [LOCAL ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt [2025-12-02T20:29:51.232788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:51.232817] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:51.232843] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:51.232896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:51.289551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:51.290176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:51.290260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:51.290292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:51.412836] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:51.412972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:51.413012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:51.413040] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:51.416267] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: UP (p=64.23%) [2025-12-02T20:29:51.416520] [INFO ] [FORECASTER] Completed predict_future for CYRX [2025-12-02T20:29:51.416653] [INFO ] [sig ] CYRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:51.562141] [INFO ] [LOCAL ] Saved forecast: CYRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CYRX.txt [2025-12-02T20:29:51.562287] [INFO ] [sig ] [841/3544] Completed CYRX in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:51.562326] [INFO ] [sig ] [842/3544] Forecasting CYTK... [2025-12-02T20:29:51.562353] [INFO ] [sig ] Generating forecast for: CYTK [2025-12-02T20:29:51.562382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'. [2025-12-02T20:29:51.573770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYTK'. [2025-12-02T20:29:51.574073] [INFO ] [FORECASTER] Starting predict_future for CYTK [2025-12-02T20:29:51.574868] [DEBUG] [LOCAL ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt [2025-12-02T20:29:51.574917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:51.574949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:51.574976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:51.575032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:51.631492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:51.632133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:51.632209] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:51.632241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:51.757506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:51.757664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:51.757706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:51.757735] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:51.761172] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=8.78%) [2025-12-02T20:29:51.761438] [INFO ] [FORECASTER] Completed predict_future for CYTK [2025-12-02T20:29:51.761559] [INFO ] [sig ] CYTK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:51.902879] [INFO ] [LOCAL ] Saved forecast: CYTK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CYTK.txt [2025-12-02T20:29:51.903065] [INFO ] [sig ] [842/3544] Completed CYTK in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:51.903111] [INFO ] [sig ] [843/3544] Forecasting CZFS... [2025-12-02T20:29:51.903147] [INFO ] [sig ] Generating forecast for: CZFS [2025-12-02T20:29:51.903191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'. [2025-12-02T20:29:51.915444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZFS'. [2025-12-02T20:29:51.915763] [INFO ] [FORECASTER] Starting predict_future for CZFS [2025-12-02T20:29:51.916702] [DEBUG] [LOCAL ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt [2025-12-02T20:29:51.916759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:51.916826] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:51.916859] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:51.916935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:51.980201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:51.980901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:51.980980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:51.981012] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:52.072051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:52.072168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:52.072204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:52.072231] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:52.075318] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=72.79%) [2025-12-02T20:29:52.075606] [INFO ] [FORECASTER] Completed predict_future for CZFS [2025-12-02T20:29:52.075721] [INFO ] [sig ] CZFS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:52.212552] [INFO ] [LOCAL ] Saved forecast: CZFS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CZFS.txt [2025-12-02T20:29:52.212722] [INFO ] [sig ] [843/3544] Completed CZFS in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:52.212761] [INFO ] [sig ] [844/3544] Forecasting CZNC... [2025-12-02T20:29:52.212789] [INFO ] [sig ] Generating forecast for: CZNC [2025-12-02T20:29:52.212819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'. [2025-12-02T20:29:52.223556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZNC'. [2025-12-02T20:29:52.223855] [INFO ] [FORECASTER] Starting predict_future for CZNC [2025-12-02T20:29:52.224619] [DEBUG] [LOCAL ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt [2025-12-02T20:29:52.224677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:52.224707] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:52.224732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:52.224786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:52.280552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:52.281185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:52.281262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:52.281292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:52.393783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:52.393911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:52.393949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:52.393976] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:52.397112] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=3.12%) [2025-12-02T20:29:52.397363] [INFO ] [FORECASTER] Completed predict_future for CZNC [2025-12-02T20:29:52.397476] [INFO ] [sig ] CZNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:52.534055] [INFO ] [LOCAL ] Saved forecast: CZNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/CZNC.txt [2025-12-02T20:29:52.534183] [INFO ] [sig ] [844/3544] Completed CZNC in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:52.534221] [INFO ] [sig ] [845/3544] Forecasting CZWI... [2025-12-02T20:29:52.534249] [INFO ] [sig ] Generating forecast for: CZWI [2025-12-02T20:29:52.534276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'. [2025-12-02T20:29:52.544767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZWI'. [2025-12-02T20:29:52.545036] [INFO ] [FORECASTER] Starting predict_future for CZWI [2025-12-02T20:29:52.545845] [DEBUG] [LOCAL ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt [2025-12-02T20:29:52.545895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:52.545928] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:52.545958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:52.546032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:52.603054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:52.603797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:52.603874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:52.603905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:52.720307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:52.720445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:52.720483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:52.720510] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:52.723728] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=87.65%) [2025-12-02T20:29:52.723982] [INFO ] [FORECASTER] Completed predict_future for CZWI [2025-12-02T20:29:52.724096] [INFO ] [sig ] CZWI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:52.859957] [INFO ] [LOCAL ] Saved forecast: CZWI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/CZWI.txt [2025-12-02T20:29:52.860079] [INFO ] [sig ] [845/3544] Completed CZWI in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:52.860114] [INFO ] [sig ] [846/3544] Forecasting DAIO... [2025-12-02T20:29:52.860141] [INFO ] [sig ] Generating forecast for: DAIO [2025-12-02T20:29:52.860172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'. [2025-12-02T20:29:52.870616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAIO'. [2025-12-02T20:29:52.870881] [INFO ] [FORECASTER] Starting predict_future for DAIO [2025-12-02T20:29:52.871649] [DEBUG] [LOCAL ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt [2025-12-02T20:29:52.871699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:52.871729] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:52.871754] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:52.871809] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:52.927191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:52.927899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:52.927980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:52.928013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:53.031555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:53.031669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:53.031710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:53.031764] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:53.035035] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=27.21%) [2025-12-02T20:29:53.035293] [INFO ] [FORECASTER] Completed predict_future for DAIO [2025-12-02T20:29:53.035411] [INFO ] [sig ] DAIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:53.171831] [INFO ] [LOCAL ] Saved forecast: DAIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DAIO.txt [2025-12-02T20:29:53.171960] [INFO ] [sig ] [846/3544] Completed DAIO in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:53.171999] [INFO ] [sig ] [847/3544] Forecasting DAL... [2025-12-02T20:29:53.172029] [INFO ] [sig ] Generating forecast for: DAL [2025-12-02T20:29:53.172059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-12-02T20:29:53.183166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAL'. [2025-12-02T20:29:53.183437] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-12-02T20:29:53.184222] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-12-02T20:29:53.184272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:53.184303] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:53.184331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:53.184388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:53.239967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:53.240605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:53.240682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:53.240715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:53.362778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:53.362941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:53.362987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:53.363015] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:53.366474] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=3.47%) [2025-12-02T20:29:53.366779] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-12-02T20:29:53.366913] [INFO ] [sig ] DAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:53.504103] [INFO ] [LOCAL ] Saved forecast: DAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DAL.txt [2025-12-02T20:29:53.504230] [INFO ] [sig ] [847/3544] Completed DAL in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:53.504273] [INFO ] [sig ] [848/3544] Forecasting DAN... [2025-12-02T20:29:53.504301] [INFO ] [sig ] Generating forecast for: DAN [2025-12-02T20:29:53.504329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-12-02T20:29:53.517556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAN'. [2025-12-02T20:29:53.517948] [INFO ] [FORECASTER] Starting predict_future for DAN [2025-12-02T20:29:53.518786] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-12-02T20:29:53.518838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:53.518868] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:53.518892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:53.518946] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:53.574882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:53.575597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:53.575680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:53.575712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:53.696538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:53.696697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:53.696735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:53.696763] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:53.700021] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=15.20%) [2025-12-02T20:29:53.700282] [INFO ] [FORECASTER] Completed predict_future for DAN [2025-12-02T20:29:53.700401] [INFO ] [sig ] DAN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:53.836652] [INFO ] [LOCAL ] Saved forecast: DAN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DAN.txt [2025-12-02T20:29:53.836778] [INFO ] [sig ] [848/3544] Completed DAN in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:53.836816] [INFO ] [sig ] [849/3544] Forecasting DAO... [2025-12-02T20:29:53.836843] [INFO ] [sig ] Generating forecast for: DAO [2025-12-02T20:29:53.836873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-12-02T20:29:53.847403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAO'. [2025-12-02T20:29:53.847701] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-12-02T20:29:53.848483] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-12-02T20:29:53.848532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:53.848562] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:53.848606] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:53.848662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:53.904532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:53.905189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:53.905267] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:53.905300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:54.027878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:54.028024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:54.028063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:54.028090] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:54.031357] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=83.74%) [2025-12-02T20:29:54.031650] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-12-02T20:29:54.031778] [INFO ] [sig ] DAO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:54.168291] [INFO ] [LOCAL ] Saved forecast: DAO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DAO.txt [2025-12-02T20:29:54.168411] [INFO ] [sig ] [849/3544] Completed DAO in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.1m [2025-12-02T20:29:54.168449] [INFO ] [sig ] [850/3544] Forecasting DAPP... [2025-12-02T20:29:54.168477] [INFO ] [sig ] Generating forecast for: DAPP [2025-12-02T20:29:54.168507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'. [2025-12-02T20:29:54.179961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAPP'. [2025-12-02T20:29:54.180259] [INFO ] [FORECASTER] Starting predict_future for DAPP [2025-12-02T20:29:54.181076] [DEBUG] [LOCAL ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt [2025-12-02T20:29:54.181126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:54.181157] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:54.181183] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:54.181238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:54.238140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:54.238877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:54.238954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:54.238985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:54.359230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:54.359378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:54.359417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:54.359444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:54.362690] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=20.79%) [2025-12-02T20:29:54.362943] [INFO ] [FORECASTER] Completed predict_future for DAPP [2025-12-02T20:29:54.363057] [INFO ] [sig ] DAPP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:54.502901] [INFO ] [LOCAL ] Saved forecast: DAPP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DAPP.txt [2025-12-02T20:29:54.503032] [INFO ] [sig ] [850/3544] Completed DAPP in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.0m [2025-12-02T20:29:54.503069] [INFO ] [sig ] [851/3544] Forecasting DARE... [2025-12-02T20:29:54.503096] [INFO ] [sig ] Generating forecast for: DARE [2025-12-02T20:29:54.503125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'. [2025-12-02T20:29:54.513827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DARE'. [2025-12-02T20:29:54.514119] [INFO ] [FORECASTER] Starting predict_future for DARE [2025-12-02T20:29:54.514878] [DEBUG] [LOCAL ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt [2025-12-02T20:29:54.514926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:54.514955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:54.514981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:54.515035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:54.570212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:54.571022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:54.571104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:54.571134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:54.685397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:54.685548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:54.685620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:54.685649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:54.688907] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=93.48%) [2025-12-02T20:29:54.689162] [INFO ] [FORECASTER] Completed predict_future for DARE [2025-12-02T20:29:54.689276] [INFO ] [sig ] DARE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:54.825518] [INFO ] [LOCAL ] Saved forecast: DARE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DARE.txt [2025-12-02T20:29:54.825679] [INFO ] [sig ] [851/3544] Completed DARE in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:54.825718] [INFO ] [sig ] [852/3544] Forecasting DASH... [2025-12-02T20:29:54.825748] [INFO ] [sig ] Generating forecast for: DASH [2025-12-02T20:29:54.825779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'. [2025-12-02T20:29:54.837280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DASH'. [2025-12-02T20:29:54.837647] [INFO ] [FORECASTER] Starting predict_future for DASH [2025-12-02T20:29:54.838452] [DEBUG] [LOCAL ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt [2025-12-02T20:29:54.838502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:54.838532] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:54.838556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:54.838635] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:54.894859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:54.895494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:54.895568] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:54.895617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:55.016701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:55.016852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:55.016891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:55.016918] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:55.020199] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=54.69%) [2025-12-02T20:29:55.020461] [INFO ] [FORECASTER] Completed predict_future for DASH [2025-12-02T20:29:55.020597] [INFO ] [sig ] DASH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:55.156051] [INFO ] [LOCAL ] Saved forecast: DASH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DASH.txt [2025-12-02T20:29:55.156183] [INFO ] [sig ] [852/3544] Completed DASH in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:55.156219] [INFO ] [sig ] [853/3544] Forecasting DAVA... [2025-12-02T20:29:55.156248] [INFO ] [sig ] Generating forecast for: DAVA [2025-12-02T20:29:55.156277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-12-02T20:29:55.167825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVA'. [2025-12-02T20:29:55.168349] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-12-02T20:29:55.169153] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-12-02T20:29:55.169203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:55.169234] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:55.169261] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:55.169317] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:55.225112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:55.225872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:55.225978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:55.226011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:55.345993] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:55.346143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:55.346183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:55.346209] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:55.349519] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=10.13%) [2025-12-02T20:29:55.349804] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-12-02T20:29:55.349924] [INFO ] [sig ] DAVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:55.487685] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DAVA.txt [2025-12-02T20:29:55.487829] [INFO ] [sig ] [853/3544] Completed DAVA in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:55.487884] [INFO ] [sig ] [854/3544] Forecasting DAVE... [2025-12-02T20:29:55.487916] [INFO ] [sig ] Generating forecast for: DAVE [2025-12-02T20:29:55.487947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'. [2025-12-02T20:29:55.499465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVE'. [2025-12-02T20:29:55.499793] [INFO ] [FORECASTER] Starting predict_future for DAVE [2025-12-02T20:29:55.500641] [DEBUG] [LOCAL ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt [2025-12-02T20:29:55.500690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:55.500721] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:55.500745] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:55.500801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:55.558674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:55.559487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:55.559563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:55.559612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:55.681276] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:55.681426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:55.681468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:55.681498] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:55.684837] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=78.96%) [2025-12-02T20:29:55.685102] [INFO ] [FORECASTER] Completed predict_future for DAVE [2025-12-02T20:29:55.685221] [INFO ] [sig ] DAVE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:55.824276] [INFO ] [LOCAL ] Saved forecast: DAVE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DAVE.txt [2025-12-02T20:29:55.824396] [INFO ] [sig ] [854/3544] Completed DAVE in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:55.824433] [INFO ] [sig ] [855/3544] Forecasting DAWN... [2025-12-02T20:29:55.824459] [INFO ] [sig ] Generating forecast for: DAWN [2025-12-02T20:29:55.824488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'. [2025-12-02T20:29:55.835235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAWN'. [2025-12-02T20:29:55.835522] [INFO ] [FORECASTER] Starting predict_future for DAWN [2025-12-02T20:29:55.836279] [DEBUG] [LOCAL ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt [2025-12-02T20:29:55.836327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:55.836366] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:55.836392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:55.836447] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:55.892497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:55.893140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:55.893218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:55.893251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:56.013639] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:56.013790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:56.013832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:56.013860] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:56.017067] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=4.98%) [2025-12-02T20:29:56.017354] [INFO ] [FORECASTER] Completed predict_future for DAWN [2025-12-02T20:29:56.017480] [INFO ] [sig ] DAWN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:56.157551] [INFO ] [LOCAL ] Saved forecast: DAWN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DAWN.txt [2025-12-02T20:29:56.157705] [INFO ] [sig ] [855/3544] Completed DAWN in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:56.157742] [INFO ] [sig ] [856/3544] Forecasting DB... [2025-12-02T20:29:56.157769] [INFO ] [sig ] Generating forecast for: DB [2025-12-02T20:29:56.157799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-12-02T20:29:56.168510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DB'. [2025-12-02T20:29:56.168800] [INFO ] [FORECASTER] Starting predict_future for DB [2025-12-02T20:29:56.169542] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-12-02T20:29:56.169608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:56.169641] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:56.169666] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:56.169721] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:56.224199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:56.224864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:56.224938] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:56.224969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:56.348018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:56.348159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:56.348197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:56.348224] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:56.351433] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=54.46%) [2025-12-02T20:29:56.351706] [INFO ] [FORECASTER] Completed predict_future for DB [2025-12-02T20:29:56.351826] [INFO ] [sig ] DB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:56.487695] [INFO ] [LOCAL ] Saved forecast: DB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DB.txt [2025-12-02T20:29:56.487831] [INFO ] [sig ] [856/3544] Completed DB in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:56.487888] [INFO ] [sig ] [857/3544] Forecasting DBI... [2025-12-02T20:29:56.487919] [INFO ] [sig ] Generating forecast for: DBI [2025-12-02T20:29:56.487946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-12-02T20:29:56.499091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBI'. [2025-12-02T20:29:56.499355] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-12-02T20:29:56.500123] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-12-02T20:29:56.500172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:56.500202] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:56.500228] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:56.500282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:56.556825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:56.557530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:56.557628] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:56.557662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:56.673931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:56.674073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:56.674111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:56.674138] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:56.677336] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=21.76%) [2025-12-02T20:29:56.677606] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-12-02T20:29:56.677725] [INFO ] [sig ] DBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:56.813320] [INFO ] [LOCAL ] Saved forecast: DBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DBI.txt [2025-12-02T20:29:56.813469] [INFO ] [sig ] [857/3544] Completed DBI in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:56.813510] [INFO ] [sig ] [858/3544] Forecasting DBL... [2025-12-02T20:29:56.813539] [INFO ] [sig ] Generating forecast for: DBL [2025-12-02T20:29:56.813587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-12-02T20:29:56.824882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBL'. [2025-12-02T20:29:56.825160] [INFO ] [FORECASTER] Starting predict_future for DBL [2025-12-02T20:29:56.825956] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-12-02T20:29:56.826005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:56.826037] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:56.826064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:56.826120] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:56.880714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:56.881305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:56.881378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:56.881408] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:57.000559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:57.000702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:57.000739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:57.000766] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:57.003905] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=88.59%) [2025-12-02T20:29:57.004158] [INFO ] [FORECASTER] Completed predict_future for DBL [2025-12-02T20:29:57.004275] [INFO ] [sig ] DBL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:57.138884] [INFO ] [LOCAL ] Saved forecast: DBL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DBL.txt [2025-12-02T20:29:57.138987] [INFO ] [sig ] [858/3544] Completed DBL in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:57.139022] [INFO ] [sig ] [859/3544] Forecasting DBRG... [2025-12-02T20:29:57.139056] [INFO ] [sig ] Generating forecast for: DBRG [2025-12-02T20:29:57.139086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-12-02T20:29:57.149996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBRG'. [2025-12-02T20:29:57.150263] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-12-02T20:29:57.151031] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-12-02T20:29:57.151078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:57.151108] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:57.151132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:57.151186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:57.205433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:57.206010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:57.206082] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:57.206112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:57.323548] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:57.323686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:57.323735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:57.323767] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:57.326897] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=38.01%) [2025-12-02T20:29:57.327152] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-12-02T20:29:57.327265] [INFO ] [sig ] DBRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:57.463274] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DBRG.txt [2025-12-02T20:29:57.463378] [INFO ] [sig ] [859/3544] Completed DBRG in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:57.463414] [INFO ] [sig ] [860/3544] Forecasting DBX... [2025-12-02T20:29:57.463441] [INFO ] [sig ] Generating forecast for: DBX [2025-12-02T20:29:57.463470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'. [2025-12-02T20:29:57.474492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBX'. [2025-12-02T20:29:57.474765] [INFO ] [FORECASTER] Starting predict_future for DBX [2025-12-02T20:29:57.475502] [DEBUG] [LOCAL ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt [2025-12-02T20:29:57.475550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:57.475622] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:57.475650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:57.475705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:57.530552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:57.531272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:57.531351] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:57.531382] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:57.649042] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:57.649166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:57.649203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:57.649228] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:57.652393] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=0.43%) [2025-12-02T20:29:57.652667] [INFO ] [FORECASTER] Completed predict_future for DBX [2025-12-02T20:29:57.652780] [INFO ] [sig ] DBX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:57.788865] [INFO ] [LOCAL ] Saved forecast: DBX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DBX.txt [2025-12-02T20:29:57.788978] [INFO ] [sig ] [860/3544] Completed DBX in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:57.789015] [INFO ] [sig ] [861/3544] Forecasting DCBO... [2025-12-02T20:29:57.789042] [INFO ] [sig ] Generating forecast for: DCBO [2025-12-02T20:29:57.789070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'. [2025-12-02T20:29:57.800150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCBO'. [2025-12-02T20:29:57.800419] [INFO ] [FORECASTER] Starting predict_future for DCBO [2025-12-02T20:29:57.801181] [DEBUG] [LOCAL ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt [2025-12-02T20:29:57.801229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:57.801258] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:57.801283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:57.801338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:57.856325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:57.856908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:57.856981] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:57.857011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:57.976002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:57.976138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:57.976180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:57.976208] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:57.979492] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: UP (p=67.56%) [2025-12-02T20:29:57.979783] [INFO ] [FORECASTER] Completed predict_future for DCBO [2025-12-02T20:29:57.979906] [INFO ] [sig ] DCBO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:58.116066] [INFO ] [LOCAL ] Saved forecast: DCBO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DCBO.txt [2025-12-02T20:29:58.116174] [INFO ] [sig ] [861/3544] Completed DCBO in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:58.116210] [INFO ] [sig ] [862/3544] Forecasting DCI... [2025-12-02T20:29:58.116238] [INFO ] [sig ] Generating forecast for: DCI [2025-12-02T20:29:58.116266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-12-02T20:29:58.127240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCI'. [2025-12-02T20:29:58.127508] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-12-02T20:29:58.128318] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-12-02T20:29:58.128367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:58.128397] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:58.128422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:58.128477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:58.184536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:58.185135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:58.185213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:58.185245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:58.309054] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:58.309195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:58.309234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:58.309276] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:58.312375] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=89.56%) [2025-12-02T20:29:58.312645] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-12-02T20:29:58.312761] [INFO ] [sig ] DCI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:58.448304] [INFO ] [LOCAL ] Saved forecast: DCI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DCI.txt [2025-12-02T20:29:58.448421] [INFO ] [sig ] [862/3544] Completed DCI in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:58.448458] [INFO ] [sig ] [863/3544] Forecasting DCO... [2025-12-02T20:29:58.448484] [INFO ] [sig ] Generating forecast for: DCO [2025-12-02T20:29:58.448513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-12-02T20:29:58.459478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCO'. [2025-12-02T20:29:58.459771] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-12-02T20:29:58.460539] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-12-02T20:29:58.460616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:58.460652] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:58.460679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:58.460737] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:58.517031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:58.517631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:58.517710] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:58.517742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:58.631641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:58.631812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:58.631862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:58.631944] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:58.635375] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=11.16%) [2025-12-02T20:29:58.635660] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-12-02T20:29:58.635784] [INFO ] [sig ] DCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:58.772110] [INFO ] [LOCAL ] Saved forecast: DCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DCO.txt [2025-12-02T20:29:58.772225] [INFO ] [sig ] [863/3544] Completed DCO in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:58.772261] [INFO ] [sig ] [864/3544] Forecasting DCTH... [2025-12-02T20:29:58.772288] [INFO ] [sig ] Generating forecast for: DCTH [2025-12-02T20:29:58.772317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'. [2025-12-02T20:29:58.783374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCTH'. [2025-12-02T20:29:58.783664] [INFO ] [FORECASTER] Starting predict_future for DCTH [2025-12-02T20:29:58.784432] [DEBUG] [LOCAL ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt [2025-12-02T20:29:58.784483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:58.784514] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:58.784541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:58.784624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:58.841480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:58.842337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:58.842420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:58.842452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:58.961863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:58.962010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:58.962049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:58.962076] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:58.965325] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=29.22%) [2025-12-02T20:29:58.965622] [INFO ] [FORECASTER] Completed predict_future for DCTH [2025-12-02T20:29:58.965751] [INFO ] [sig ] DCTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:59.105261] [INFO ] [LOCAL ] Saved forecast: DCTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DCTH.txt [2025-12-02T20:29:59.105395] [INFO ] [sig ] [864/3544] Completed DCTH in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:59.105433] [INFO ] [sig ] [865/3544] Forecasting DD... [2025-12-02T20:29:59.105460] [INFO ] [sig ] Generating forecast for: DD [2025-12-02T20:29:59.105490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-12-02T20:29:59.116286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DD'. [2025-12-02T20:29:59.116546] [INFO ] [FORECASTER] Starting predict_future for DD [2025-12-02T20:29:59.117334] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-12-02T20:29:59.117384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:59.117414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:59.117439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:59.117494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:59.174057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:59.174677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:59.174753] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:59.174785] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:59.293629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:59.293757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:59.293796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:59.293824] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:59.296955] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=36.05%) [2025-12-02T20:29:59.297204] [INFO ] [FORECASTER] Completed predict_future for DD [2025-12-02T20:29:59.297321] [INFO ] [sig ] DD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:29:59.432120] [INFO ] [LOCAL ] Saved forecast: DD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DD.txt [2025-12-02T20:29:59.432221] [INFO ] [sig ] [865/3544] Completed DD in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:59.432256] [INFO ] [sig ] [866/3544] Forecasting DDD... [2025-12-02T20:29:59.432282] [INFO ] [sig ] Generating forecast for: DDD [2025-12-02T20:29:59.432311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'. [2025-12-02T20:29:59.443458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDD'. [2025-12-02T20:29:59.443744] [INFO ] [FORECASTER] Starting predict_future for DDD [2025-12-02T20:29:59.444502] [DEBUG] [LOCAL ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt [2025-12-02T20:29:59.444552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:59.444599] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:59.444626] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:59.444691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:59.501034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:59.501643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:59.501721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:59.501752] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:59.622051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:59.622190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:59.622228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:59.622255] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:59.625437] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=54.68%) [2025-12-02T20:29:59.625707] [INFO ] [FORECASTER] Completed predict_future for DDD [2025-12-02T20:29:59.625828] [INFO ] [sig ] DDD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:29:59.760925] [INFO ] [LOCAL ] Saved forecast: DDD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DDD.txt [2025-12-02T20:29:59.761041] [INFO ] [sig ] [866/3544] Completed DDD in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.0m [2025-12-02T20:29:59.761077] [INFO ] [sig ] [867/3544] Forecasting DDI... [2025-12-02T20:29:59.761104] [INFO ] [sig ] Generating forecast for: DDI [2025-12-02T20:29:59.761131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'. [2025-12-02T20:29:59.771768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDI'. [2025-12-02T20:29:59.772042] [INFO ] [FORECASTER] Starting predict_future for DDI [2025-12-02T20:29:59.772802] [DEBUG] [LOCAL ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt [2025-12-02T20:29:59.772850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:29:59.772880] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:29:59.772905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:29:59.772960] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:29:59.830903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:29:59.831500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:29:59.831592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:29:59.831625] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:29:59.948848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:29:59.948976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:29:59.949015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:29:59.949043] [INFO ] [FORECASTER] Training complete [2025-12-02T20:29:59.952296] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=19.76%) [2025-12-02T20:29:59.952557] [INFO ] [FORECASTER] Completed predict_future for DDI [2025-12-02T20:29:59.952693] [INFO ] [sig ] DDI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:00.088649] [INFO ] [LOCAL ] Saved forecast: DDI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DDI.txt [2025-12-02T20:30:00.088755] [INFO ] [sig ] [867/3544] Completed DDI in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 14.9m [2025-12-02T20:30:00.088793] [INFO ] [sig ] [868/3544] Forecasting DDL... [2025-12-02T20:30:00.088823] [INFO ] [sig ] Generating forecast for: DDL [2025-12-02T20:30:00.088851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-12-02T20:30:00.099694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDL'. [2025-12-02T20:30:00.099942] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-12-02T20:30:00.100694] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-12-02T20:30:00.100758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:00.100789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:00.100814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:00.100867] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:00.155934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:00.156520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:00.156613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:00.156647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:00.273033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:00.273145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:00.273180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:00.273206] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:00.276254] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=23.38%) [2025-12-02T20:30:00.276506] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-12-02T20:30:00.276638] [INFO ] [sig ] DDL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:00.411984] [INFO ] [LOCAL ] Saved forecast: DDL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DDL.txt [2025-12-02T20:30:00.412084] [INFO ] [sig ] [868/3544] Completed DDL in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 14.9m [2025-12-02T20:30:00.412120] [INFO ] [sig ] [869/3544] Forecasting DDOG... [2025-12-02T20:30:00.412147] [INFO ] [sig ] Generating forecast for: DDOG [2025-12-02T20:30:00.412176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'. [2025-12-02T20:30:00.423560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDOG'. [2025-12-02T20:30:00.423834] [INFO ] [FORECASTER] Starting predict_future for DDOG [2025-12-02T20:30:00.424585] [DEBUG] [LOCAL ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt [2025-12-02T20:30:00.424634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:00.424664] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:00.424690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:00.424745] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:00.479626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:00.480197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:00.480270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:00.480300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:00.600024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:00.600158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:00.600195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:00.600221] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:00.603429] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=8.99%) [2025-12-02T20:30:00.603715] [INFO ] [FORECASTER] Completed predict_future for DDOG [2025-12-02T20:30:00.603831] [INFO ] [sig ] DDOG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:00.740025] [INFO ] [LOCAL ] Saved forecast: DDOG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DDOG.txt [2025-12-02T20:30:00.740162] [INFO ] [sig ] [869/3544] Completed DDOG in 0.3s | 2.99 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:00.740201] [INFO ] [sig ] [870/3544] Forecasting DDS... [2025-12-02T20:30:00.740228] [INFO ] [sig ] Generating forecast for: DDS [2025-12-02T20:30:00.740258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-12-02T20:30:00.750726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDS'. [2025-12-02T20:30:00.751047] [INFO ] [FORECASTER] Starting predict_future for DDS [2025-12-02T20:30:00.751858] [DEBUG] [LOCAL ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt [2025-12-02T20:30:00.751907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:00.751937] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:00.751962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:00.752015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:00.810005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:00.810794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:00.810896] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:00.810929] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:00.927245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:00.927353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:00.927392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:00.927419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:00.930700] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=23.74%) [2025-12-02T20:30:00.930962] [INFO ] [FORECASTER] Completed predict_future for DDS [2025-12-02T20:30:00.931080] [INFO ] [sig ] DDS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:01.068842] [INFO ] [LOCAL ] Saved forecast: DDS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DDS.txt [2025-12-02T20:30:01.068998] [INFO ] [sig ] [870/3544] Completed DDS in 0.3s | 2.99 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:01.069036] [INFO ] [sig ] [871/3544] Forecasting DE... [2025-12-02T20:30:01.069244] [INFO ] [sig ] Generating forecast for: DE [2025-12-02T20:30:01.069343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-12-02T20:30:01.082695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DE'. [2025-12-02T20:30:01.083215] [INFO ] [FORECASTER] Starting predict_future for DE [2025-12-02T20:30:01.084029] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-12-02T20:30:01.084079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:01.084109] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:01.084135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:01.084190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:01.142317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:01.143077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:01.143157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:01.143188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:01.271266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:01.271374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:01.271414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:01.271441] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:01.274743] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=96.85%) [2025-12-02T20:30:01.275011] [INFO ] [FORECASTER] Completed predict_future for DE [2025-12-02T20:30:01.275133] [INFO ] [sig ] DE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:01.418412] [INFO ] [LOCAL ] Saved forecast: DE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DE.txt [2025-12-02T20:30:01.418549] [INFO ] [sig ] [871/3544] Completed DE in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:01.418612] [INFO ] [sig ] [872/3544] Forecasting DEA... [2025-12-02T20:30:01.418643] [INFO ] [sig ] Generating forecast for: DEA [2025-12-02T20:30:01.418673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-12-02T20:30:01.429754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEA'. [2025-12-02T20:30:01.430271] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-12-02T20:30:01.431067] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-12-02T20:30:01.431116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:01.431146] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:01.431172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:01.431227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:01.489283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:01.490066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:01.490175] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:01.490208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:01.614928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:01.615060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:01.615098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:01.615124] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:01.618347] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=85.06%) [2025-12-02T20:30:01.618632] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-12-02T20:30:01.618757] [INFO ] [sig ] DEA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:01.765329] [INFO ] [LOCAL ] Saved forecast: DEA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DEA.txt [2025-12-02T20:30:01.765470] [INFO ] [sig ] [872/3544] Completed DEA in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:01.765507] [INFO ] [sig ] [873/3544] Forecasting DECK... [2025-12-02T20:30:01.765535] [INFO ] [sig ] Generating forecast for: DECK [2025-12-02T20:30:01.765564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-12-02T20:30:01.777811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DECK'. [2025-12-02T20:30:01.778272] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-12-02T20:30:01.779276] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-12-02T20:30:01.779324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:01.779355] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:01.779381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:01.779435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:01.845860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:01.847040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:01.847178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:01.847225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:01.995263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:01.995429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:01.995471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:01.995499] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:01.999301] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=15.00%) [2025-12-02T20:30:01.999864] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-12-02T20:30:02.000299] [INFO ] [sig ] DECK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:02.158713] [INFO ] [LOCAL ] Saved forecast: DECK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DECK.txt [2025-12-02T20:30:02.159192] [INFO ] [sig ] [873/3544] Completed DECK in 0.4s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:02.159233] [INFO ] [sig ] [874/3544] Forecasting DEI... [2025-12-02T20:30:02.159261] [INFO ] [sig ] Generating forecast for: DEI [2025-12-02T20:30:02.159291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-12-02T20:30:02.174030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEI'. [2025-12-02T20:30:02.174363] [INFO ] [FORECASTER] Starting predict_future for DEI [2025-12-02T20:30:02.175242] [DEBUG] [LOCAL ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt [2025-12-02T20:30:02.175293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:02.175325] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:02.175350] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:02.175404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:02.254437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:02.255311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:02.255396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:02.255430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:02.382539] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:02.382671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:02.382714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:02.382742] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:02.385999] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=46.72%) [2025-12-02T20:30:02.386277] [INFO ] [FORECASTER] Completed predict_future for DEI [2025-12-02T20:30:02.386402] [INFO ] [sig ] DEI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:02.556071] [INFO ] [LOCAL ] Saved forecast: DEI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DEI.txt [2025-12-02T20:30:02.556220] [INFO ] [sig ] [874/3544] Completed DEI in 0.4s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:02.556258] [INFO ] [sig ] [875/3544] Forecasting DELL... [2025-12-02T20:30:02.556285] [INFO ] [sig ] Generating forecast for: DELL [2025-12-02T20:30:02.556316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-12-02T20:30:02.599617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DELL'. [2025-12-02T20:30:02.599981] [INFO ] [FORECASTER] Starting predict_future for DELL [2025-12-02T20:30:02.600793] [DEBUG] [LOCAL ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt [2025-12-02T20:30:02.600842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:02.600874] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:02.600901] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:02.600957] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:02.658387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:02.659200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:02.659281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:02.659312] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:02.782429] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:02.782553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:02.782631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:02.782662] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:02.786201] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=10.34%) [2025-12-02T20:30:02.786495] [INFO ] [FORECASTER] Completed predict_future for DELL [2025-12-02T20:30:02.786649] [INFO ] [sig ] DELL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:02.930247] [INFO ] [LOCAL ] Saved forecast: DELL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DELL.txt [2025-12-02T20:30:02.930453] [INFO ] [sig ] [875/3544] Completed DELL in 0.4s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:02.930510] [INFO ] [sig ] [876/3544] Forecasting DENN... [2025-12-02T20:30:02.930554] [INFO ] [sig ] Generating forecast for: DENN [2025-12-02T20:30:02.930623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'. [2025-12-02T20:30:02.942265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DENN'. [2025-12-02T20:30:02.942642] [INFO ] [FORECASTER] Starting predict_future for DENN [2025-12-02T20:30:02.943400] [DEBUG] [LOCAL ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt [2025-12-02T20:30:02.943448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:02.943479] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:02.943503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:02.943557] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:03.000935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:03.001984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:03.002063] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:03.002093] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:03.121061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:03.121213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:03.121252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:03.121279] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:03.124560] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=2.81%) [2025-12-02T20:30:03.124882] [INFO ] [FORECASTER] Completed predict_future for DENN [2025-12-02T20:30:03.125008] [INFO ] [sig ] DENN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:03.262477] [INFO ] [LOCAL ] Saved forecast: DENN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DENN.txt [2025-12-02T20:30:03.262631] [INFO ] [sig ] [876/3544] Completed DENN in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:03.262669] [INFO ] [sig ] [877/3544] Forecasting DEO... [2025-12-02T20:30:03.262696] [INFO ] [sig ] Generating forecast for: DEO [2025-12-02T20:30:03.262724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-12-02T20:30:03.274098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEO'. [2025-12-02T20:30:03.274427] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-12-02T20:30:03.275195] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-12-02T20:30:03.275243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:03.275300] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:03.275326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:03.275381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:03.330721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:03.331473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:03.331570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:03.331631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:03.450304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:03.450454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:03.450493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:03.450520] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:03.453804] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=42.23%) [2025-12-02T20:30:03.454089] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-12-02T20:30:03.454214] [INFO ] [sig ] DEO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:03.593947] [INFO ] [LOCAL ] Saved forecast: DEO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DEO.txt [2025-12-02T20:30:03.594094] [INFO ] [sig ] [877/3544] Completed DEO in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:03.594131] [INFO ] [sig ] [878/3544] Forecasting DERM... [2025-12-02T20:30:03.594160] [INFO ] [sig ] Generating forecast for: DERM [2025-12-02T20:30:03.594189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'. [2025-12-02T20:30:03.605510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DERM'. [2025-12-02T20:30:03.605892] [INFO ] [FORECASTER] Starting predict_future for DERM [2025-12-02T20:30:03.606664] [DEBUG] [LOCAL ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt [2025-12-02T20:30:03.606712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:03.606741] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:03.606766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:03.606820] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:03.662358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:03.663189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:03.663269] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:03.663299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:03.781702] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:03.781854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:03.781893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:03.781920] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:03.785196] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=51.75%) [2025-12-02T20:30:03.785474] [INFO ] [FORECASTER] Completed predict_future for DERM [2025-12-02T20:30:03.785619] [INFO ] [sig ] DERM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:03.923533] [INFO ] [LOCAL ] Saved forecast: DERM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DERM.txt [2025-12-02T20:30:03.923705] [INFO ] [sig ] [878/3544] Completed DERM in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:03.923743] [INFO ] [sig ] [879/3544] Forecasting DFGP... [2025-12-02T20:30:03.923771] [INFO ] [sig ] Generating forecast for: DFGP [2025-12-02T20:30:03.923799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'. [2025-12-02T20:30:03.934938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGP'. [2025-12-02T20:30:03.935301] [INFO ] [FORECASTER] Starting predict_future for DFGP [2025-12-02T20:30:03.936090] [DEBUG] [LOCAL ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt [2025-12-02T20:30:03.936139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:03.936181] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:03.936208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:03.936262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:03.991515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:03.992353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:03.992440] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:03.992470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:04.111010] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:04.111159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:04.111197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:04.111224] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:04.114519] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=70.20%) [2025-12-02T20:30:04.114821] [INFO ] [FORECASTER] Completed predict_future for DFGP [2025-12-02T20:30:04.114945] [INFO ] [sig ] DFGP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:04.256857] [INFO ] [LOCAL ] Saved forecast: DFGP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DFGP.txt [2025-12-02T20:30:04.257010] [INFO ] [sig ] [879/3544] Completed DFGP in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:04.257046] [INFO ] [sig ] [880/3544] Forecasting DFGX... [2025-12-02T20:30:04.257074] [INFO ] [sig ] Generating forecast for: DFGX [2025-12-02T20:30:04.257105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'. [2025-12-02T20:30:04.268858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGX'. [2025-12-02T20:30:04.269241] [INFO ] [FORECASTER] Starting predict_future for DFGX [2025-12-02T20:30:04.270061] [DEBUG] [LOCAL ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt [2025-12-02T20:30:04.270110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:04.270140] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:04.270165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:04.270219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:04.325636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:04.326470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:04.326556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:04.326609] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:04.450801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:04.450947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:04.450988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:04.451050] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:04.454325] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=19.12%) [2025-12-02T20:30:04.454641] [INFO ] [FORECASTER] Completed predict_future for DFGX [2025-12-02T20:30:04.454770] [INFO ] [sig ] DFGX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:04.593186] [INFO ] [LOCAL ] Saved forecast: DFGX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DFGX.txt [2025-12-02T20:30:04.593339] [INFO ] [sig ] [880/3544] Completed DFGX in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:04.593376] [INFO ] [sig ] [881/3544] Forecasting DFH... [2025-12-02T20:30:04.593403] [INFO ] [sig ] Generating forecast for: DFH [2025-12-02T20:30:04.593433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-12-02T20:30:04.605252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFH'. [2025-12-02T20:30:04.605690] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-12-02T20:30:04.606496] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-12-02T20:30:04.606547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:04.606606] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:04.606637] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:04.606700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:04.664661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:04.665507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:04.665608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:04.665643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:04.784251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:04.784387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:04.784425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:04.784453] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:04.787834] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=16.00%) [2025-12-02T20:30:04.788115] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-12-02T20:30:04.788234] [INFO ] [sig ] DFH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:04.930851] [INFO ] [LOCAL ] Saved forecast: DFH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DFH.txt [2025-12-02T20:30:04.930995] [INFO ] [sig ] [881/3544] Completed DFH in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:04.931038] [INFO ] [sig ] [882/3544] Forecasting DFP... [2025-12-02T20:30:04.931068] [INFO ] [sig ] Generating forecast for: DFP [2025-12-02T20:30:04.931096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-12-02T20:30:04.942380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFP'. [2025-12-02T20:30:04.942679] [INFO ] [FORECASTER] Starting predict_future for DFP [2025-12-02T20:30:04.943445] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-12-02T20:30:04.943493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:04.943523] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:04.943549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:04.943633] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:05.001263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:05.002024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:05.002103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:05.002136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:05.127231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:05.127401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:05.127442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:05.127469] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:05.131101] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=68.81%) [2025-12-02T20:30:05.131374] [INFO ] [FORECASTER] Completed predict_future for DFP [2025-12-02T20:30:05.131495] [INFO ] [sig ] DFP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:05.273869] [INFO ] [LOCAL ] Saved forecast: DFP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DFP.txt [2025-12-02T20:30:05.273999] [INFO ] [sig ] [882/3544] Completed DFP in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:05.274035] [INFO ] [sig ] [883/3544] Forecasting DG... [2025-12-02T20:30:05.274069] [INFO ] [sig ] Generating forecast for: DG [2025-12-02T20:30:05.274099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-12-02T20:30:05.285625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DG'. [2025-12-02T20:30:05.286088] [INFO ] [FORECASTER] Starting predict_future for DG [2025-12-02T20:30:05.287025] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-12-02T20:30:05.287074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:05.287105] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:05.287134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:05.287190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:05.342846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:05.343726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:05.343806] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:05.343836] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:05.460788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:05.460940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:05.460982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:05.461008] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:05.464345] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=64.07%) [2025-12-02T20:30:05.464650] [INFO ] [FORECASTER] Completed predict_future for DG [2025-12-02T20:30:05.464785] [INFO ] [sig ] DG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:05.611774] [INFO ] [LOCAL ] Saved forecast: DG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DG.txt [2025-12-02T20:30:05.611931] [INFO ] [sig ] [883/3544] Completed DG in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:05.611977] [INFO ] [sig ] [884/3544] Forecasting DGCB... [2025-12-02T20:30:05.612008] [INFO ] [sig ] Generating forecast for: DGCB [2025-12-02T20:30:05.612039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'. [2025-12-02T20:30:05.624521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGCB'. [2025-12-02T20:30:05.624831] [INFO ] [FORECASTER] Starting predict_future for DGCB [2025-12-02T20:30:05.625639] [DEBUG] [LOCAL ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt [2025-12-02T20:30:05.625689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:05.625722] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:05.625748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:05.625804] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:05.683373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:05.684033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:05.684111] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:05.684142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:05.810336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:05.810498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:05.810542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:05.810588] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:05.813922] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=41.51%) [2025-12-02T20:30:05.814204] [INFO ] [FORECASTER] Completed predict_future for DGCB [2025-12-02T20:30:05.814334] [INFO ] [sig ] DGCB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:05.954554] [INFO ] [LOCAL ] Saved forecast: DGCB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DGCB.txt [2025-12-02T20:30:05.954693] [INFO ] [sig ] [884/3544] Completed DGCB in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:05.954731] [INFO ] [sig ] [885/3544] Forecasting DGICA... [2025-12-02T20:30:05.954760] [INFO ] [sig ] Generating forecast for: DGICA [2025-12-02T20:30:05.954788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'. [2025-12-02T20:30:05.965624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGICA'. [2025-12-02T20:30:05.965894] [INFO ] [FORECASTER] Starting predict_future for DGICA [2025-12-02T20:30:05.966656] [DEBUG] [LOCAL ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt [2025-12-02T20:30:05.966713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:05.966743] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:05.966767] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:05.966821] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:06.020617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:06.021213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:06.021287] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:06.021316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:06.140687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:06.140817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:06.140856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:06.140882] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:06.144072] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=69.72%) [2025-12-02T20:30:06.144325] [INFO ] [FORECASTER] Completed predict_future for DGICA [2025-12-02T20:30:06.144439] [INFO ] [sig ] DGICA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:06.281169] [INFO ] [LOCAL ] Saved forecast: DGICA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DGICA.txt [2025-12-02T20:30:06.281299] [INFO ] [sig ] [885/3544] Completed DGICA in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.9m [2025-12-02T20:30:06.281334] [INFO ] [sig ] [886/3544] Forecasting DGII... [2025-12-02T20:30:06.281363] [INFO ] [sig ] Generating forecast for: DGII [2025-12-02T20:30:06.281391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'. [2025-12-02T20:30:06.292429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGII'. [2025-12-02T20:30:06.292722] [INFO ] [FORECASTER] Starting predict_future for DGII [2025-12-02T20:30:06.293455] [DEBUG] [LOCAL ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt [2025-12-02T20:30:06.293504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:06.293534] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:06.293559] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:06.293632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:06.348864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:06.349513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:06.349605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:06.349637] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:06.470622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:06.470771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:06.470809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:06.470853] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:06.474122] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=0.78%) [2025-12-02T20:30:06.474386] [INFO ] [FORECASTER] Completed predict_future for DGII [2025-12-02T20:30:06.474503] [INFO ] [sig ] DGII: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:06.612701] [INFO ] [LOCAL ] Saved forecast: DGII 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DGII.txt [2025-12-02T20:30:06.612823] [INFO ] [sig ] [886/3544] Completed DGII in 0.3s | 2.98 sym/s | Total: 4.9m | ETA: 14.8m [2025-12-02T20:30:06.612858] [INFO ] [sig ] [887/3544] Forecasting DGLY... [2025-12-02T20:30:06.612886] [INFO ] [sig ] Generating forecast for: DGLY [2025-12-02T20:30:06.612915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'. [2025-12-02T20:30:06.623601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGLY'. [2025-12-02T20:30:06.623890] [INFO ] [FORECASTER] Starting predict_future for DGLY [2025-12-02T20:30:06.624703] [DEBUG] [LOCAL ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt [2025-12-02T20:30:06.624754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:06.624785] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:06.624813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:06.624869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:06.682259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:06.682993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:06.683096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:06.683130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:06.795359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:06.795497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:06.795536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:06.795563] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:06.798819] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: UP (p=52.26%) [2025-12-02T20:30:06.799075] [INFO ] [FORECASTER] Completed predict_future for DGLY [2025-12-02T20:30:06.799193] [INFO ] [sig ] DGLY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:06.935155] [INFO ] [LOCAL ] Saved forecast: DGLY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DGLY.txt [2025-12-02T20:30:06.935272] [INFO ] [sig ] [887/3544] Completed DGLY in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:06.935308] [INFO ] [sig ] [888/3544] Forecasting DGRE... [2025-12-02T20:30:06.935335] [INFO ] [sig ] Generating forecast for: DGRE [2025-12-02T20:30:06.935364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'. [2025-12-02T20:30:06.946805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRE'. [2025-12-02T20:30:06.947149] [INFO ] [FORECASTER] Starting predict_future for DGRE [2025-12-02T20:30:06.947986] [DEBUG] [LOCAL ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt [2025-12-02T20:30:06.948036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:06.948070] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:06.948095] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:06.948150] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:07.004891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:07.005506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:07.005599] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:07.005644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:07.117126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:07.117251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:07.117288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:07.117315] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:07.120550] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=77.46%) [2025-12-02T20:30:07.120828] [INFO ] [FORECASTER] Completed predict_future for DGRE [2025-12-02T20:30:07.120947] [INFO ] [sig ] DGRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:07.258505] [INFO ] [LOCAL ] Saved forecast: DGRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DGRE.txt [2025-12-02T20:30:07.258648] [INFO ] [sig ] [888/3544] Completed DGRE in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:07.258687] [INFO ] [sig ] [889/3544] Forecasting DGRS... [2025-12-02T20:30:07.258714] [INFO ] [sig ] Generating forecast for: DGRS [2025-12-02T20:30:07.258743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'. [2025-12-02T20:30:07.269900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRS'. [2025-12-02T20:30:07.270225] [INFO ] [FORECASTER] Starting predict_future for DGRS [2025-12-02T20:30:07.271012] [DEBUG] [LOCAL ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt [2025-12-02T20:30:07.271060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:07.271090] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:07.271114] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:07.271169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:07.326618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:07.327216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:07.327291] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:07.327322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:07.444680] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:07.444817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:07.444854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:07.444880] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:07.448164] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=12.49%) [2025-12-02T20:30:07.448423] [INFO ] [FORECASTER] Completed predict_future for DGRS [2025-12-02T20:30:07.448542] [INFO ] [sig ] DGRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:07.588601] [INFO ] [LOCAL ] Saved forecast: DGRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DGRS.txt [2025-12-02T20:30:07.588762] [INFO ] [sig ] [889/3544] Completed DGRS in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:07.588799] [INFO ] [sig ] [890/3544] Forecasting DGX... [2025-12-02T20:30:07.588827] [INFO ] [sig ] Generating forecast for: DGX [2025-12-02T20:30:07.588855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-12-02T20:30:07.601282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGX'. [2025-12-02T20:30:07.601636] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-12-02T20:30:07.602398] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-12-02T20:30:07.602446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:07.602478] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:07.602503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:07.602585] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:07.657848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:07.658697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:07.658774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:07.658805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:07.779418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:07.779548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:07.779602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:07.779632] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:07.782814] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=74.18%) [2025-12-02T20:30:07.783067] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-12-02T20:30:07.783184] [INFO ] [sig ] DGX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:07.918386] [INFO ] [LOCAL ] Saved forecast: DGX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DGX.txt [2025-12-02T20:30:07.918530] [INFO ] [sig ] [890/3544] Completed DGX in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:07.918568] [INFO ] [sig ] [891/3544] Forecasting DH... [2025-12-02T20:30:07.918617] [INFO ] [sig ] Generating forecast for: DH [2025-12-02T20:30:07.918648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'. [2025-12-02T20:30:07.929094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DH'. [2025-12-02T20:30:07.929368] [INFO ] [FORECASTER] Starting predict_future for DH [2025-12-02T20:30:07.930133] [DEBUG] [LOCAL ] No optimal features file found for DH: ./output/feature-sets/DH.txt [2025-12-02T20:30:07.930181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:07.930211] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:07.930236] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:07.930295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:07.986348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:07.987033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:07.987110] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:07.987142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:08.108630] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:08.108759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:08.108796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:08.108824] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:08.112035] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=96.26%) [2025-12-02T20:30:08.112299] [INFO ] [FORECASTER] Completed predict_future for DH [2025-12-02T20:30:08.112420] [INFO ] [sig ] DH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:08.250931] [INFO ] [LOCAL ] Saved forecast: DH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DH.txt [2025-12-02T20:30:08.251058] [INFO ] [sig ] [891/3544] Completed DH in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:08.251094] [INFO ] [sig ] [892/3544] Forecasting DHC... [2025-12-02T20:30:08.251122] [INFO ] [sig ] Generating forecast for: DHC [2025-12-02T20:30:08.251151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'. [2025-12-02T20:30:08.262493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHC'. [2025-12-02T20:30:08.262810] [INFO ] [FORECASTER] Starting predict_future for DHC [2025-12-02T20:30:08.263586] [DEBUG] [LOCAL ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt [2025-12-02T20:30:08.263666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:08.263698] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:08.263723] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:08.263777] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:08.320536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:08.321183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:08.321261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:08.321292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:08.441435] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:08.441593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:08.441635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:08.441661] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:08.445041] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=1.05%) [2025-12-02T20:30:08.445311] [INFO ] [FORECASTER] Completed predict_future for DHC [2025-12-02T20:30:08.445433] [INFO ] [sig ] DHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:08.584331] [INFO ] [LOCAL ] Saved forecast: DHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DHC.txt [2025-12-02T20:30:08.584459] [INFO ] [sig ] [892/3544] Completed DHC in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:08.584495] [INFO ] [sig ] [893/3544] Forecasting DHI... [2025-12-02T20:30:08.584522] [INFO ] [sig ] Generating forecast for: DHI [2025-12-02T20:30:08.584551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-12-02T20:30:08.596025] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHI'. [2025-12-02T20:30:08.596338] [INFO ] [FORECASTER] Starting predict_future for DHI [2025-12-02T20:30:08.597180] [DEBUG] [LOCAL ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt [2025-12-02T20:30:08.597231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:08.597263] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:08.597290] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:08.597347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:08.652737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:08.653359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:08.653434] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:08.653464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:08.777050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:08.777201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:08.777242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:08.777269] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:08.780664] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=81.22%) [2025-12-02T20:30:08.780932] [INFO ] [FORECASTER] Completed predict_future for DHI [2025-12-02T20:30:08.781053] [INFO ] [sig ] DHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:08.917724] [INFO ] [LOCAL ] Saved forecast: DHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DHI.txt [2025-12-02T20:30:08.917851] [INFO ] [sig ] [893/3544] Completed DHI in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:08.917900] [INFO ] [sig ] [894/3544] Forecasting DHIL... [2025-12-02T20:30:08.917933] [INFO ] [sig ] Generating forecast for: DHIL [2025-12-02T20:30:08.917963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'. [2025-12-02T20:30:08.928881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHIL'. [2025-12-02T20:30:08.929221] [INFO ] [FORECASTER] Starting predict_future for DHIL [2025-12-02T20:30:08.930018] [DEBUG] [LOCAL ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt [2025-12-02T20:30:08.930068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:08.930133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:08.930170] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:08.930250] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:08.987021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:08.987794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:08.987905] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:08.987946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:09.095477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:09.095633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:09.095672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:09.095698] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:09.099127] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=94.41%) [2025-12-02T20:30:09.099396] [INFO ] [FORECASTER] Completed predict_future for DHIL [2025-12-02T20:30:09.099515] [INFO ] [sig ] DHIL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:09.236467] [INFO ] [LOCAL ] Saved forecast: DHIL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DHIL.txt [2025-12-02T20:30:09.236625] [INFO ] [sig ] [894/3544] Completed DHIL in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:09.236666] [INFO ] [sig ] [895/3544] Forecasting DHX... [2025-12-02T20:30:09.236695] [INFO ] [sig ] Generating forecast for: DHX [2025-12-02T20:30:09.236726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-12-02T20:30:09.248050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHX'. [2025-12-02T20:30:09.248375] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-12-02T20:30:09.249176] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-12-02T20:30:09.249226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:09.249258] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:09.249285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:09.249342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:09.305476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:09.306076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:09.306151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:09.306182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:09.421061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:09.421200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:09.421238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:09.421266] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:09.424437] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=95.21%) [2025-12-02T20:30:09.424711] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-12-02T20:30:09.424824] [INFO ] [sig ] DHX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:09.563242] [INFO ] [LOCAL ] Saved forecast: DHX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DHX.txt [2025-12-02T20:30:09.563409] [INFO ] [sig ] [895/3544] Completed DHX in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:09.563456] [INFO ] [sig ] [896/3544] Forecasting DIBS... [2025-12-02T20:30:09.563486] [INFO ] [sig ] Generating forecast for: DIBS [2025-12-02T20:30:09.563516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'. [2025-12-02T20:30:09.574620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIBS'. [2025-12-02T20:30:09.574898] [INFO ] [FORECASTER] Starting predict_future for DIBS [2025-12-02T20:30:09.575701] [DEBUG] [LOCAL ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt [2025-12-02T20:30:09.575750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:09.575782] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:09.575807] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:09.575861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:09.632174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:09.632868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:09.632946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:09.632978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:09.757852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:09.758038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:09.758080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:09.758108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:09.761495] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-12-02T20:30:09.761777] [INFO ] [FORECASTER] Completed predict_future for DIBS [2025-12-02T20:30:09.761896] [INFO ] [sig ] DIBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:09.897344] [INFO ] [LOCAL ] Saved forecast: DIBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DIBS.txt [2025-12-02T20:30:09.897480] [INFO ] [sig ] [896/3544] Completed DIBS in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:09.897516] [INFO ] [sig ] [897/3544] Forecasting DIN... [2025-12-02T20:30:09.897543] [INFO ] [sig ] Generating forecast for: DIN [2025-12-02T20:30:09.897587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-12-02T20:30:09.908970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIN'. [2025-12-02T20:30:09.909213] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-12-02T20:30:09.909978] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-12-02T20:30:09.910026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:09.910055] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:09.910079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:09.910132] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:09.964313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:09.964888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:09.964964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:09.964994] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:10.082076] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:10.082224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:10.082268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:10.082328] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:10.085601] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=14.01%) [2025-12-02T20:30:10.085890] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-12-02T20:30:10.086011] [INFO ] [sig ] DIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:10.224541] [INFO ] [LOCAL ] Saved forecast: DIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DIN.txt [2025-12-02T20:30:10.224702] [INFO ] [sig ] [897/3544] Completed DIN in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:10.224739] [INFO ] [sig ] [898/3544] Forecasting DINO... [2025-12-02T20:30:10.224767] [INFO ] [sig ] Generating forecast for: DINO [2025-12-02T20:30:10.224797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-12-02T20:30:10.236214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DINO'. [2025-12-02T20:30:10.236539] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-12-02T20:30:10.237340] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-12-02T20:30:10.237389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:10.237419] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:10.237443] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:10.237496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:10.292301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:10.293101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:10.293179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:10.293209] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:10.412524] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:10.412680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:10.412721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:10.412748] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:10.415961] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=12.03%) [2025-12-02T20:30:10.416220] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-12-02T20:30:10.416339] [INFO ] [sig ] DINO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:10.551651] [INFO ] [LOCAL ] Saved forecast: DINO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DINO.txt [2025-12-02T20:30:10.551780] [INFO ] [sig ] [898/3544] Completed DINO in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:10.551817] [INFO ] [sig ] [899/3544] Forecasting DIOD... [2025-12-02T20:30:10.551844] [INFO ] [sig ] Generating forecast for: DIOD [2025-12-02T20:30:10.551873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'. [2025-12-02T20:30:10.562441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIOD'. [2025-12-02T20:30:10.562767] [INFO ] [FORECASTER] Starting predict_future for DIOD [2025-12-02T20:30:10.563541] [DEBUG] [LOCAL ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt [2025-12-02T20:30:10.563608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:10.563639] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:10.563664] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:10.563720] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:10.618688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:10.619386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:10.619460] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:10.619490] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:10.738175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:10.738318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:10.738376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:10.738404] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:10.741660] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=67.53%) [2025-12-02T20:30:10.741918] [INFO ] [FORECASTER] Completed predict_future for DIOD [2025-12-02T20:30:10.742037] [INFO ] [sig ] DIOD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:10.877171] [INFO ] [LOCAL ] Saved forecast: DIOD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DIOD.txt [2025-12-02T20:30:10.877300] [INFO ] [sig ] [899/3544] Completed DIOD in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:10.877336] [INFO ] [sig ] [900/3544] Forecasting DIS... [2025-12-02T20:30:10.877364] [INFO ] [sig ] Generating forecast for: DIS [2025-12-02T20:30:10.877393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-12-02T20:30:10.888697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIS'. [2025-12-02T20:30:10.888993] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-12-02T20:30:10.889760] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-12-02T20:30:10.889807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:10.889837] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:10.889861] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:10.889914] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:10.943751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:10.944411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:10.944492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:10.944522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:11.064030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:11.064183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:11.064224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:11.064250] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:11.067473] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-12-02T20:30:11.067746] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-12-02T20:30:11.067881] [INFO ] [sig ] DIS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:11.202705] [INFO ] [LOCAL ] Saved forecast: DIS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DIS.txt [2025-12-02T20:30:11.202838] [INFO ] [sig ] [900/3544] Completed DIS in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:11.202875] [INFO ] [sig ] [901/3544] Forecasting DJCO... [2025-12-02T20:30:11.202903] [INFO ] [sig ] Generating forecast for: DJCO [2025-12-02T20:30:11.202931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'. [2025-12-02T20:30:11.214268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DJCO'. [2025-12-02T20:30:11.214651] [INFO ] [FORECASTER] Starting predict_future for DJCO [2025-12-02T20:30:11.215426] [DEBUG] [LOCAL ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt [2025-12-02T20:30:11.215476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:11.215514] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:11.215546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:11.215626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:11.270800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:11.271511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:11.271606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:11.271639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:11.385783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:11.385934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:11.385972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:11.386000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:11.389249] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=82.40%) [2025-12-02T20:30:11.389508] [INFO ] [FORECASTER] Completed predict_future for DJCO [2025-12-02T20:30:11.389645] [INFO ] [sig ] DJCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:11.523839] [INFO ] [LOCAL ] Saved forecast: DJCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DJCO.txt [2025-12-02T20:30:11.523950] [INFO ] [sig ] [901/3544] Completed DJCO in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:11.523985] [INFO ] [sig ] [902/3544] Forecasting DK... [2025-12-02T20:30:11.524011] [INFO ] [sig ] Generating forecast for: DK [2025-12-02T20:30:11.524039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'. [2025-12-02T20:30:11.535684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DK'. [2025-12-02T20:30:11.535952] [INFO ] [FORECASTER] Starting predict_future for DK [2025-12-02T20:30:11.536903] [DEBUG] [LOCAL ] No optimal features file found for DK: ./output/feature-sets/DK.txt [2025-12-02T20:30:11.536951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:11.536981] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:11.537006] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:11.537062] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:11.591543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:11.592153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:11.592232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:11.592448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:11.710130] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:11.710282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:11.710321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:11.710348] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:11.713611] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=1.56%) [2025-12-02T20:30:11.713872] [INFO ] [FORECASTER] Completed predict_future for DK [2025-12-02T20:30:11.713991] [INFO ] [sig ] DK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:11.851197] [INFO ] [LOCAL ] Saved forecast: DK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DK.txt [2025-12-02T20:30:11.851350] [INFO ] [sig ] [902/3544] Completed DK in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.8m [2025-12-02T20:30:11.851386] [INFO ] [sig ] [903/3544] Forecasting DKL... [2025-12-02T20:30:11.851413] [INFO ] [sig ] Generating forecast for: DKL [2025-12-02T20:30:11.851442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-12-02T20:30:11.862814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKL'. [2025-12-02T20:30:11.863151] [INFO ] [FORECASTER] Starting predict_future for DKL [2025-12-02T20:30:11.863924] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-12-02T20:30:11.863973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:11.864014] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:11.864045] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:11.864111] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:11.918104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:11.918962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:11.919042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:11.919071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:12.032475] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:12.032638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:12.032682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:12.032709] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:12.035963] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=91.39%) [2025-12-02T20:30:12.036218] [INFO ] [FORECASTER] Completed predict_future for DKL [2025-12-02T20:30:12.036335] [INFO ] [sig ] DKL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:12.169827] [INFO ] [LOCAL ] Saved forecast: DKL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DKL.txt [2025-12-02T20:30:12.169949] [INFO ] [sig ] [903/3544] Completed DKL in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.7m [2025-12-02T20:30:12.169984] [INFO ] [sig ] [904/3544] Forecasting DKNG... [2025-12-02T20:30:12.170011] [INFO ] [sig ] Generating forecast for: DKNG [2025-12-02T20:30:12.170039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'. [2025-12-02T20:30:12.181547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKNG'. [2025-12-02T20:30:12.181846] [INFO ] [FORECASTER] Starting predict_future for DKNG [2025-12-02T20:30:12.182593] [DEBUG] [LOCAL ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt [2025-12-02T20:30:12.182642] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:12.182671] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:12.182697] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:12.182751] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:12.236684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:12.237267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:12.237342] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:12.237402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:12.350551] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:12.350709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:12.350747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:12.350775] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:12.353977] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=88.94%) [2025-12-02T20:30:12.354242] [INFO ] [FORECASTER] Completed predict_future for DKNG [2025-12-02T20:30:12.354357] [INFO ] [sig ] DKNG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:12.488859] [INFO ] [LOCAL ] Saved forecast: DKNG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DKNG.txt [2025-12-02T20:30:12.488983] [INFO ] [sig ] [904/3544] Completed DKNG in 0.3s | 2.98 sym/s | Total: 5.0m | ETA: 14.7m [2025-12-02T20:30:12.489019] [INFO ] [sig ] [905/3544] Forecasting DKS... [2025-12-02T20:30:12.489047] [INFO ] [sig ] Generating forecast for: DKS [2025-12-02T20:30:12.489076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-12-02T20:30:12.500072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKS'. [2025-12-02T20:30:12.500350] [INFO ] [FORECASTER] Starting predict_future for DKS [2025-12-02T20:30:12.501111] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-12-02T20:30:12.501160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:12.501190] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:12.501216] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:12.501270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:12.555523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:12.556398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:12.556481] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:12.556511] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:12.676687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:12.676840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:12.676882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:12.676911] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:12.680285] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=77.11%) [2025-12-02T20:30:12.680565] [INFO ] [FORECASTER] Completed predict_future for DKS [2025-12-02T20:30:12.680710] [INFO ] [sig ] DKS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:12.825747] [INFO ] [LOCAL ] Saved forecast: DKS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DKS.txt [2025-12-02T20:30:12.825902] [INFO ] [sig ] [905/3544] Completed DKS in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:12.825941] [INFO ] [sig ] [906/3544] Forecasting DLB... [2025-12-02T20:30:12.825970] [INFO ] [sig ] Generating forecast for: DLB [2025-12-02T20:30:12.826006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-12-02T20:30:12.837899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLB'. [2025-12-02T20:30:12.838280] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-12-02T20:30:12.839096] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-12-02T20:30:12.839146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:12.839184] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:12.839213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:12.839278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:12.899084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:12.899954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:12.900044] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:12.900077] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:13.028490] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:13.028675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:13.028728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:13.028758] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:13.032173] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=95.34%) [2025-12-02T20:30:13.032463] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-12-02T20:30:13.032630] [INFO ] [sig ] DLB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:13.179259] [INFO ] [LOCAL ] Saved forecast: DLB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DLB.txt [2025-12-02T20:30:13.179417] [INFO ] [sig ] [906/3544] Completed DLB in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:13.179458] [INFO ] [sig ] [907/3544] Forecasting DLHC... [2025-12-02T20:30:13.179488] [INFO ] [sig ] Generating forecast for: DLHC [2025-12-02T20:30:13.179526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'. [2025-12-02T20:30:13.190688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLHC'. [2025-12-02T20:30:13.191075] [INFO ] [FORECASTER] Starting predict_future for DLHC [2025-12-02T20:30:13.191992] [DEBUG] [LOCAL ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt [2025-12-02T20:30:13.192045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:13.192075] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:13.192102] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:13.192158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:13.251874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:13.252755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:13.252857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:13.252892] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:13.375154] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:13.375303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:13.375344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:13.375372] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:13.378882] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=0.57%) [2025-12-02T20:30:13.379162] [INFO ] [FORECASTER] Completed predict_future for DLHC [2025-12-02T20:30:13.379293] [INFO ] [sig ] DLHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:13.521090] [INFO ] [LOCAL ] Saved forecast: DLHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DLHC.txt [2025-12-02T20:30:13.521254] [INFO ] [sig ] [907/3544] Completed DLHC in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:13.521292] [INFO ] [sig ] [908/3544] Forecasting DLNG... [2025-12-02T20:30:13.521320] [INFO ] [sig ] Generating forecast for: DLNG [2025-12-02T20:30:13.521349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-12-02T20:30:13.533240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLNG'. [2025-12-02T20:30:13.533830] [INFO ] [FORECASTER] Starting predict_future for DLNG [2025-12-02T20:30:13.534630] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-12-02T20:30:13.534678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:13.534709] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:13.534733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:13.534787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:13.590062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:13.590931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:13.591012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:13.591042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:13.703626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:13.703780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:13.703820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:13.703848] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:13.707120] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=90.43%) [2025-12-02T20:30:13.707413] [INFO ] [FORECASTER] Completed predict_future for DLNG [2025-12-02T20:30:13.707536] [INFO ] [sig ] DLNG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:13.845367] [INFO ] [LOCAL ] Saved forecast: DLNG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DLNG.txt [2025-12-02T20:30:13.845518] [INFO ] [sig ] [908/3544] Completed DLNG in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:13.845556] [INFO ] [sig ] [909/3544] Forecasting DLO... [2025-12-02T20:30:13.845604] [INFO ] [sig ] Generating forecast for: DLO [2025-12-02T20:30:13.845636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'. [2025-12-02T20:30:13.857789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLO'. [2025-12-02T20:30:13.858152] [INFO ] [FORECASTER] Starting predict_future for DLO [2025-12-02T20:30:13.859026] [DEBUG] [LOCAL ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt [2025-12-02T20:30:13.859077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:13.859108] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:13.859134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:13.859189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:13.917773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:13.918525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:13.918623] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:13.918658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:14.040380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:14.040534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:14.040599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:14.040631] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:14.043997] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: UP (p=50.47%) [2025-12-02T20:30:14.044297] [INFO ] [FORECASTER] Completed predict_future for DLO [2025-12-02T20:30:14.044425] [INFO ] [sig ] DLO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:14.185664] [INFO ] [LOCAL ] Saved forecast: DLO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DLO.txt [2025-12-02T20:30:14.185835] [INFO ] [sig ] [909/3544] Completed DLO in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:14.185875] [INFO ] [sig ] [910/3544] Forecasting DLPN... [2025-12-02T20:30:14.185903] [INFO ] [sig ] Generating forecast for: DLPN [2025-12-02T20:30:14.185932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'. [2025-12-02T20:30:14.197382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLPN'. [2025-12-02T20:30:14.197707] [INFO ] [FORECASTER] Starting predict_future for DLPN [2025-12-02T20:30:14.198538] [DEBUG] [LOCAL ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt [2025-12-02T20:30:14.198607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:14.198640] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:14.198665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:14.198720] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:14.254456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:14.255370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:14.255454] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:14.255486] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:14.366002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:14.366155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:14.366197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:14.366242] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:14.369671] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=17.19%) [2025-12-02T20:30:14.369944] [INFO ] [FORECASTER] Completed predict_future for DLPN [2025-12-02T20:30:14.370071] [INFO ] [sig ] DLPN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:14.516055] [INFO ] [LOCAL ] Saved forecast: DLPN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DLPN.txt [2025-12-02T20:30:14.516193] [INFO ] [sig ] [910/3544] Completed DLPN in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:14.516231] [INFO ] [sig ] [911/3544] Forecasting DLTH... [2025-12-02T20:30:14.516262] [INFO ] [sig ] Generating forecast for: DLTH [2025-12-02T20:30:14.516304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'. [2025-12-02T20:30:14.528195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLTH'. [2025-12-02T20:30:14.528559] [INFO ] [FORECASTER] Starting predict_future for DLTH [2025-12-02T20:30:14.529366] [DEBUG] [LOCAL ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt [2025-12-02T20:30:14.529416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:14.529475] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:14.529503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:14.529559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:14.585169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:14.586074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:14.586160] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:14.586190] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:14.710637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:14.710797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:14.710837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:14.710864] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:14.714218] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=47.21%) [2025-12-02T20:30:14.714484] [INFO ] [FORECASTER] Completed predict_future for DLTH [2025-12-02T20:30:14.714622] [INFO ] [sig ] DLTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:14.850901] [INFO ] [LOCAL ] Saved forecast: DLTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DLTH.txt [2025-12-02T20:30:14.851032] [INFO ] [sig ] [911/3544] Completed DLTH in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:14.851070] [INFO ] [sig ] [912/3544] Forecasting DLX... [2025-12-02T20:30:14.851098] [INFO ] [sig ] Generating forecast for: DLX [2025-12-02T20:30:14.851127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-12-02T20:30:14.862791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLX'. [2025-12-02T20:30:14.863160] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-12-02T20:30:14.863944] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-12-02T20:30:14.863992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:14.864023] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:14.864048] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:14.864102] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:14.918805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:14.919660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:14.919738] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:14.919770] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:15.052479] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:15.052647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:15.052690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:15.052717] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:15.055992] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=7.21%) [2025-12-02T20:30:15.056296] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-12-02T20:30:15.056414] [INFO ] [sig ] DLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:15.192740] [INFO ] [LOCAL ] Saved forecast: DLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DLX.txt [2025-12-02T20:30:15.192898] [INFO ] [sig ] [912/3544] Completed DLX in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:15.192936] [INFO ] [sig ] [913/3544] Forecasting DLY... [2025-12-02T20:30:15.192963] [INFO ] [sig ] Generating forecast for: DLY [2025-12-02T20:30:15.192993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-12-02T20:30:15.212507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLY'. [2025-12-02T20:30:15.212932] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-12-02T20:30:15.213740] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-12-02T20:30:15.213791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:15.213824] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:15.213851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:15.213908] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:15.272469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:15.273286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:15.273371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:15.273405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:15.393170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:15.393337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:15.393387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:15.393630] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:15.397384] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=69.93%) [2025-12-02T20:30:15.397678] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-12-02T20:30:15.397802] [INFO ] [sig ] DLY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:15.541459] [INFO ] [LOCAL ] Saved forecast: DLY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DLY.txt [2025-12-02T20:30:15.541612] [INFO ] [sig ] [913/3544] Completed DLY in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:15.541651] [INFO ] [sig ] [914/3544] Forecasting DMAC... [2025-12-02T20:30:15.541679] [INFO ] [sig ] Generating forecast for: DMAC [2025-12-02T20:30:15.541710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'. [2025-12-02T20:30:15.553315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMAC'. [2025-12-02T20:30:15.553699] [INFO ] [FORECASTER] Starting predict_future for DMAC [2025-12-02T20:30:15.554467] [DEBUG] [LOCAL ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt [2025-12-02T20:30:15.554515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:15.554545] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:15.554586] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:15.554655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:15.609652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:15.610456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:15.610538] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:15.610570] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:15.731817] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:15.731964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:15.732003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:15.732063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:15.735313] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=55.44%) [2025-12-02T20:30:15.735601] [INFO ] [FORECASTER] Completed predict_future for DMAC [2025-12-02T20:30:15.735720] [INFO ] [sig ] DMAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:15.871687] [INFO ] [LOCAL ] Saved forecast: DMAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DMAC.txt [2025-12-02T20:30:15.871808] [INFO ] [sig ] [914/3544] Completed DMAC in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:15.871844] [INFO ] [sig ] [915/3544] Forecasting DMB... [2025-12-02T20:30:15.871872] [INFO ] [sig ] Generating forecast for: DMB [2025-12-02T20:30:15.871901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-12-02T20:30:15.883004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMB'. [2025-12-02T20:30:15.883316] [INFO ] [FORECASTER] Starting predict_future for DMB [2025-12-02T20:30:15.884107] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-12-02T20:30:15.884156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:15.884185] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:15.884210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:15.884264] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:15.954840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:15.955889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:15.955970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:15.956002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:16.075852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:16.076000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:16.076040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:16.076068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:16.079421] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=54.39%) [2025-12-02T20:30:16.079723] [INFO ] [FORECASTER] Completed predict_future for DMB [2025-12-02T20:30:16.079851] [INFO ] [sig ] DMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:16.265108] [INFO ] [LOCAL ] Saved forecast: DMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DMB.txt [2025-12-02T20:30:16.265245] [INFO ] [sig ] [915/3544] Completed DMB in 0.4s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:16.265281] [INFO ] [sig ] [916/3544] Forecasting DMLP... [2025-12-02T20:30:16.265309] [INFO ] [sig ] Generating forecast for: DMLP [2025-12-02T20:30:16.265339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'. [2025-12-02T20:30:16.276543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMLP'. [2025-12-02T20:30:16.276830] [INFO ] [FORECASTER] Starting predict_future for DMLP [2025-12-02T20:30:16.277617] [DEBUG] [LOCAL ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt [2025-12-02T20:30:16.277677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:16.277709] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:16.277735] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:16.277796] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:16.333087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:16.333753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:16.333830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:16.333861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:16.451558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:16.451711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:16.451750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:16.451778] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:16.455058] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-12-02T20:30:16.455318] [INFO ] [FORECASTER] Completed predict_future for DMLP [2025-12-02T20:30:16.455435] [INFO ] [sig ] DMLP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:16.600275] [INFO ] [LOCAL ] Saved forecast: DMLP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DMLP.txt [2025-12-02T20:30:16.600400] [INFO ] [sig ] [916/3544] Completed DMLP in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:16.600436] [INFO ] [sig ] [917/3544] Forecasting DMO... [2025-12-02T20:30:16.600463] [INFO ] [sig ] Generating forecast for: DMO [2025-12-02T20:30:16.600492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-12-02T20:30:16.611624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMO'. [2025-12-02T20:30:16.611894] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-12-02T20:30:16.612657] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-12-02T20:30:16.612705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:16.612735] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:16.612760] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:16.612814] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:16.668535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:16.669157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:16.669247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:16.669284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:16.783048] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:16.783185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:16.783225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:16.783251] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:16.786434] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=6.80%) [2025-12-02T20:30:16.786706] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-12-02T20:30:16.786822] [INFO ] [sig ] DMO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:16.925811] [INFO ] [LOCAL ] Saved forecast: DMO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DMO.txt [2025-12-02T20:30:16.925944] [INFO ] [sig ] [917/3544] Completed DMO in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:16.925992] [INFO ] [sig ] [918/3544] Forecasting DMRC... [2025-12-02T20:30:16.926020] [INFO ] [sig ] Generating forecast for: DMRC [2025-12-02T20:30:16.926048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'. [2025-12-02T20:30:16.937000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMRC'. [2025-12-02T20:30:16.937271] [INFO ] [FORECASTER] Starting predict_future for DMRC [2025-12-02T20:30:16.938092] [DEBUG] [LOCAL ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt [2025-12-02T20:30:16.938140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:16.938170] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:16.938195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:16.938254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:16.993526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:16.994124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:16.994202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:16.994233] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:17.113705] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:17.113849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:17.113889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:17.113916] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:17.117144] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=21.60%) [2025-12-02T20:30:17.117398] [INFO ] [FORECASTER] Completed predict_future for DMRC [2025-12-02T20:30:17.117516] [INFO ] [sig ] DMRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:17.256410] [INFO ] [LOCAL ] Saved forecast: DMRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DMRC.txt [2025-12-02T20:30:17.256531] [INFO ] [sig ] [918/3544] Completed DMRC in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:17.256567] [INFO ] [sig ] [919/3544] Forecasting DMXF... [2025-12-02T20:30:17.256615] [INFO ] [sig ] Generating forecast for: DMXF [2025-12-02T20:30:17.256644] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'. [2025-12-02T20:30:17.267297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMXF'. [2025-12-02T20:30:17.267598] [INFO ] [FORECASTER] Starting predict_future for DMXF [2025-12-02T20:30:17.268422] [DEBUG] [LOCAL ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt [2025-12-02T20:30:17.268471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:17.268502] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:17.268528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:17.268601] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:17.325985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:17.326609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:17.326683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:17.326714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:17.449014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:17.449157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:17.449198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:17.449226] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:17.452501] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=9.69%) [2025-12-02T20:30:17.452799] [INFO ] [FORECASTER] Completed predict_future for DMXF [2025-12-02T20:30:17.452917] [INFO ] [sig ] DMXF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:17.595793] [INFO ] [LOCAL ] Saved forecast: DMXF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DMXF.txt [2025-12-02T20:30:17.595916] [INFO ] [sig ] [919/3544] Completed DMXF in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:17.595953] [INFO ] [sig ] [920/3544] Forecasting DNA... [2025-12-02T20:30:17.595979] [INFO ] [sig ] Generating forecast for: DNA [2025-12-02T20:30:17.596007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-12-02T20:30:17.607343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNA'. [2025-12-02T20:30:17.607641] [INFO ] [FORECASTER] Starting predict_future for DNA [2025-12-02T20:30:17.608455] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-12-02T20:30:17.608504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:17.608533] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:17.608557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:17.608639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:17.664242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:17.664871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:17.664947] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:17.664978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:17.784895] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:17.785036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:17.785075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:17.785102] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:17.788334] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=99.08%) [2025-12-02T20:30:17.788611] [INFO ] [FORECASTER] Completed predict_future for DNA [2025-12-02T20:30:17.788731] [INFO ] [sig ] DNA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:17.929182] [INFO ] [LOCAL ] Saved forecast: DNA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DNA.txt [2025-12-02T20:30:17.929361] [INFO ] [sig ] [920/3544] Completed DNA in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:17.929408] [INFO ] [sig ] [921/3544] Forecasting DNLI... [2025-12-02T20:30:17.929437] [INFO ] [sig ] Generating forecast for: DNLI [2025-12-02T20:30:17.929466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'. [2025-12-02T20:30:17.942204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNLI'. [2025-12-02T20:30:17.942653] [INFO ] [FORECASTER] Starting predict_future for DNLI [2025-12-02T20:30:17.943488] [DEBUG] [LOCAL ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt [2025-12-02T20:30:17.943537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:17.943567] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:17.943622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:17.943677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:17.999256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:18.000168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:18.000291] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:18.000323] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:18.121760] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:18.121902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:18.121941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:18.121967] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:18.125299] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=71.01%) [2025-12-02T20:30:18.125611] [INFO ] [FORECASTER] Completed predict_future for DNLI [2025-12-02T20:30:18.125736] [INFO ] [sig ] DNLI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:18.270384] [INFO ] [LOCAL ] Saved forecast: DNLI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DNLI.txt [2025-12-02T20:30:18.270600] [INFO ] [sig ] [921/3544] Completed DNLI in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.7m [2025-12-02T20:30:18.270660] [INFO ] [sig ] [922/3544] Forecasting DNP... [2025-12-02T20:30:18.270706] [INFO ] [sig ] Generating forecast for: DNP [2025-12-02T20:30:18.270750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-12-02T20:30:18.286135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNP'. [2025-12-02T20:30:18.286538] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-12-02T20:30:18.287497] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-12-02T20:30:18.287555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:18.287648] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:18.287705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:18.287782] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:18.344111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:18.344959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:18.345045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:18.345077] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:18.464701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:18.464851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:18.464891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:18.464918] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:18.468157] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=59.26%) [2025-12-02T20:30:18.468413] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-12-02T20:30:18.468531] [INFO ] [sig ] DNP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:18.605737] [INFO ] [LOCAL ] Saved forecast: DNP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DNP.txt [2025-12-02T20:30:18.605857] [INFO ] [sig ] [922/3544] Completed DNP in 0.3s | 2.98 sym/s | Total: 5.1m | ETA: 14.6m [2025-12-02T20:30:18.605892] [INFO ] [sig ] [923/3544] Forecasting DNTH... [2025-12-02T20:30:18.605919] [INFO ] [sig ] Generating forecast for: DNTH [2025-12-02T20:30:18.605948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'. [2025-12-02T20:30:18.617092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNTH'. [2025-12-02T20:30:18.617401] [INFO ] [FORECASTER] Starting predict_future for DNTH [2025-12-02T20:30:18.618189] [DEBUG] [LOCAL ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt [2025-12-02T20:30:18.618237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:18.618267] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:18.618291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:18.618345] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:18.673470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:18.674060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:18.674133] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:18.674164] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:18.796261] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:18.796423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:18.796489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:18.796519] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:18.799874] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=15.42%) [2025-12-02T20:30:18.800130] [INFO ] [FORECASTER] Completed predict_future for DNTH [2025-12-02T20:30:18.800244] [INFO ] [sig ] DNTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:18.935922] [INFO ] [LOCAL ] Saved forecast: DNTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DNTH.txt [2025-12-02T20:30:18.936035] [INFO ] [sig ] [923/3544] Completed DNTH in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:18.936071] [INFO ] [sig ] [924/3544] Forecasting DOCN... [2025-12-02T20:30:18.936098] [INFO ] [sig ] Generating forecast for: DOCN [2025-12-02T20:30:18.936126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-12-02T20:30:18.947337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCN'. [2025-12-02T20:30:18.947623] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-12-02T20:30:18.948379] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-12-02T20:30:18.948427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:18.948456] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:18.948480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:18.948533] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:19.004094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:19.004898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:19.004975] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:19.005005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:19.123334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:19.123461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:19.123498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:19.123525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:19.126662] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=17.04%) [2025-12-02T20:30:19.126915] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-12-02T20:30:19.127029] [INFO ] [sig ] DOCN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:19.263174] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DOCN.txt [2025-12-02T20:30:19.263314] [INFO ] [sig ] [924/3544] Completed DOCN in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:19.263356] [INFO ] [sig ] [925/3544] Forecasting DOCS... [2025-12-02T20:30:19.263384] [INFO ] [sig ] Generating forecast for: DOCS [2025-12-02T20:30:19.263413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-12-02T20:30:19.274213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCS'. [2025-12-02T20:30:19.274474] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-12-02T20:30:19.275238] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-12-02T20:30:19.275286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:19.275317] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:19.275342] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:19.275396] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:19.330861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:19.331454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:19.331528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:19.331558] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:19.450163] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:19.450300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:19.450338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:19.450366] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:19.453542] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-12-02T20:30:19.453815] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-12-02T20:30:19.453929] [INFO ] [sig ] DOCS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:19.590853] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DOCS.txt [2025-12-02T20:30:19.590973] [INFO ] [sig ] [925/3544] Completed DOCS in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:19.591009] [INFO ] [sig ] [926/3544] Forecasting DOGZ... [2025-12-02T20:30:19.591036] [INFO ] [sig ] Generating forecast for: DOGZ [2025-12-02T20:30:19.591068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'. [2025-12-02T20:30:19.602054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'. [2025-12-02T20:30:19.602307] [INFO ] [FORECASTER] Starting predict_future for DOGZ [2025-12-02T20:30:19.603071] [DEBUG] [LOCAL ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt [2025-12-02T20:30:19.603119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:19.603149] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:19.603174] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:19.603229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:19.660723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:19.661334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:19.661413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:19.661446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:19.785306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:19.785454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:19.785494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:19.785522] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:19.788894] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=22.78%) [2025-12-02T20:30:19.789156] [INFO ] [FORECASTER] Completed predict_future for DOGZ [2025-12-02T20:30:19.789280] [INFO ] [sig ] DOGZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:19.930868] [INFO ] [LOCAL ] Saved forecast: DOGZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DOGZ.txt [2025-12-02T20:30:19.930980] [INFO ] [sig ] [926/3544] Completed DOGZ in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:19.931015] [INFO ] [sig ] [927/3544] Forecasting DOLE... [2025-12-02T20:30:19.931042] [INFO ] [sig ] Generating forecast for: DOLE [2025-12-02T20:30:19.931071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-12-02T20:30:19.942430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOLE'. [2025-12-02T20:30:19.942724] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-12-02T20:30:19.943470] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-12-02T20:30:19.943518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:19.943558] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:19.943606] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:19.943661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:19.998757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:19.999384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:19.999460] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:19.999491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:20.121279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:20.121436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:20.121479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:20.121508] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:20.124793] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-12-02T20:30:20.125054] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-12-02T20:30:20.125168] [INFO ] [sig ] DOLE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:20.261564] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DOLE.txt [2025-12-02T20:30:20.261730] [INFO ] [sig ] [927/3544] Completed DOLE in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:20.261768] [INFO ] [sig ] [928/3544] Forecasting DOMO... [2025-12-02T20:30:20.261795] [INFO ] [sig ] Generating forecast for: DOMO [2025-12-02T20:30:20.261824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'. [2025-12-02T20:30:20.273091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOMO'. [2025-12-02T20:30:20.273431] [INFO ] [FORECASTER] Starting predict_future for DOMO [2025-12-02T20:30:20.274214] [DEBUG] [LOCAL ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt [2025-12-02T20:30:20.274263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:20.274324] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:20.274351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:20.274406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:20.329694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:20.330485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:20.330562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:20.330615] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:20.447394] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:20.447547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:20.447609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:20.447643] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:20.451155] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=97.82%) [2025-12-02T20:30:20.451449] [INFO ] [FORECASTER] Completed predict_future for DOMO [2025-12-02T20:30:20.451595] [INFO ] [sig ] DOMO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:20.590985] [INFO ] [LOCAL ] Saved forecast: DOMO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DOMO.txt [2025-12-02T20:30:20.591137] [INFO ] [sig ] [928/3544] Completed DOMO in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:20.591173] [INFO ] [sig ] [929/3544] Forecasting DOOO... [2025-12-02T20:30:20.591200] [INFO ] [sig ] Generating forecast for: DOOO [2025-12-02T20:30:20.591230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'. [2025-12-02T20:30:20.602110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOOO'. [2025-12-02T20:30:20.602458] [INFO ] [FORECASTER] Starting predict_future for DOOO [2025-12-02T20:30:20.603236] [DEBUG] [LOCAL ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt [2025-12-02T20:30:20.603285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:20.603315] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:20.603340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:20.603395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:20.660280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:20.660955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:20.661033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:20.661066] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:20.781613] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:20.781760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:20.781801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:20.781830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:20.785170] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: DOWN (p=6.85%) [2025-12-02T20:30:20.785440] [INFO ] [FORECASTER] Completed predict_future for DOOO [2025-12-02T20:30:20.785559] [INFO ] [sig ] DOOO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:20.925166] [INFO ] [LOCAL ] Saved forecast: DOOO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DOOO.txt [2025-12-02T20:30:20.925286] [INFO ] [sig ] [929/3544] Completed DOOO in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:20.925325] [INFO ] [sig ] [930/3544] Forecasting DORM... [2025-12-02T20:30:20.925352] [INFO ] [sig ] Generating forecast for: DORM [2025-12-02T20:30:20.925380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'. [2025-12-02T20:30:20.936954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DORM'. [2025-12-02T20:30:20.937231] [INFO ] [FORECASTER] Starting predict_future for DORM [2025-12-02T20:30:20.938070] [DEBUG] [LOCAL ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt [2025-12-02T20:30:20.938122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:20.938156] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:20.938185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:20.938249] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:20.996414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:20.997374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:20.997458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:20.997489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:21.118181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:21.118331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:21.118371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:21.118398] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:21.121656] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=79.27%) [2025-12-02T20:30:21.121913] [INFO ] [FORECASTER] Completed predict_future for DORM [2025-12-02T20:30:21.122030] [INFO ] [sig ] DORM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:21.259390] [INFO ] [LOCAL ] Saved forecast: DORM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DORM.txt [2025-12-02T20:30:21.259525] [INFO ] [sig ] [930/3544] Completed DORM in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:21.259568] [INFO ] [sig ] [931/3544] Forecasting DOUG... [2025-12-02T20:30:21.259617] [INFO ] [sig ] Generating forecast for: DOUG [2025-12-02T20:30:21.259647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-12-02T20:30:21.271376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOUG'. [2025-12-02T20:30:21.271734] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-12-02T20:30:21.272502] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-12-02T20:30:21.272552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:21.272604] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:21.272633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:21.272689] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:21.333550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:21.334396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:21.334485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:21.334519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:21.455252] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:21.455407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:21.455658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:21.455725] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:21.459421] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=25.17%) [2025-12-02T20:30:21.459821] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-12-02T20:30:21.459965] [INFO ] [sig ] DOUG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:21.599042] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DOUG.txt [2025-12-02T20:30:21.599180] [INFO ] [sig ] [931/3544] Completed DOUG in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:21.599216] [INFO ] [sig ] [932/3544] Forecasting DOX... [2025-12-02T20:30:21.599243] [INFO ] [sig ] Generating forecast for: DOX [2025-12-02T20:30:21.599271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'. [2025-12-02T20:30:21.611190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOX'. [2025-12-02T20:30:21.611605] [INFO ] [FORECASTER] Starting predict_future for DOX [2025-12-02T20:30:21.612383] [DEBUG] [LOCAL ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt [2025-12-02T20:30:21.612432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:21.612463] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:21.612489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:21.612543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:21.669531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:21.670417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:21.670500] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:21.670532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:21.791956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:21.792119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:21.792159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:21.792186] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:21.795493] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: DOWN (p=48.15%) [2025-12-02T20:30:21.795779] [INFO ] [FORECASTER] Completed predict_future for DOX [2025-12-02T20:30:21.795921] [INFO ] [sig ] DOX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:21.935436] [INFO ] [LOCAL ] Saved forecast: DOX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DOX.txt [2025-12-02T20:30:21.935608] [INFO ] [sig ] [932/3544] Completed DOX in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:21.935648] [INFO ] [sig ] [933/3544] Forecasting DPG... [2025-12-02T20:30:21.935675] [INFO ] [sig ] Generating forecast for: DPG [2025-12-02T20:30:21.935704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'. [2025-12-02T20:30:21.947511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPG'. [2025-12-02T20:30:21.947837] [INFO ] [FORECASTER] Starting predict_future for DPG [2025-12-02T20:30:21.948702] [DEBUG] [LOCAL ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt [2025-12-02T20:30:21.948751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:21.948782] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:21.948806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:21.948860] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:22.003780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:22.004350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:22.004429] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:22.004459] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:22.121523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:22.121656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:22.121692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:22.121719] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:22.124811] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=50.72%) [2025-12-02T20:30:22.125064] [INFO ] [FORECASTER] Completed predict_future for DPG [2025-12-02T20:30:22.125184] [INFO ] [sig ] DPG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:22.260121] [INFO ] [LOCAL ] Saved forecast: DPG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DPG.txt [2025-12-02T20:30:22.260229] [INFO ] [sig ] [933/3544] Completed DPG in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:22.260264] [INFO ] [sig ] [934/3544] Forecasting DPRO... [2025-12-02T20:30:22.260292] [INFO ] [sig ] Generating forecast for: DPRO [2025-12-02T20:30:22.260323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'. [2025-12-02T20:30:22.271016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPRO'. [2025-12-02T20:30:22.271270] [INFO ] [FORECASTER] Starting predict_future for DPRO [2025-12-02T20:30:22.272037] [DEBUG] [LOCAL ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt [2025-12-02T20:30:22.272093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:22.272123] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:22.272148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:22.272202] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:22.327416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:22.328053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:22.328127] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:22.328158] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:22.441238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:22.441374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:22.441413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:22.441455] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:22.444665] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=26.39%) [2025-12-02T20:30:22.444919] [INFO ] [FORECASTER] Completed predict_future for DPRO [2025-12-02T20:30:22.445037] [INFO ] [sig ] DPRO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:22.582111] [INFO ] [LOCAL ] Saved forecast: DPRO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DPRO.txt [2025-12-02T20:30:22.582229] [INFO ] [sig ] [934/3544] Completed DPRO in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:22.582265] [INFO ] [sig ] [935/3544] Forecasting DPZ... [2025-12-02T20:30:22.582292] [INFO ] [sig ] Generating forecast for: DPZ [2025-12-02T20:30:22.582326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'. [2025-12-02T20:30:22.593817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPZ'. [2025-12-02T20:30:22.594097] [INFO ] [FORECASTER] Starting predict_future for DPZ [2025-12-02T20:30:22.594880] [DEBUG] [LOCAL ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt [2025-12-02T20:30:22.594928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:22.594958] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:22.594983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:22.595037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:22.650229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:22.650862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:22.650935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:22.650965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:22.769400] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:22.769536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:22.769591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:22.769620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:22.772827] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=17.61%) [2025-12-02T20:30:22.773079] [INFO ] [FORECASTER] Completed predict_future for DPZ [2025-12-02T20:30:22.773196] [INFO ] [sig ] DPZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:22.913214] [INFO ] [LOCAL ] Saved forecast: DPZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DPZ.txt [2025-12-02T20:30:22.913336] [INFO ] [sig ] [935/3544] Completed DPZ in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:22.913372] [INFO ] [sig ] [936/3544] Forecasting DQ... [2025-12-02T20:30:22.913406] [INFO ] [sig ] Generating forecast for: DQ [2025-12-02T20:30:22.913435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-12-02T20:30:22.924888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DQ'. [2025-12-02T20:30:22.925155] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-12-02T20:30:22.925955] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-12-02T20:30:22.926004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:22.926036] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:22.926063] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:22.926118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:22.982012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:22.982663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:22.982738] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:22.982783] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:23.103251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:23.103388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:23.103426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:23.103453] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:23.106682] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=17.02%) [2025-12-02T20:30:23.106936] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-12-02T20:30:23.107049] [INFO ] [sig ] DQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:23.241933] [INFO ] [LOCAL ] Saved forecast: DQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DQ.txt [2025-12-02T20:30:23.242035] [INFO ] [sig ] [936/3544] Completed DQ in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:23.242071] [INFO ] [sig ] [937/3544] Forecasting DRD... [2025-12-02T20:30:23.242098] [INFO ] [sig ] Generating forecast for: DRD [2025-12-02T20:30:23.242125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'. [2025-12-02T20:30:23.253626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRD'. [2025-12-02T20:30:23.253898] [INFO ] [FORECASTER] Starting predict_future for DRD [2025-12-02T20:30:23.254646] [DEBUG] [LOCAL ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt [2025-12-02T20:30:23.254694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:23.254723] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:23.254748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:23.254802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:23.309714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:23.310460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:23.310536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:23.310566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:23.426670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:23.426806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:23.426842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:23.426869] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:23.430035] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=59.03%) [2025-12-02T20:30:23.430287] [INFO ] [FORECASTER] Completed predict_future for DRD [2025-12-02T20:30:23.430402] [INFO ] [sig ] DRD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:23.567387] [INFO ] [LOCAL ] Saved forecast: DRD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DRD.txt [2025-12-02T20:30:23.567500] [INFO ] [sig ] [937/3544] Completed DRD in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:23.567536] [INFO ] [sig ] [938/3544] Forecasting DRH... [2025-12-02T20:30:23.567563] [INFO ] [sig ] Generating forecast for: DRH [2025-12-02T20:30:23.567610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-12-02T20:30:23.579647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRH'. [2025-12-02T20:30:23.580025] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-12-02T20:30:23.580851] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-12-02T20:30:23.580901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:23.580930] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:23.580967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:23.581023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:23.636817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:23.637707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:23.637792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:23.637861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:23.755724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:23.755875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:23.755914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:23.755941] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:23.759173] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=14.12%) [2025-12-02T20:30:23.759431] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-12-02T20:30:23.759548] [INFO ] [sig ] DRH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:23.895205] [INFO ] [LOCAL ] Saved forecast: DRH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DRH.txt [2025-12-02T20:30:23.895328] [INFO ] [sig ] [938/3544] Completed DRH in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.6m [2025-12-02T20:30:23.895367] [INFO ] [sig ] [939/3544] Forecasting DRI... [2025-12-02T20:30:23.895398] [INFO ] [sig ] Generating forecast for: DRI [2025-12-02T20:30:23.895426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-12-02T20:30:23.907452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRI'. [2025-12-02T20:30:23.907782] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-12-02T20:30:23.908601] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-12-02T20:30:23.908650] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:23.908679] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:23.908705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:23.908758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:23.963150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:23.963747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:23.963822] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:23.963852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:24.086672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:24.086787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:24.086824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:24.086850] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:24.089975] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=44.77%) [2025-12-02T20:30:24.090231] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-12-02T20:30:24.090348] [INFO ] [sig ] DRI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:24.225054] [INFO ] [LOCAL ] Saved forecast: DRI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DRI.txt [2025-12-02T20:30:24.225162] [INFO ] [sig ] [939/3544] Completed DRI in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.5m [2025-12-02T20:30:24.225197] [INFO ] [sig ] [940/3544] Forecasting DRIO... [2025-12-02T20:30:24.225223] [INFO ] [sig ] Generating forecast for: DRIO [2025-12-02T20:30:24.225251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'. [2025-12-02T20:30:24.237173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRIO'. [2025-12-02T20:30:24.237479] [INFO ] [FORECASTER] Starting predict_future for DRIO [2025-12-02T20:30:24.238310] [DEBUG] [LOCAL ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt [2025-12-02T20:30:24.238370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:24.238405] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:24.238435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:24.238501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:24.294036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:24.294757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:24.294837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:24.294868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:24.409483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:24.409658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:24.409699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:24.409725] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:24.413013] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=91.73%) [2025-12-02T20:30:24.413271] [INFO ] [FORECASTER] Completed predict_future for DRIO [2025-12-02T20:30:24.413387] [INFO ] [sig ] DRIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:24.551965] [INFO ] [LOCAL ] Saved forecast: DRIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DRIO.txt [2025-12-02T20:30:24.552127] [INFO ] [sig ] [940/3544] Completed DRIO in 0.3s | 2.98 sym/s | Total: 5.2m | ETA: 14.5m [2025-12-02T20:30:24.552166] [INFO ] [sig ] [941/3544] Forecasting DRLL... [2025-12-02T20:30:24.552194] [INFO ] [sig ] Generating forecast for: DRLL [2025-12-02T20:30:24.552223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-12-02T20:30:24.563391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRLL'. [2025-12-02T20:30:24.563773] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-12-02T20:30:24.564533] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-12-02T20:30:24.564598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:24.564632] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:24.564659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:24.564714] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:24.620086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:24.620932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:24.621013] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:24.621046] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:24.740865] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:24.741009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:24.741050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:24.741077] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:24.744297] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=47.80%) [2025-12-02T20:30:24.744554] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-12-02T20:30:24.744687] [INFO ] [sig ] DRLL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:24.880923] [INFO ] [LOCAL ] Saved forecast: DRLL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DRLL.txt [2025-12-02T20:30:24.881093] [INFO ] [sig ] [941/3544] Completed DRLL in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:24.881144] [INFO ] [sig ] [942/3544] Forecasting DRMA... [2025-12-02T20:30:24.881182] [INFO ] [sig ] Generating forecast for: DRMA [2025-12-02T20:30:24.881225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'. [2025-12-02T20:30:24.892593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRMA'. [2025-12-02T20:30:24.892889] [INFO ] [FORECASTER] Starting predict_future for DRMA [2025-12-02T20:30:24.893650] [DEBUG] [LOCAL ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt [2025-12-02T20:30:24.893698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:24.893728] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:24.893753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:24.893807] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:24.949048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:24.949778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:24.949856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:24.949894] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:25.064777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:25.064917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:25.064955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:25.064982] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:25.068201] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=43.42%) [2025-12-02T20:30:25.068483] [INFO ] [FORECASTER] Completed predict_future for DRMA [2025-12-02T20:30:25.068626] [INFO ] [sig ] DRMA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:25.206342] [INFO ] [LOCAL ] Saved forecast: DRMA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DRMA.txt [2025-12-02T20:30:25.206499] [INFO ] [sig ] [942/3544] Completed DRMA in 0.3s | 2.98 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:25.206545] [INFO ] [sig ] [943/3544] Forecasting DRS... [2025-12-02T20:30:25.206604] [INFO ] [sig ] Generating forecast for: DRS [2025-12-02T20:30:25.206637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'. [2025-12-02T20:30:25.217487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRS'. [2025-12-02T20:30:25.217810] [INFO ] [FORECASTER] Starting predict_future for DRS [2025-12-02T20:30:25.218616] [DEBUG] [LOCAL ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt [2025-12-02T20:30:25.218664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:25.218694] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:25.218719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:25.218773] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:25.274676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:25.275419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:25.275495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:25.275525] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:25.391352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:25.391500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:25.391537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:25.391564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:25.394792] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=88.95%) [2025-12-02T20:30:25.395046] [INFO ] [FORECASTER] Completed predict_future for DRS [2025-12-02T20:30:25.395159] [INFO ] [sig ] DRS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:25.531523] [INFO ] [LOCAL ] Saved forecast: DRS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DRS.txt [2025-12-02T20:30:25.531665] [INFO ] [sig ] [943/3544] Completed DRS in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:25.531704] [INFO ] [sig ] [944/3544] Forecasting DRTS... [2025-12-02T20:30:25.531732] [INFO ] [sig ] Generating forecast for: DRTS [2025-12-02T20:30:25.531761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'. [2025-12-02T20:30:25.542825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRTS'. [2025-12-02T20:30:25.543119] [INFO ] [FORECASTER] Starting predict_future for DRTS [2025-12-02T20:30:25.543882] [DEBUG] [LOCAL ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt [2025-12-02T20:30:25.543930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:25.543961] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:25.543987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:25.544042] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:25.598755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:25.599387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:25.599462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:25.599492] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:25.714006] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:25.714148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:25.714187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:25.714215] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:25.717427] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=73.34%) [2025-12-02T20:30:25.717699] [INFO ] [FORECASTER] Completed predict_future for DRTS [2025-12-02T20:30:25.717813] [INFO ] [sig ] DRTS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:25.856663] [INFO ] [LOCAL ] Saved forecast: DRTS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DRTS.txt [2025-12-02T20:30:25.856789] [INFO ] [sig ] [944/3544] Completed DRTS in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:25.856830] [INFO ] [sig ] [945/3544] Forecasting DRUG... [2025-12-02T20:30:25.856859] [INFO ] [sig ] Generating forecast for: DRUG [2025-12-02T20:30:25.856889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'. [2025-12-02T20:30:25.867608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRUG'. [2025-12-02T20:30:25.867891] [INFO ] [FORECASTER] Starting predict_future for DRUG [2025-12-02T20:30:25.868702] [DEBUG] [LOCAL ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt [2025-12-02T20:30:25.868750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:25.868805] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:25.868832] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:25.868887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:25.924336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:25.924980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:25.925054] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:25.925084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:26.043786] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:26.043940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:26.043980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:26.044014] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:26.047375] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=2.48%) [2025-12-02T20:30:26.047657] [INFO ] [FORECASTER] Completed predict_future for DRUG [2025-12-02T20:30:26.047777] [INFO ] [sig ] DRUG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:26.183149] [INFO ] [LOCAL ] Saved forecast: DRUG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DRUG.txt [2025-12-02T20:30:26.183253] [INFO ] [sig ] [945/3544] Completed DRUG in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:26.183289] [INFO ] [sig ] [946/3544] Forecasting DRVN... [2025-12-02T20:30:26.183317] [INFO ] [sig ] Generating forecast for: DRVN [2025-12-02T20:30:26.183346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'. [2025-12-02T20:30:26.195435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRVN'. [2025-12-02T20:30:26.195755] [INFO ] [FORECASTER] Starting predict_future for DRVN [2025-12-02T20:30:26.196534] [DEBUG] [LOCAL ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt [2025-12-02T20:30:26.196598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:26.196630] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:26.196655] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:26.196708] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:26.252233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:26.252852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:26.252930] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:26.252961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:26.372343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:26.372448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:26.372488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:26.372514] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:26.375853] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=85.00%) [2025-12-02T20:30:26.376130] [INFO ] [FORECASTER] Completed predict_future for DRVN [2025-12-02T20:30:26.376255] [INFO ] [sig ] DRVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:26.513082] [INFO ] [LOCAL ] Saved forecast: DRVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DRVN.txt [2025-12-02T20:30:26.513207] [INFO ] [sig ] [946/3544] Completed DRVN in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:26.513244] [INFO ] [sig ] [947/3544] Forecasting DSGN... [2025-12-02T20:30:26.513271] [INFO ] [sig ] Generating forecast for: DSGN [2025-12-02T20:30:26.513300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'. [2025-12-02T20:30:26.524804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGN'. [2025-12-02T20:30:26.525129] [INFO ] [FORECASTER] Starting predict_future for DSGN [2025-12-02T20:30:26.525939] [DEBUG] [LOCAL ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt [2025-12-02T20:30:26.525987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:26.526018] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:26.526042] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:26.526097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:26.580238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:26.580824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:26.580900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:26.580930] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:26.698228] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:26.698393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:26.698432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:26.698458] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:26.701730] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=51.23%) [2025-12-02T20:30:26.701988] [INFO ] [FORECASTER] Completed predict_future for DSGN [2025-12-02T20:30:26.702103] [INFO ] [sig ] DSGN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:26.837779] [INFO ] [LOCAL ] Saved forecast: DSGN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DSGN.txt [2025-12-02T20:30:26.837904] [INFO ] [sig ] [947/3544] Completed DSGN in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:26.837943] [INFO ] [sig ] [948/3544] Forecasting DSGX... [2025-12-02T20:30:26.837970] [INFO ] [sig ] Generating forecast for: DSGX [2025-12-02T20:30:26.838001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'. [2025-12-02T20:30:26.849658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGX'. [2025-12-02T20:30:26.849955] [INFO ] [FORECASTER] Starting predict_future for DSGX [2025-12-02T20:30:26.850725] [DEBUG] [LOCAL ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt [2025-12-02T20:30:26.850772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:26.850802] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:26.850828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:26.850882] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:26.905900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:26.906460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:26.906533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:26.906564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:27.021407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:27.021534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:27.021587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:27.021647] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:27.024797] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=94.87%) [2025-12-02T20:30:27.025047] [INFO ] [FORECASTER] Completed predict_future for DSGX [2025-12-02T20:30:27.025162] [INFO ] [sig ] DSGX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:27.162171] [INFO ] [LOCAL ] Saved forecast: DSGX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DSGX.txt [2025-12-02T20:30:27.162301] [INFO ] [sig ] [948/3544] Completed DSGX in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:27.162337] [INFO ] [sig ] [949/3544] Forecasting DSL... [2025-12-02T20:30:27.162365] [INFO ] [sig ] Generating forecast for: DSL [2025-12-02T20:30:27.162395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-12-02T20:30:27.174010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSL'. [2025-12-02T20:30:27.174279] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-12-02T20:30:27.175038] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-12-02T20:30:27.175086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:27.175117] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:27.175142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:27.175197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:27.230046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:27.230621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:27.230695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:27.230724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:27.349086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:27.349250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:27.349293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:27.349320] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:27.352982] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=13.52%) [2025-12-02T20:30:27.353280] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-12-02T20:30:27.353413] [INFO ] [sig ] DSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:27.496874] [INFO ] [LOCAL ] Saved forecast: DSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DSL.txt [2025-12-02T20:30:27.497042] [INFO ] [sig ] [949/3544] Completed DSL in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:27.497086] [INFO ] [sig ] [950/3544] Forecasting DSM... [2025-12-02T20:30:27.497115] [INFO ] [sig ] Generating forecast for: DSM [2025-12-02T20:30:27.497145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'. [2025-12-02T20:30:27.509119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSM'. [2025-12-02T20:30:27.509480] [INFO ] [FORECASTER] Starting predict_future for DSM [2025-12-02T20:30:27.510273] [DEBUG] [LOCAL ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt [2025-12-02T20:30:27.510322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:27.510351] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:27.510376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:27.510430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:27.566537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:27.567381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:27.567463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:27.567495] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:27.686223] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:27.686372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:27.686412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:27.686441] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:27.689724] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=58.43%) [2025-12-02T20:30:27.689986] [INFO ] [FORECASTER] Completed predict_future for DSM [2025-12-02T20:30:27.690103] [INFO ] [sig ] DSM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:27.827826] [INFO ] [LOCAL ] Saved forecast: DSM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DSM.txt [2025-12-02T20:30:27.827996] [INFO ] [sig ] [950/3544] Completed DSM in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:27.828034] [INFO ] [sig ] [951/3544] Forecasting DSP... [2025-12-02T20:30:27.828061] [INFO ] [sig ] Generating forecast for: DSP [2025-12-02T20:30:27.828091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'. [2025-12-02T20:30:27.839919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSP'. [2025-12-02T20:30:27.840276] [INFO ] [FORECASTER] Starting predict_future for DSP [2025-12-02T20:30:27.841047] [DEBUG] [LOCAL ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt [2025-12-02T20:30:27.841095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:27.841136] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:27.841162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:27.841216] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:27.898158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:27.898998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:27.899082] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:27.899114] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:28.021802] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:28.021951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:28.021990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:28.022017] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:28.025236] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=22.31%) [2025-12-02T20:30:28.025501] [INFO ] [FORECASTER] Completed predict_future for DSP [2025-12-02T20:30:28.025638] [INFO ] [sig ] DSP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:28.166215] [INFO ] [LOCAL ] Saved forecast: DSP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DSP.txt [2025-12-02T20:30:28.166365] [INFO ] [sig ] [951/3544] Completed DSP in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:28.166403] [INFO ] [sig ] [952/3544] Forecasting DSX... [2025-12-02T20:30:28.166431] [INFO ] [sig ] Generating forecast for: DSX [2025-12-02T20:30:28.166459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-12-02T20:30:28.178008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSX'. [2025-12-02T20:30:28.178369] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-12-02T20:30:28.179142] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-12-02T20:30:28.179190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:28.179220] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:28.179245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:28.179299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:28.234617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:28.235424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:28.235505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:28.235535] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:28.352764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:28.352915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:28.352952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:28.352980] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:28.356263] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=0.82%) [2025-12-02T20:30:28.356554] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-12-02T20:30:28.356700] [INFO ] [sig ] DSX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:28.495058] [INFO ] [LOCAL ] Saved forecast: DSX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DSX.txt [2025-12-02T20:30:28.495207] [INFO ] [sig ] [952/3544] Completed DSX in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:28.495244] [INFO ] [sig ] [953/3544] Forecasting DTB... [2025-12-02T20:30:28.495280] [INFO ] [sig ] Generating forecast for: DTB [2025-12-02T20:30:28.495309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-12-02T20:30:28.507112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTB'. [2025-12-02T20:30:28.507502] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-12-02T20:30:28.508345] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-12-02T20:30:28.508395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:28.508426] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:28.508450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:28.508504] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:28.565794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:28.566653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:28.566735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:28.566767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:28.684244] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:28.684396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:28.684437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:28.684467] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:28.687957] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=40.04%) [2025-12-02T20:30:28.688260] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-12-02T20:30:28.688393] [INFO ] [sig ] DTB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:28.834895] [INFO ] [LOCAL ] Saved forecast: DTB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DTB.txt [2025-12-02T20:30:28.835046] [INFO ] [sig ] [953/3544] Completed DTB in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:28.835083] [INFO ] [sig ] [954/3544] Forecasting DTE... [2025-12-02T20:30:28.835111] [INFO ] [sig ] Generating forecast for: DTE [2025-12-02T20:30:28.835140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-12-02T20:30:28.846943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTE'. [2025-12-02T20:30:28.847325] [INFO ] [FORECASTER] Starting predict_future for DTE [2025-12-02T20:30:28.848152] [DEBUG] [LOCAL ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt [2025-12-02T20:30:28.848200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:28.848230] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:28.848255] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:28.848308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:28.903615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:28.904441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:28.904522] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:28.904553] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:29.019508] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:29.019683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:29.019724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:29.019752] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:29.023049] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=41.84%) [2025-12-02T20:30:29.023330] [INFO ] [FORECASTER] Completed predict_future for DTE [2025-12-02T20:30:29.023453] [INFO ] [sig ] DTE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:29.159617] [INFO ] [LOCAL ] Saved forecast: DTE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DTE.txt [2025-12-02T20:30:29.159746] [INFO ] [sig ] [954/3544] Completed DTE in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:29.159788] [INFO ] [sig ] [955/3544] Forecasting DTG... [2025-12-02T20:30:29.159817] [INFO ] [sig ] Generating forecast for: DTG [2025-12-02T20:30:29.159846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-12-02T20:30:29.171923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTG'. [2025-12-02T20:30:29.172315] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-12-02T20:30:29.173167] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-12-02T20:30:29.173218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:29.173247] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:29.173272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:29.173326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:29.230467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:29.231381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:29.231506] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:29.231539] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:29.349246] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:29.349401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:29.349442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:29.349469] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:29.352741] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=72.42%) [2025-12-02T20:30:29.353003] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-12-02T20:30:29.353124] [INFO ] [sig ] DTG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:29.495805] [INFO ] [LOCAL ] Saved forecast: DTG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DTG.txt [2025-12-02T20:30:29.495954] [INFO ] [sig ] [955/3544] Completed DTG in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.5m [2025-12-02T20:30:29.495991] [INFO ] [sig ] [956/3544] Forecasting DTIL... [2025-12-02T20:30:29.496019] [INFO ] [sig ] Generating forecast for: DTIL [2025-12-02T20:30:29.496048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'. [2025-12-02T20:30:29.507730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTIL'. [2025-12-02T20:30:29.508123] [INFO ] [FORECASTER] Starting predict_future for DTIL [2025-12-02T20:30:29.508920] [DEBUG] [LOCAL ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt [2025-12-02T20:30:29.508970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:29.509000] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:29.509024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:29.509079] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:29.566108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:29.566971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:29.567055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:29.567087] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:29.685821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:29.685985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:29.686026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:29.686054] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:29.689519] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: DOWN (p=34.12%) [2025-12-02T20:30:29.689801] [INFO ] [FORECASTER] Completed predict_future for DTIL [2025-12-02T20:30:29.689945] [INFO ] [sig ] DTIL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:29.831449] [INFO ] [LOCAL ] Saved forecast: DTIL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DTIL.txt [2025-12-02T20:30:29.831610] [INFO ] [sig ] [956/3544] Completed DTIL in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.4m [2025-12-02T20:30:29.831674] [INFO ] [sig ] [957/3544] Forecasting DTM... [2025-12-02T20:30:29.831703] [INFO ] [sig ] Generating forecast for: DTM [2025-12-02T20:30:29.831734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-12-02T20:30:29.842946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTM'. [2025-12-02T20:30:29.843236] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-12-02T20:30:29.844019] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-12-02T20:30:29.844068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:29.844099] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:29.844125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:29.844181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:29.902814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:29.903642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:29.903722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:29.903753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:30.024742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:30.024885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:30.024926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:30.024953] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:30.028302] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=40.34%) [2025-12-02T20:30:30.028560] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-12-02T20:30:30.028702] [INFO ] [sig ] DTM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:30.171918] [INFO ] [LOCAL ] Saved forecast: DTM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DTM.txt [2025-12-02T20:30:30.172045] [INFO ] [sig ] [957/3544] Completed DTM in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.4m [2025-12-02T20:30:30.172081] [INFO ] [sig ] [958/3544] Forecasting DTSS... [2025-12-02T20:30:30.172108] [INFO ] [sig ] Generating forecast for: DTSS [2025-12-02T20:30:30.172137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'. [2025-12-02T20:30:30.183858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTSS'. [2025-12-02T20:30:30.184171] [INFO ] [FORECASTER] Starting predict_future for DTSS [2025-12-02T20:30:30.184967] [DEBUG] [LOCAL ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt [2025-12-02T20:30:30.185016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:30.185046] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:30.185071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:30.185126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:30.243927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:30.244862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:30.244953] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:30.244985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:30.361024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:30.361187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:30.361235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:30.361287] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:30.365525] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=71.70%) [2025-12-02T20:30:30.365860] [INFO ] [FORECASTER] Completed predict_future for DTSS [2025-12-02T20:30:30.366007] [INFO ] [sig ] DTSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:30.502093] [INFO ] [LOCAL ] Saved forecast: DTSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DTSS.txt [2025-12-02T20:30:30.502264] [INFO ] [sig ] [958/3544] Completed DTSS in 0.3s | 2.99 sym/s | Total: 5.3m | ETA: 14.4m [2025-12-02T20:30:30.502302] [INFO ] [sig ] [959/3544] Forecasting DUK... [2025-12-02T20:30:30.502329] [INFO ] [sig ] Generating forecast for: DUK [2025-12-02T20:30:30.502357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-12-02T20:30:30.513988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUK'. [2025-12-02T20:30:30.514247] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-12-02T20:30:30.515026] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-12-02T20:30:30.515074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:30.515104] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:30.515128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:30.515182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:30.570124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:30.570791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:30.570868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:30.570898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:30.685719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:30.685847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:30.685885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:30.685911] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:30.689097] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=59.23%) [2025-12-02T20:30:30.689357] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-12-02T20:30:30.689474] [INFO ] [sig ] DUK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:30.827651] [INFO ] [LOCAL ] Saved forecast: DUK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DUK.txt [2025-12-02T20:30:30.827767] [INFO ] [sig ] [959/3544] Completed DUK in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:30.827803] [INFO ] [sig ] [960/3544] Forecasting DUKB... [2025-12-02T20:30:30.827831] [INFO ] [sig ] Generating forecast for: DUKB [2025-12-02T20:30:30.827859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-12-02T20:30:30.838985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUKB'. [2025-12-02T20:30:30.839252] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-12-02T20:30:30.840020] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-12-02T20:30:30.840067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:30.840096] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:30.840120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:30.840173] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:30.894919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:30.895482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:30.895556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:30.895617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:31.015486] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:31.015651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:31.015690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:31.015716] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:31.018954] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=22.18%) [2025-12-02T20:30:31.019209] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-12-02T20:30:31.019324] [INFO ] [sig ] DUKB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:31.154700] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DUKB.txt [2025-12-02T20:30:31.154812] [INFO ] [sig ] [960/3544] Completed DUKB in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:31.154846] [INFO ] [sig ] [961/3544] Forecasting DUOL... [2025-12-02T20:30:31.154873] [INFO ] [sig ] Generating forecast for: DUOL [2025-12-02T20:30:31.154901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'. [2025-12-02T20:30:31.165723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUOL'. [2025-12-02T20:30:31.166006] [INFO ] [FORECASTER] Starting predict_future for DUOL [2025-12-02T20:30:31.166759] [DEBUG] [LOCAL ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt [2025-12-02T20:30:31.166807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:31.166838] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:31.166863] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:31.166917] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:31.221301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:31.222139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:31.222221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:31.222251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:31.339051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:31.339202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:31.339240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:31.339268] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:31.342523] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=7.76%) [2025-12-02T20:30:31.342806] [INFO ] [FORECASTER] Completed predict_future for DUOL [2025-12-02T20:30:31.342929] [INFO ] [sig ] DUOL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:31.482172] [INFO ] [LOCAL ] Saved forecast: DUOL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DUOL.txt [2025-12-02T20:30:31.482321] [INFO ] [sig ] [961/3544] Completed DUOL in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:31.482358] [INFO ] [sig ] [962/3544] Forecasting DVA... [2025-12-02T20:30:31.482387] [INFO ] [sig ] Generating forecast for: DVA [2025-12-02T20:30:31.482414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-12-02T20:30:31.494592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVA'. [2025-12-02T20:30:31.494886] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-12-02T20:30:31.495686] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-12-02T20:30:31.495735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:31.495798] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:31.495841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:31.495897] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:31.553379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:31.554010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:31.554086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:31.554117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:31.673816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:31.673950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:31.673991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:31.674018] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:31.677316] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=38.44%) [2025-12-02T20:30:31.677591] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-12-02T20:30:31.677709] [INFO ] [sig ] DVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:31.820673] [INFO ] [LOCAL ] Saved forecast: DVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DVA.txt [2025-12-02T20:30:31.820798] [INFO ] [sig ] [962/3544] Completed DVA in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:31.820835] [INFO ] [sig ] [963/3544] Forecasting DVAX... [2025-12-02T20:30:31.820864] [INFO ] [sig ] Generating forecast for: DVAX [2025-12-02T20:30:31.820891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'. [2025-12-02T20:30:31.832132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVAX'. [2025-12-02T20:30:31.832404] [INFO ] [FORECASTER] Starting predict_future for DVAX [2025-12-02T20:30:31.833159] [DEBUG] [LOCAL ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt [2025-12-02T20:30:31.833207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:31.833236] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:31.833261] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:31.833315] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:31.890407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:31.891122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:31.891202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:31.891234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:32.022449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:32.022613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:32.022655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:32.022682] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:32.025905] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=74.45%) [2025-12-02T20:30:32.026162] [INFO ] [FORECASTER] Completed predict_future for DVAX [2025-12-02T20:30:32.026279] [INFO ] [sig ] DVAX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:32.162283] [INFO ] [LOCAL ] Saved forecast: DVAX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DVAX.txt [2025-12-02T20:30:32.162433] [INFO ] [sig ] [963/3544] Completed DVAX in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:32.162469] [INFO ] [sig ] [964/3544] Forecasting DVN... [2025-12-02T20:30:32.162498] [INFO ] [sig ] Generating forecast for: DVN [2025-12-02T20:30:32.162527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-12-02T20:30:32.173847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVN'. [2025-12-02T20:30:32.174135] [INFO ] [FORECASTER] Starting predict_future for DVN [2025-12-02T20:30:32.174983] [DEBUG] [LOCAL ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt [2025-12-02T20:30:32.175033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:32.175065] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:32.175092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:32.175148] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:32.235632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:32.236624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:32.236710] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:32.236742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:32.358591] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:32.358744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:32.358783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:32.358809] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:32.362064] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=52.57%) [2025-12-02T20:30:32.362320] [INFO ] [FORECASTER] Completed predict_future for DVN [2025-12-02T20:30:32.362439] [INFO ] [sig ] DVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:32.499489] [INFO ] [LOCAL ] Saved forecast: DVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DVN.txt [2025-12-02T20:30:32.499640] [INFO ] [sig ] [964/3544] Completed DVN in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:32.499679] [INFO ] [sig ] [965/3544] Forecasting DVY... [2025-12-02T20:30:32.499707] [INFO ] [sig ] Generating forecast for: DVY [2025-12-02T20:30:32.499738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'. [2025-12-02T20:30:32.511105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVY'. [2025-12-02T20:30:32.511449] [INFO ] [FORECASTER] Starting predict_future for DVY [2025-12-02T20:30:32.512223] [DEBUG] [LOCAL ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt [2025-12-02T20:30:32.512272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:32.512302] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:32.512327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:32.512381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:32.568282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:32.569098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:32.569176] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:32.569208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:32.690526] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:32.690701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:32.690742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:32.690803] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:32.694093] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=2.79%) [2025-12-02T20:30:32.694359] [INFO ] [FORECASTER] Completed predict_future for DVY [2025-12-02T20:30:32.694479] [INFO ] [sig ] DVY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:32.839712] [INFO ] [LOCAL ] Saved forecast: DVY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DVY.txt [2025-12-02T20:30:32.839887] [INFO ] [sig ] [965/3544] Completed DVY in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:32.839933] [INFO ] [sig ] [966/3544] Forecasting DWAS... [2025-12-02T20:30:32.839971] [INFO ] [sig ] Generating forecast for: DWAS [2025-12-02T20:30:32.840018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'. [2025-12-02T20:30:32.851310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWAS'. [2025-12-02T20:30:32.851618] [INFO ] [FORECASTER] Starting predict_future for DWAS [2025-12-02T20:30:32.852384] [DEBUG] [LOCAL ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt [2025-12-02T20:30:32.852433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:32.852464] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:32.852490] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:32.852544] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:32.911768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:32.912597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:32.912679] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:32.912711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:33.032844] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:33.032997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:33.033036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:33.033062] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:33.036418] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=17.74%) [2025-12-02T20:30:33.036722] [INFO ] [FORECASTER] Completed predict_future for DWAS [2025-12-02T20:30:33.036850] [INFO ] [sig ] DWAS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:33.177655] [INFO ] [LOCAL ] Saved forecast: DWAS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DWAS.txt [2025-12-02T20:30:33.177791] [INFO ] [sig ] [966/3544] Completed DWAS in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:33.177828] [INFO ] [sig ] [967/3544] Forecasting DWSH... [2025-12-02T20:30:33.177857] [INFO ] [sig ] Generating forecast for: DWSH [2025-12-02T20:30:33.177915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'. [2025-12-02T20:30:33.189608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWSH'. [2025-12-02T20:30:33.189929] [INFO ] [FORECASTER] Starting predict_future for DWSH [2025-12-02T20:30:33.190737] [DEBUG] [LOCAL ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt [2025-12-02T20:30:33.190786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:33.190818] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:33.190843] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:33.190900] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:33.247650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:33.248499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:33.248596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:33.248629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:33.356127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:33.356275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:33.356314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:33.356341] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:33.359625] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=20.82%) [2025-12-02T20:30:33.359889] [INFO ] [FORECASTER] Completed predict_future for DWSH [2025-12-02T20:30:33.360006] [INFO ] [sig ] DWSH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:33.501219] [INFO ] [LOCAL ] Saved forecast: DWSH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DWSH.txt [2025-12-02T20:30:33.501376] [INFO ] [sig ] [967/3544] Completed DWSH in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:33.501414] [INFO ] [sig ] [968/3544] Forecasting DX... [2025-12-02T20:30:33.501441] [INFO ] [sig ] Generating forecast for: DX [2025-12-02T20:30:33.501471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'. [2025-12-02T20:30:33.514353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DX'. [2025-12-02T20:30:33.514684] [INFO ] [FORECASTER] Starting predict_future for DX [2025-12-02T20:30:33.515677] [DEBUG] [LOCAL ] No optimal features file found for DX: ./output/feature-sets/DX.txt [2025-12-02T20:30:33.515726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:33.515757] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:33.515782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:33.515836] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:33.571740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:33.572532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:33.572629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:33.572662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:33.694813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:33.694970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:33.695011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:33.695038] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:33.698397] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=26.02%) [2025-12-02T20:30:33.698711] [INFO ] [FORECASTER] Completed predict_future for DX [2025-12-02T20:30:33.698842] [INFO ] [sig ] DX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:33.835084] [INFO ] [LOCAL ] Saved forecast: DX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DX.txt [2025-12-02T20:30:33.835226] [INFO ] [sig ] [968/3544] Completed DX in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:33.835264] [INFO ] [sig ] [969/3544] Forecasting DXC... [2025-12-02T20:30:33.835292] [INFO ] [sig ] Generating forecast for: DXC [2025-12-02T20:30:33.835321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-12-02T20:30:33.847195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXC'. [2025-12-02T20:30:33.847556] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-12-02T20:30:33.848370] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-12-02T20:30:33.848419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:33.848450] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:33.848476] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:33.848534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:33.903450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:33.904335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:33.904418] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:33.904449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:34.024774] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:34.024924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:34.024963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:34.024990] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:34.028285] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-12-02T20:30:34.028551] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-12-02T20:30:34.028695] [INFO ] [sig ] DXC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:34.164507] [INFO ] [LOCAL ] Saved forecast: DXC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DXC.txt [2025-12-02T20:30:34.164688] [INFO ] [sig ] [969/3544] Completed DXC in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:34.164727] [INFO ] [sig ] [970/3544] Forecasting DXCM... [2025-12-02T20:30:34.164756] [INFO ] [sig ] Generating forecast for: DXCM [2025-12-02T20:30:34.164784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'. [2025-12-02T20:30:34.175755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXCM'. [2025-12-02T20:30:34.176099] [INFO ] [FORECASTER] Starting predict_future for DXCM [2025-12-02T20:30:34.176887] [DEBUG] [LOCAL ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt [2025-12-02T20:30:34.176936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:34.176965] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:34.176990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:34.177045] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:34.231470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:34.232292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:34.232370] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:34.232400] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:34.351485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:34.351658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:34.351699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:34.351726] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:34.354959] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=84.51%) [2025-12-02T20:30:34.355220] [INFO ] [FORECASTER] Completed predict_future for DXCM [2025-12-02T20:30:34.355339] [INFO ] [sig ] DXCM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:34.491432] [INFO ] [LOCAL ] Saved forecast: DXCM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DXCM.txt [2025-12-02T20:30:34.491591] [INFO ] [sig ] [970/3544] Completed DXCM in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:34.491634] [INFO ] [sig ] [971/3544] Forecasting DXPE... [2025-12-02T20:30:34.491662] [INFO ] [sig ] Generating forecast for: DXPE [2025-12-02T20:30:34.491691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'. [2025-12-02T20:30:34.503405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXPE'. [2025-12-02T20:30:34.503780] [INFO ] [FORECASTER] Starting predict_future for DXPE [2025-12-02T20:30:34.504540] [DEBUG] [LOCAL ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt [2025-12-02T20:30:34.504605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:34.504636] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:34.504662] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:34.504716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:34.559821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:34.560617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:34.560697] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:34.560728] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:34.678441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:34.678630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:34.678673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:34.678700] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:34.682160] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=94.10%) [2025-12-02T20:30:34.682502] [INFO ] [FORECASTER] Completed predict_future for DXPE [2025-12-02T20:30:34.682652] [INFO ] [sig ] DXPE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:34.820661] [INFO ] [LOCAL ] Saved forecast: DXPE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DXPE.txt [2025-12-02T20:30:34.820816] [INFO ] [sig ] [971/3544] Completed DXPE in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:34.820854] [INFO ] [sig ] [972/3544] Forecasting DY... [2025-12-02T20:30:34.820881] [INFO ] [sig ] Generating forecast for: DY [2025-12-02T20:30:34.820911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-12-02T20:30:34.834493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DY'. [2025-12-02T20:30:34.834983] [INFO ] [FORECASTER] Starting predict_future for DY [2025-12-02T20:30:34.835952] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-12-02T20:30:34.836007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:34.836041] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:34.836072] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:34.836139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:34.903295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:34.904136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:34.904250] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:34.904283] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:35.023597] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:35.023738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:35.023777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:35.023804] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:35.027070] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=85.90%) [2025-12-02T20:30:35.027334] [INFO ] [FORECASTER] Completed predict_future for DY [2025-12-02T20:30:35.027456] [INFO ] [sig ] DY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:35.165386] [INFO ] [LOCAL ] Saved forecast: DY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/DY.txt [2025-12-02T20:30:35.165506] [INFO ] [sig ] [972/3544] Completed DY in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:35.165543] [INFO ] [sig ] [973/3544] Forecasting DYN... [2025-12-02T20:30:35.165588] [INFO ] [sig ] Generating forecast for: DYN [2025-12-02T20:30:35.165622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'. [2025-12-02T20:30:35.177169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DYN'. [2025-12-02T20:30:35.177451] [INFO ] [FORECASTER] Starting predict_future for DYN [2025-12-02T20:30:35.178271] [DEBUG] [LOCAL ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt [2025-12-02T20:30:35.178319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:35.178349] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:35.178373] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:35.178427] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:35.233000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:35.233591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:35.233667] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:35.233696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:35.365730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:35.365904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:35.365955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:35.365992] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:35.369818] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=5.11%) [2025-12-02T20:30:35.370111] [INFO ] [FORECASTER] Completed predict_future for DYN [2025-12-02T20:30:35.370240] [INFO ] [sig ] DYN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:35.507045] [INFO ] [LOCAL ] Saved forecast: DYN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/DYN.txt [2025-12-02T20:30:35.507164] [INFO ] [sig ] [973/3544] Completed DYN in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.4m [2025-12-02T20:30:35.507200] [INFO ] [sig ] [974/3544] Forecasting E... [2025-12-02T20:30:35.507227] [INFO ] [sig ] Generating forecast for: E [2025-12-02T20:30:35.507256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-12-02T20:30:35.517635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'E'. [2025-12-02T20:30:35.517914] [INFO ] [FORECASTER] Starting predict_future for E [2025-12-02T20:30:35.518683] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-12-02T20:30:35.518730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:35.518760] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:35.518785] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:35.518840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:35.573939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:35.574516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:35.574605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:35.574637] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:35.691655] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:35.691790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:35.691826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:35.691853] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:35.695009] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=28.10%) [2025-12-02T20:30:35.695264] [INFO ] [FORECASTER] Completed predict_future for E [2025-12-02T20:30:35.695380] [INFO ] [sig ] E: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:35.834050] [INFO ] [LOCAL ] Saved forecast: E 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/E.txt [2025-12-02T20:30:35.834221] [INFO ] [sig ] [974/3544] Completed E in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.3m [2025-12-02T20:30:35.834259] [INFO ] [sig ] [975/3544] Forecasting EA... [2025-12-02T20:30:35.834294] [INFO ] [sig ] Generating forecast for: EA [2025-12-02T20:30:35.834323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'. [2025-12-02T20:30:35.845962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EA'. [2025-12-02T20:30:35.846313] [INFO ] [FORECASTER] Starting predict_future for EA [2025-12-02T20:30:35.847182] [DEBUG] [LOCAL ] No optimal features file found for EA: ./output/feature-sets/EA.txt [2025-12-02T20:30:35.847232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:35.847284] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:35.847312] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:35.847367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:35.903439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:35.904304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:35.904385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:35.904416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:36.025800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:36.025950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:36.025990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:36.026019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:36.029301] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: DOWN (p=25.65%) [2025-12-02T20:30:36.029559] [INFO ] [FORECASTER] Completed predict_future for EA [2025-12-02T20:30:36.029695] [INFO ] [sig ] EA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:36.166238] [INFO ] [LOCAL ] Saved forecast: EA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EA.txt [2025-12-02T20:30:36.166390] [INFO ] [sig ] [975/3544] Completed EA in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.3m [2025-12-02T20:30:36.166428] [INFO ] [sig ] [976/3544] Forecasting EAF... [2025-12-02T20:30:36.166455] [INFO ] [sig ] Generating forecast for: EAF [2025-12-02T20:30:36.166485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-12-02T20:30:36.177332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAF'. [2025-12-02T20:30:36.177620] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-12-02T20:30:36.178392] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-12-02T20:30:36.178440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:36.178469] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:36.178494] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:36.178547] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:36.233445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:36.234072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:36.234144] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:36.234175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:36.352330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:36.352457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:36.352494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:36.352520] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:36.355695] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=50.91%) [2025-12-02T20:30:36.355945] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-12-02T20:30:36.356059] [INFO ] [sig ] EAF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:36.490844] [INFO ] [LOCAL ] Saved forecast: EAF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EAF.txt [2025-12-02T20:30:36.490975] [INFO ] [sig ] [976/3544] Completed EAF in 0.3s | 2.99 sym/s | Total: 5.4m | ETA: 14.3m [2025-12-02T20:30:36.491012] [INFO ] [sig ] [977/3544] Forecasting EAI... [2025-12-02T20:30:36.491040] [INFO ] [sig ] Generating forecast for: EAI [2025-12-02T20:30:36.491069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-12-02T20:30:36.501930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAI'. [2025-12-02T20:30:36.502211] [INFO ] [FORECASTER] Starting predict_future for EAI [2025-12-02T20:30:36.502972] [DEBUG] [LOCAL ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt [2025-12-02T20:30:36.503019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:36.503049] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:36.503074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:36.503128] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:36.557808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:36.558442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:36.558517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:36.558547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:36.672731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:36.672866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:36.672905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:36.672931] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:36.676114] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=20.04%) [2025-12-02T20:30:36.676366] [INFO ] [FORECASTER] Completed predict_future for EAI [2025-12-02T20:30:36.676479] [INFO ] [sig ] EAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:36.812593] [INFO ] [LOCAL ] Saved forecast: EAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EAI.txt [2025-12-02T20:30:36.812745] [INFO ] [sig ] [977/3544] Completed EAI in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:36.812783] [INFO ] [sig ] [978/3544] Forecasting EARN... [2025-12-02T20:30:36.812810] [INFO ] [sig ] Generating forecast for: EARN [2025-12-02T20:30:36.812840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-12-02T20:30:36.823766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EARN'. [2025-12-02T20:30:36.824098] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-12-02T20:30:36.824877] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-12-02T20:30:36.824924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:36.824955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:36.824979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:36.825033] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:36.879990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:36.880812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:36.880889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:36.880920] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:37.000198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:37.000335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:37.000373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:37.000400] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:37.003614] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=94.37%) [2025-12-02T20:30:37.003875] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-12-02T20:30:37.004016] [INFO ] [sig ] EARN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:37.143208] [INFO ] [LOCAL ] Saved forecast: EARN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EARN.txt [2025-12-02T20:30:37.143335] [INFO ] [sig ] [978/3544] Completed EARN in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:37.143372] [INFO ] [sig ] [979/3544] Forecasting EB... [2025-12-02T20:30:37.143413] [INFO ] [sig ] Generating forecast for: EB [2025-12-02T20:30:37.143445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-12-02T20:30:37.154418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EB'. [2025-12-02T20:30:37.154698] [INFO ] [FORECASTER] Starting predict_future for EB [2025-12-02T20:30:37.155436] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-12-02T20:30:37.155484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:37.155539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:37.155566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:37.155648] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:37.210632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:37.211256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:37.211330] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:37.211361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:37.332494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:37.332648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:37.332691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:37.332718] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:37.335944] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=50.39%) [2025-12-02T20:30:37.336196] [INFO ] [FORECASTER] Completed predict_future for EB [2025-12-02T20:30:37.336310] [INFO ] [sig ] EB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:37.472100] [INFO ] [LOCAL ] Saved forecast: EB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EB.txt [2025-12-02T20:30:37.472215] [INFO ] [sig ] [979/3544] Completed EB in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:37.472250] [INFO ] [sig ] [980/3544] Forecasting EBAY... [2025-12-02T20:30:37.472276] [INFO ] [sig ] Generating forecast for: EBAY [2025-12-02T20:30:37.472304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'. [2025-12-02T20:30:37.484183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBAY'. [2025-12-02T20:30:37.484510] [INFO ] [FORECASTER] Starting predict_future for EBAY [2025-12-02T20:30:37.485309] [DEBUG] [LOCAL ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt [2025-12-02T20:30:37.485357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:37.485387] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:37.485419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:37.485472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:37.543555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:37.544650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:37.544740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:37.544772] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:37.667035] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:37.667197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:37.667240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:37.667266] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:37.670718] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=62.96%) [2025-12-02T20:30:37.670981] [INFO ] [FORECASTER] Completed predict_future for EBAY [2025-12-02T20:30:37.671105] [INFO ] [sig ] EBAY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:37.809059] [INFO ] [LOCAL ] Saved forecast: EBAY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EBAY.txt [2025-12-02T20:30:37.809185] [INFO ] [sig ] [980/3544] Completed EBAY in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:37.809220] [INFO ] [sig ] [981/3544] Forecasting EBC... [2025-12-02T20:30:37.809247] [INFO ] [sig ] Generating forecast for: EBC [2025-12-02T20:30:37.809275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'. [2025-12-02T20:30:37.821040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBC'. [2025-12-02T20:30:37.821323] [INFO ] [FORECASTER] Starting predict_future for EBC [2025-12-02T20:30:37.822102] [DEBUG] [LOCAL ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt [2025-12-02T20:30:37.822150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:37.822181] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:37.822205] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:37.822259] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:37.877301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:37.878046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:37.878128] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:37.878160] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:38.001059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:38.001205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:38.001244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:38.001271] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:38.004537] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=32.77%) [2025-12-02T20:30:38.004820] [INFO ] [FORECASTER] Completed predict_future for EBC [2025-12-02T20:30:38.004936] [INFO ] [sig ] EBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:38.139833] [INFO ] [LOCAL ] Saved forecast: EBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EBC.txt [2025-12-02T20:30:38.139947] [INFO ] [sig ] [981/3544] Completed EBC in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:38.139982] [INFO ] [sig ] [982/3544] Forecasting EBF... [2025-12-02T20:30:38.140009] [INFO ] [sig ] Generating forecast for: EBF [2025-12-02T20:30:38.140038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-12-02T20:30:38.151157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBF'. [2025-12-02T20:30:38.151423] [INFO ] [FORECASTER] Starting predict_future for EBF [2025-12-02T20:30:38.152263] [DEBUG] [LOCAL ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt [2025-12-02T20:30:38.152313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:38.152343] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:38.152369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:38.152427] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:38.209502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:38.210134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:38.210212] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:38.210244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:38.327305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:38.327430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:38.327466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:38.327508] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:38.330902] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=51.13%) [2025-12-02T20:30:38.331162] [INFO ] [FORECASTER] Completed predict_future for EBF [2025-12-02T20:30:38.331277] [INFO ] [sig ] EBF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:38.466269] [INFO ] [LOCAL ] Saved forecast: EBF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EBF.txt [2025-12-02T20:30:38.466395] [INFO ] [sig ] [982/3544] Completed EBF in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:38.466433] [INFO ] [sig ] [983/3544] Forecasting EBON... [2025-12-02T20:30:38.466462] [INFO ] [sig ] Generating forecast for: EBON [2025-12-02T20:30:38.466492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'. [2025-12-02T20:30:38.476688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBON'. [2025-12-02T20:30:38.476966] [INFO ] [FORECASTER] Starting predict_future for EBON [2025-12-02T20:30:38.477754] [DEBUG] [LOCAL ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt [2025-12-02T20:30:38.477802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:38.477832] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:38.477857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:38.477961] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:38.533999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:38.534653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:38.534729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:38.534762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:38.633158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:38.633290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:38.633327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:38.633353] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:38.636503] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=29.48%) [2025-12-02T20:30:38.636803] [INFO ] [FORECASTER] Completed predict_future for EBON [2025-12-02T20:30:38.636925] [INFO ] [sig ] EBON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:38.771690] [INFO ] [LOCAL ] Saved forecast: EBON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EBON.txt [2025-12-02T20:30:38.771804] [INFO ] [sig ] [983/3544] Completed EBON in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:38.771839] [INFO ] [sig ] [984/3544] Forecasting EC... [2025-12-02T20:30:38.771866] [INFO ] [sig ] Generating forecast for: EC [2025-12-02T20:30:38.771894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-12-02T20:30:38.782670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EC'. [2025-12-02T20:30:38.782933] [INFO ] [FORECASTER] Starting predict_future for EC [2025-12-02T20:30:38.783765] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-12-02T20:30:38.783815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:38.783846] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:38.783871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:38.783926] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:38.840830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:38.841450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:38.841527] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:38.841559] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:38.960056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:38.960200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:38.960238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:38.960264] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:38.963485] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=5.65%) [2025-12-02T20:30:38.963764] [INFO ] [FORECASTER] Completed predict_future for EC [2025-12-02T20:30:38.963882] [INFO ] [sig ] EC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:39.102831] [INFO ] [LOCAL ] Saved forecast: EC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EC.txt [2025-12-02T20:30:39.102963] [INFO ] [sig ] [984/3544] Completed EC in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:39.102999] [INFO ] [sig ] [985/3544] Forecasting ECC... [2025-12-02T20:30:39.103027] [INFO ] [sig ] Generating forecast for: ECC [2025-12-02T20:30:39.103055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-12-02T20:30:39.113835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECC'. [2025-12-02T20:30:39.114095] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-12-02T20:30:39.114854] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-12-02T20:30:39.114902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:39.114931] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:39.114957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:39.115011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:39.171591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:39.172204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:39.172281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:39.172314] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:39.289660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:39.289820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:39.289870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:39.289900] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:39.293310] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=76.92%) [2025-12-02T20:30:39.293596] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-12-02T20:30:39.293719] [INFO ] [sig ] ECC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:39.434249] [INFO ] [LOCAL ] Saved forecast: ECC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ECC.txt [2025-12-02T20:30:39.434387] [INFO ] [sig ] [985/3544] Completed ECC in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:39.434427] [INFO ] [sig ] [986/3544] Forecasting ECL... [2025-12-02T20:30:39.434455] [INFO ] [sig ] Generating forecast for: ECL [2025-12-02T20:30:39.434483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-12-02T20:30:39.445297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECL'. [2025-12-02T20:30:39.445640] [INFO ] [FORECASTER] Starting predict_future for ECL [2025-12-02T20:30:39.446411] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-12-02T20:30:39.446460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:39.446491] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:39.446516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:39.446599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:39.504727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:39.505605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:39.505686] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:39.505719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:39.622355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:39.622509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:39.622550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:39.622595] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:39.625945] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=42.45%) [2025-12-02T20:30:39.626226] [INFO ] [FORECASTER] Completed predict_future for ECL [2025-12-02T20:30:39.626353] [INFO ] [sig ] ECL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:39.770555] [INFO ] [LOCAL ] Saved forecast: ECL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ECL.txt [2025-12-02T20:30:39.770766] [INFO ] [sig ] [986/3544] Completed ECL in 0.3s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:39.770820] [INFO ] [sig ] [987/3544] Forecasting ECPG... [2025-12-02T20:30:39.770856] [INFO ] [sig ] Generating forecast for: ECPG [2025-12-02T20:30:39.770896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'. [2025-12-02T20:30:39.783077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECPG'. [2025-12-02T20:30:39.783468] [INFO ] [FORECASTER] Starting predict_future for ECPG [2025-12-02T20:30:39.784367] [DEBUG] [LOCAL ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt [2025-12-02T20:30:39.784417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:39.784448] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:39.784473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:39.784526] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:39.843388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:39.844325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:39.844410] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:39.844443] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:39.971679] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:39.971865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:39.971931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:39.971972] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:39.977040] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=25.47%) [2025-12-02T20:30:39.977482] [INFO ] [FORECASTER] Completed predict_future for ECPG [2025-12-02T20:30:39.977695] [INFO ] [sig ] ECPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:40.203308] [INFO ] [LOCAL ] Saved forecast: ECPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ECPG.txt [2025-12-02T20:30:40.203522] [INFO ] [sig ] [987/3544] Completed ECPG in 0.4s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:40.203605] [INFO ] [sig ] [988/3544] Forecasting ECX... [2025-12-02T20:30:40.203657] [INFO ] [sig ] Generating forecast for: ECX [2025-12-02T20:30:40.203710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'. [2025-12-02T20:30:40.220099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECX'. [2025-12-02T20:30:40.220549] [INFO ] [FORECASTER] Starting predict_future for ECX [2025-12-02T20:30:40.221440] [DEBUG] [LOCAL ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt [2025-12-02T20:30:40.221505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:40.221539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:40.221566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:40.221645] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:40.283684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:40.284627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:40.284730] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:40.284762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:40.412756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:40.412920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:40.412962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:40.412989] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:40.416623] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=16.58%) [2025-12-02T20:30:40.416982] [INFO ] [FORECASTER] Completed predict_future for ECX [2025-12-02T20:30:40.417133] [INFO ] [sig ] ECX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:40.565808] [INFO ] [LOCAL ] Saved forecast: ECX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ECX.txt [2025-12-02T20:30:40.565978] [INFO ] [sig ] [988/3544] Completed ECX in 0.4s | 2.99 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:40.566016] [INFO ] [sig ] [989/3544] Forecasting ED... [2025-12-02T20:30:40.566046] [INFO ] [sig ] Generating forecast for: ED [2025-12-02T20:30:40.566075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-12-02T20:30:40.578958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ED'. [2025-12-02T20:30:40.579375] [INFO ] [FORECASTER] Starting predict_future for ED [2025-12-02T20:30:40.580277] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-12-02T20:30:40.580329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:40.580361] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:40.580389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:40.580446] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:40.646886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:40.647954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:40.648079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:40.648120] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:40.786646] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:40.786808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:40.786850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:40.786880] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:40.790436] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=85.36%) [2025-12-02T20:30:40.790781] [INFO ] [FORECASTER] Completed predict_future for ED [2025-12-02T20:30:40.790920] [INFO ] [sig ] ED: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:40.943528] [INFO ] [LOCAL ] Saved forecast: ED 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ED.txt [2025-12-02T20:30:40.943748] [INFO ] [sig ] [989/3544] Completed ED in 0.4s | 2.98 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:40.943793] [INFO ] [sig ] [990/3544] Forecasting EDAP... [2025-12-02T20:30:40.943824] [INFO ] [sig ] Generating forecast for: EDAP [2025-12-02T20:30:40.943859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'. [2025-12-02T20:30:40.956417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDAP'. [2025-12-02T20:30:40.956852] [INFO ] [FORECASTER] Starting predict_future for EDAP [2025-12-02T20:30:40.957712] [DEBUG] [LOCAL ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt [2025-12-02T20:30:40.957763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:40.957795] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:40.957820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:40.957910] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:41.020447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:41.021404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:41.021492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:41.021524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:41.150630] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:41.150801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:41.150849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:41.150884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:41.155458] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=23.75%) [2025-12-02T20:30:41.155951] [INFO ] [FORECASTER] Completed predict_future for EDAP [2025-12-02T20:30:41.156142] [INFO ] [sig ] EDAP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:41.319830] [INFO ] [LOCAL ] Saved forecast: EDAP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EDAP.txt [2025-12-02T20:30:41.319991] [INFO ] [sig ] [990/3544] Completed EDAP in 0.4s | 2.98 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:41.320029] [INFO ] [sig ] [991/3544] Forecasting EDBL... [2025-12-02T20:30:41.320058] [INFO ] [sig ] Generating forecast for: EDBL [2025-12-02T20:30:41.320087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'. [2025-12-02T20:30:41.333266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDBL'. [2025-12-02T20:30:41.333781] [INFO ] [FORECASTER] Starting predict_future for EDBL [2025-12-02T20:30:41.334765] [DEBUG] [LOCAL ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt [2025-12-02T20:30:41.334818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:41.334851] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:41.334875] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:41.334932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:41.394895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:41.395891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:41.395981] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:41.396013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:41.516819] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:41.516999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:41.517041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:41.517069] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:41.520533] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: UP (p=58.28%) [2025-12-02T20:30:41.520819] [INFO ] [FORECASTER] Completed predict_future for EDBL [2025-12-02T20:30:41.520946] [INFO ] [sig ] EDBL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:41.659204] [INFO ] [LOCAL ] Saved forecast: EDBL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EDBL.txt [2025-12-02T20:30:41.659337] [INFO ] [sig ] [991/3544] Completed EDBL in 0.3s | 2.98 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:41.659382] [INFO ] [sig ] [992/3544] Forecasting EDD... [2025-12-02T20:30:41.659411] [INFO ] [sig ] Generating forecast for: EDD [2025-12-02T20:30:41.659440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-12-02T20:30:41.673729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDD'. [2025-12-02T20:30:41.674265] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-12-02T20:30:41.675197] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-12-02T20:30:41.675247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:41.675279] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:41.675304] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:41.675361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:41.735019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:41.736157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:41.736254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:41.736290] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:41.862242] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:41.862481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:41.862532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:41.862560] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:41.866380] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=7.87%) [2025-12-02T20:30:41.866715] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-12-02T20:30:41.866959] [INFO ] [sig ] EDD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:42.016041] [INFO ] [LOCAL ] Saved forecast: EDD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EDD.txt [2025-12-02T20:30:42.016249] [INFO ] [sig ] [992/3544] Completed EDD in 0.4s | 2.98 sym/s | Total: 5.5m | ETA: 14.3m [2025-12-02T20:30:42.016349] [INFO ] [sig ] [993/3544] Forecasting EDF... [2025-12-02T20:30:42.016387] [INFO ] [sig ] Generating forecast for: EDF [2025-12-02T20:30:42.016427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-12-02T20:30:42.029803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDF'. [2025-12-02T20:30:42.030321] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-12-02T20:30:42.031365] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-12-02T20:30:42.031418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:42.031452] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:42.031486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:42.031547] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:42.091902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:42.093081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:42.093184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:42.093219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:42.225625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:42.225860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:42.225908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:42.225939] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:42.230058] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-12-02T20:30:42.230430] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-12-02T20:30:42.230674] [INFO ] [sig ] EDF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:42.375672] [INFO ] [LOCAL ] Saved forecast: EDF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EDF.txt [2025-12-02T20:30:42.375867] [INFO ] [sig ] [993/3544] Completed EDF in 0.4s | 2.98 sym/s | Total: 5.5m | ETA: 14.2m [2025-12-02T20:30:42.375908] [INFO ] [sig ] [994/3544] Forecasting EDN... [2025-12-02T20:30:42.375938] [INFO ] [sig ] Generating forecast for: EDN [2025-12-02T20:30:42.376164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-12-02T20:30:42.390903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDN'. [2025-12-02T20:30:42.391274] [INFO ] [FORECASTER] Starting predict_future for EDN [2025-12-02T20:30:42.392097] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-12-02T20:30:42.392146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:42.392176] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:42.392200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:42.392255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:42.446520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:42.447159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:42.447236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:42.447267] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:42.566517] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:42.566693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:42.566734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:42.566760] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:42.570088] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=70.72%) [2025-12-02T20:30:42.570347] [INFO ] [FORECASTER] Completed predict_future for EDN [2025-12-02T20:30:42.570466] [INFO ] [sig ] EDN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:42.706816] [INFO ] [LOCAL ] Saved forecast: EDN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EDN.txt [2025-12-02T20:30:42.706960] [INFO ] [sig ] [994/3544] Completed EDN in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:42.706997] [INFO ] [sig ] [995/3544] Forecasting EE... [2025-12-02T20:30:42.707023] [INFO ] [sig ] Generating forecast for: EE [2025-12-02T20:30:42.707052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'. [2025-12-02T20:30:42.720780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EE'. [2025-12-02T20:30:42.721384] [INFO ] [FORECASTER] Starting predict_future for EE [2025-12-02T20:30:42.722389] [DEBUG] [LOCAL ] No optimal features file found for EE: ./output/feature-sets/EE.txt [2025-12-02T20:30:42.722440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:42.722472] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:42.722497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:42.722553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:42.780422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:42.781592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:42.781692] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:42.781724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:42.904738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:42.904998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:42.905051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:42.905107] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:42.909371] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=52.40%) [2025-12-02T20:30:42.909702] [INFO ] [FORECASTER] Completed predict_future for EE [2025-12-02T20:30:42.909846] [INFO ] [sig ] EE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:43.055044] [INFO ] [LOCAL ] Saved forecast: EE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EE.txt [2025-12-02T20:30:43.055262] [INFO ] [sig ] [995/3544] Completed EE in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:43.055306] [INFO ] [sig ] [996/3544] Forecasting EEMA... [2025-12-02T20:30:43.055336] [INFO ] [sig ] Generating forecast for: EEMA [2025-12-02T20:30:43.055370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'. [2025-12-02T20:30:43.068854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEMA'. [2025-12-02T20:30:43.069341] [INFO ] [FORECASTER] Starting predict_future for EEMA [2025-12-02T20:30:43.070278] [DEBUG] [LOCAL ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt [2025-12-02T20:30:43.070328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:43.070360] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:43.070385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:43.070478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:43.127208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:43.128367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:43.128466] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:43.128497] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:43.246209] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:43.246440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:43.246489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:43.246517] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:43.250427] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=18.22%) [2025-12-02T20:30:43.250745] [INFO ] [FORECASTER] Completed predict_future for EEMA [2025-12-02T20:30:43.250879] [INFO ] [sig ] EEMA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:43.406894] [INFO ] [LOCAL ] Saved forecast: EEMA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EEMA.txt [2025-12-02T20:30:43.407094] [INFO ] [sig ] [996/3544] Completed EEMA in 0.4s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:43.407138] [INFO ] [sig ] [997/3544] Forecasting EEX... [2025-12-02T20:30:43.407167] [INFO ] [sig ] Generating forecast for: EEX [2025-12-02T20:30:43.407199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-12-02T20:30:43.420082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEX'. [2025-12-02T20:30:43.420540] [INFO ] [FORECASTER] Starting predict_future for EEX [2025-12-02T20:30:43.421445] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-12-02T20:30:43.421495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:43.421526] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:43.421552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:43.421627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:43.478475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:43.479564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:43.479698] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:43.479730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:43.598431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:43.598706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:43.598754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:43.598783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:43.602788] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=25.08%) [2025-12-02T20:30:43.603153] [INFO ] [FORECASTER] Completed predict_future for EEX [2025-12-02T20:30:43.603310] [INFO ] [sig ] EEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:43.745168] [INFO ] [LOCAL ] Saved forecast: EEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EEX.txt [2025-12-02T20:30:43.745315] [INFO ] [sig ] [997/3544] Completed EEX in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:43.745353] [INFO ] [sig ] [998/3544] Forecasting EFC... [2025-12-02T20:30:43.745381] [INFO ] [sig ] Generating forecast for: EFC [2025-12-02T20:30:43.745409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-12-02T20:30:43.757761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFC'. [2025-12-02T20:30:43.758184] [INFO ] [FORECASTER] Starting predict_future for EFC [2025-12-02T20:30:43.759032] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-12-02T20:30:43.759081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:43.759112] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:43.759136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:43.759192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:43.815483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:43.816390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:43.816477] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:43.816509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:43.931779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:43.931929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:43.931969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:43.931997] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:43.935259] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=19.10%) [2025-12-02T20:30:43.935517] [INFO ] [FORECASTER] Completed predict_future for EFC [2025-12-02T20:30:43.935654] [INFO ] [sig ] EFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:44.071027] [INFO ] [LOCAL ] Saved forecast: EFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EFC.txt [2025-12-02T20:30:44.071128] [INFO ] [sig ] [998/3544] Completed EFC in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:44.071163] [INFO ] [sig ] [999/3544] Forecasting EFSC... [2025-12-02T20:30:44.071189] [INFO ] [sig ] Generating forecast for: EFSC [2025-12-02T20:30:44.071218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'. [2025-12-02T20:30:44.082657] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFSC'. [2025-12-02T20:30:44.082931] [INFO ] [FORECASTER] Starting predict_future for EFSC [2025-12-02T20:30:44.083696] [DEBUG] [LOCAL ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt [2025-12-02T20:30:44.083744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:44.083774] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:44.083809] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:44.083864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:44.138809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:44.139368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:44.139442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:44.139472] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:44.261042] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:44.261154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:44.261191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:44.261219] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:44.264358] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=39.75%) [2025-12-02T20:30:44.264660] [INFO ] [FORECASTER] Completed predict_future for EFSC [2025-12-02T20:30:44.264776] [INFO ] [sig ] EFSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:44.401365] [INFO ] [LOCAL ] Saved forecast: EFSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EFSC.txt [2025-12-02T20:30:44.401466] [INFO ] [sig ] [999/3544] Completed EFSC in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:44.401502] [INFO ] [sig ] [1000/3544] Forecasting EFX... [2025-12-02T20:30:44.401530] [INFO ] [sig ] Generating forecast for: EFX [2025-12-02T20:30:44.401558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-12-02T20:30:44.414622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFX'. [2025-12-02T20:30:44.414884] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-12-02T20:30:44.415643] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-12-02T20:30:44.415690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:44.415719] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:44.415745] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:44.415799] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:44.470900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:44.471453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:44.471526] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:44.471556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:44.588414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:44.588512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:44.588548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:44.588591] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:44.591641] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=55.65%) [2025-12-02T20:30:44.591917] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-12-02T20:30:44.592042] [INFO ] [sig ] EFX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:44.727458] [INFO ] [LOCAL ] Saved forecast: EFX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EFX.txt [2025-12-02T20:30:44.727560] [INFO ] [sig ] [1000/3544] Completed EFX in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:44.727614] [INFO ] [sig ] [1001/3544] Forecasting EG... [2025-12-02T20:30:44.727642] [INFO ] [sig ] Generating forecast for: EG [2025-12-02T20:30:44.727671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-12-02T20:30:44.740163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EG'. [2025-12-02T20:30:44.740548] [INFO ] [FORECASTER] Starting predict_future for EG [2025-12-02T20:30:44.741384] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-12-02T20:30:44.741433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:44.741464] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:44.741488] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:44.741542] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:44.796846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:44.797716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:44.797798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:44.797828] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:44.916756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:44.916914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:44.916954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:44.916981] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:44.920337] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=36.19%) [2025-12-02T20:30:44.920627] [INFO ] [FORECASTER] Completed predict_future for EG [2025-12-02T20:30:44.920755] [INFO ] [sig ] EG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:45.058559] [INFO ] [LOCAL ] Saved forecast: EG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EG.txt [2025-12-02T20:30:45.058725] [INFO ] [sig ] [1001/3544] Completed EG in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:45.058763] [INFO ] [sig ] [1002/3544] Forecasting EGAN... [2025-12-02T20:30:45.058791] [INFO ] [sig ] Generating forecast for: EGAN [2025-12-02T20:30:45.058824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'. [2025-12-02T20:30:45.069774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGAN'. [2025-12-02T20:30:45.070080] [INFO ] [FORECASTER] Starting predict_future for EGAN [2025-12-02T20:30:45.070856] [DEBUG] [LOCAL ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt [2025-12-02T20:30:45.070904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:45.070933] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:45.070958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:45.071012] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:45.128023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:45.128904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:45.128991] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:45.129024] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:45.247755] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:45.247928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:45.247971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:45.248002] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:45.251383] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=91.95%) [2025-12-02T20:30:45.251670] [INFO ] [FORECASTER] Completed predict_future for EGAN [2025-12-02T20:30:45.251788] [INFO ] [sig ] EGAN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:45.393620] [INFO ] [LOCAL ] Saved forecast: EGAN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EGAN.txt [2025-12-02T20:30:45.393776] [INFO ] [sig ] [1002/3544] Completed EGAN in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:45.393814] [INFO ] [sig ] [1003/3544] Forecasting EGBN... [2025-12-02T20:30:45.393843] [INFO ] [sig ] Generating forecast for: EGBN [2025-12-02T20:30:45.393880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'. [2025-12-02T20:30:45.405457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGBN'. [2025-12-02T20:30:45.405795] [INFO ] [FORECASTER] Starting predict_future for EGBN [2025-12-02T20:30:45.406603] [DEBUG] [LOCAL ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt [2025-12-02T20:30:45.406652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:45.406683] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:45.406709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:45.406764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:45.463797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:45.464681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:45.464767] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:45.464801] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:45.583395] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:45.583545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:45.583603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:45.583632] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:45.586850] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-12-02T20:30:45.587108] [INFO ] [FORECASTER] Completed predict_future for EGBN [2025-12-02T20:30:45.587226] [INFO ] [sig ] EGBN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:45.745344] [INFO ] [LOCAL ] Saved forecast: EGBN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EGBN.txt [2025-12-02T20:30:45.745497] [INFO ] [sig ] [1003/3544] Completed EGBN in 0.4s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:45.745534] [INFO ] [sig ] [1004/3544] Forecasting EGP... [2025-12-02T20:30:45.745563] [INFO ] [sig ] Generating forecast for: EGP [2025-12-02T20:30:45.745613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-12-02T20:30:45.757511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGP'. [2025-12-02T20:30:45.757947] [INFO ] [FORECASTER] Starting predict_future for EGP [2025-12-02T20:30:45.758744] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-12-02T20:30:45.758793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:45.758824] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:45.758852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:45.758920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:45.814847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:45.815689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:45.815768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:45.815800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:45.934258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:45.934406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:45.934446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:45.934473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:45.937883] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=88.37%) [2025-12-02T20:30:45.938145] [INFO ] [FORECASTER] Completed predict_future for EGP [2025-12-02T20:30:45.938265] [INFO ] [sig ] EGP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:46.073192] [INFO ] [LOCAL ] Saved forecast: EGP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EGP.txt [2025-12-02T20:30:46.073322] [INFO ] [sig ] [1004/3544] Completed EGP in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:46.073360] [INFO ] [sig ] [1005/3544] Forecasting EGY... [2025-12-02T20:30:46.073387] [INFO ] [sig ] Generating forecast for: EGY [2025-12-02T20:30:46.073416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-12-02T20:30:46.084442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGY'. [2025-12-02T20:30:46.084730] [INFO ] [FORECASTER] Starting predict_future for EGY [2025-12-02T20:30:46.085547] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-12-02T20:30:46.085617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:46.085649] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:46.085676] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:46.085732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:46.142372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:46.143036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:46.143114] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:46.143147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:46.259314] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:46.259456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:46.259498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:46.259526] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:46.262830] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-12-02T20:30:46.263096] [INFO ] [FORECASTER] Completed predict_future for EGY [2025-12-02T20:30:46.263217] [INFO ] [sig ] EGY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:46.399684] [INFO ] [LOCAL ] Saved forecast: EGY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EGY.txt [2025-12-02T20:30:46.399811] [INFO ] [sig ] [1005/3544] Completed EGY in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:46.399848] [INFO ] [sig ] [1006/3544] Forecasting EH... [2025-12-02T20:30:46.399875] [INFO ] [sig ] Generating forecast for: EH [2025-12-02T20:30:46.399903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'. [2025-12-02T20:30:46.411289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EH'. [2025-12-02T20:30:46.411569] [INFO ] [FORECASTER] Starting predict_future for EH [2025-12-02T20:30:46.412349] [DEBUG] [LOCAL ] No optimal features file found for EH: ./output/feature-sets/EH.txt [2025-12-02T20:30:46.412397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:46.412427] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:46.412452] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:46.412506] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:46.469230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:46.470005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:46.470082] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:46.470113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:46.587189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:46.587339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:46.587378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:46.587405] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:46.590708] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=87.03%) [2025-12-02T20:30:46.590969] [INFO ] [FORECASTER] Completed predict_future for EH [2025-12-02T20:30:46.591086] [INFO ] [sig ] EH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:46.726155] [INFO ] [LOCAL ] Saved forecast: EH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EH.txt [2025-12-02T20:30:46.726286] [INFO ] [sig ] [1006/3544] Completed EH in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:46.726322] [INFO ] [sig ] [1007/3544] Forecasting EHAB... [2025-12-02T20:30:46.726350] [INFO ] [sig ] Generating forecast for: EHAB [2025-12-02T20:30:46.726379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-12-02T20:30:46.737894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHAB'. [2025-12-02T20:30:46.738219] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-12-02T20:30:46.739002] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-12-02T20:30:46.739051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:46.739081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:46.739105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:46.739164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:46.793440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:46.794224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:46.794303] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:46.794333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:46.916587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:46.916741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:46.916782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:46.916809] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:46.920186] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=29.65%) [2025-12-02T20:30:46.920482] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-12-02T20:30:46.920632] [INFO ] [sig ] EHAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:47.056749] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EHAB.txt [2025-12-02T20:30:47.056903] [INFO ] [sig ] [1007/3544] Completed EHAB in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:47.056941] [INFO ] [sig ] [1008/3544] Forecasting EHC... [2025-12-02T20:30:47.056968] [INFO ] [sig ] Generating forecast for: EHC [2025-12-02T20:30:47.056997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-12-02T20:30:47.068204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHC'. [2025-12-02T20:30:47.068491] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-12-02T20:30:47.069259] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-12-02T20:30:47.069308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:47.069338] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:47.069363] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:47.069416] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:47.124624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:47.125432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:47.125517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:47.125547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:47.243484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:47.243665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:47.243707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:47.243734] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:47.247000] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=3.18%) [2025-12-02T20:30:47.247254] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-12-02T20:30:47.247372] [INFO ] [sig ] EHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:47.386941] [INFO ] [LOCAL ] Saved forecast: EHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EHC.txt [2025-12-02T20:30:47.387095] [INFO ] [sig ] [1008/3544] Completed EHC in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:47.387131] [INFO ] [sig ] [1009/3544] Forecasting EHI... [2025-12-02T20:30:47.387161] [INFO ] [sig ] Generating forecast for: EHI [2025-12-02T20:30:47.387189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-12-02T20:30:47.398771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHI'. [2025-12-02T20:30:47.399130] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-12-02T20:30:47.399933] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-12-02T20:30:47.399993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:47.400030] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:47.400058] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:47.400113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:47.454843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:47.455470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:47.455547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:47.455596] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:47.576167] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:47.576291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:47.576332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:47.576359] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:47.579661] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=92.68%) [2025-12-02T20:30:47.579936] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-12-02T20:30:47.580074] [INFO ] [sig ] EHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:47.717108] [INFO ] [LOCAL ] Saved forecast: EHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EHI.txt [2025-12-02T20:30:47.717235] [INFO ] [sig ] [1009/3544] Completed EHI in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:47.717299] [INFO ] [sig ] [1010/3544] Forecasting EHTH... [2025-12-02T20:30:47.717328] [INFO ] [sig ] Generating forecast for: EHTH [2025-12-02T20:30:47.717357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'. [2025-12-02T20:30:47.728138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHTH'. [2025-12-02T20:30:47.728462] [INFO ] [FORECASTER] Starting predict_future for EHTH [2025-12-02T20:30:47.729285] [DEBUG] [LOCAL ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt [2025-12-02T20:30:47.729334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:47.729365] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:47.729391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:47.729445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:47.784695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:47.785350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:47.785428] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:47.785460] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:47.905302] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:47.905449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:47.905487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:47.905514] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:47.908814] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=31.87%) [2025-12-02T20:30:47.909076] [INFO ] [FORECASTER] Completed predict_future for EHTH [2025-12-02T20:30:47.909193] [INFO ] [sig ] EHTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:48.044800] [INFO ] [LOCAL ] Saved forecast: EHTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EHTH.txt [2025-12-02T20:30:48.044929] [INFO ] [sig ] [1010/3544] Completed EHTH in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.2m [2025-12-02T20:30:48.044965] [INFO ] [sig ] [1011/3544] Forecasting EIC... [2025-12-02T20:30:48.044993] [INFO ] [sig ] Generating forecast for: EIC [2025-12-02T20:30:48.045020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-12-02T20:30:48.056284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIC'. [2025-12-02T20:30:48.056596] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-12-02T20:30:48.057347] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-12-02T20:30:48.057395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:48.057424] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:48.057449] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:48.057503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:48.115498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:48.116218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:48.116294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:48.116324] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:48.229001] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:48.229157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:48.229194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:48.229221] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:48.232478] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=38.36%) [2025-12-02T20:30:48.232753] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-12-02T20:30:48.232875] [INFO ] [sig ] EIC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:48.370272] [INFO ] [LOCAL ] Saved forecast: EIC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EIC.txt [2025-12-02T20:30:48.370402] [INFO ] [sig ] [1011/3544] Completed EIC in 0.3s | 2.98 sym/s | Total: 5.6m | ETA: 14.1m [2025-12-02T20:30:48.370439] [INFO ] [sig ] [1012/3544] Forecasting EIG... [2025-12-02T20:30:48.370467] [INFO ] [sig ] Generating forecast for: EIG [2025-12-02T20:30:48.370497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-12-02T20:30:48.385459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIG'. [2025-12-02T20:30:48.385942] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-12-02T20:30:48.387001] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-12-02T20:30:48.387063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:48.387120] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:48.387158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:48.387239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:48.448399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:48.449299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:48.449384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:48.449416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:48.568922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:48.569092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:48.569133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:48.569160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:48.572524] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=57.90%) [2025-12-02T20:30:48.572841] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-12-02T20:30:48.572977] [INFO ] [sig ] EIG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:48.717962] [INFO ] [LOCAL ] Saved forecast: EIG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EIG.txt [2025-12-02T20:30:48.718133] [INFO ] [sig ] [1012/3544] Completed EIG in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:48.718176] [INFO ] [sig ] [1013/3544] Forecasting EIX... [2025-12-02T20:30:48.718204] [INFO ] [sig ] Generating forecast for: EIX [2025-12-02T20:30:48.718236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-12-02T20:30:48.730362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIX'. [2025-12-02T20:30:48.730770] [INFO ] [FORECASTER] Starting predict_future for EIX [2025-12-02T20:30:48.731567] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-12-02T20:30:48.731637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:48.731669] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:48.731726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:48.731784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:48.788837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:48.789727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:48.789812] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:48.789844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:48.909614] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:48.909768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:48.909809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:48.909837] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:48.913497] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=96.23%) [2025-12-02T20:30:48.913809] [INFO ] [FORECASTER] Completed predict_future for EIX [2025-12-02T20:30:48.913939] [INFO ] [sig ] EIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:49.054801] [INFO ] [LOCAL ] Saved forecast: EIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EIX.txt [2025-12-02T20:30:49.054950] [INFO ] [sig ] [1013/3544] Completed EIX in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:49.054988] [INFO ] [sig ] [1014/3544] Forecasting EKSO... [2025-12-02T20:30:49.055017] [INFO ] [sig ] Generating forecast for: EKSO [2025-12-02T20:30:49.055045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'. [2025-12-02T20:30:49.066644] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EKSO'. [2025-12-02T20:30:49.066973] [INFO ] [FORECASTER] Starting predict_future for EKSO [2025-12-02T20:30:49.067755] [DEBUG] [LOCAL ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt [2025-12-02T20:30:49.067805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:49.067835] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:49.067861] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:49.067946] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:49.124634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:49.125329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:49.125409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:49.125441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:49.241583] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:49.241728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:49.241765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:49.241793] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:49.245024] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: UP (p=94.39%) [2025-12-02T20:30:49.245281] [INFO ] [FORECASTER] Completed predict_future for EKSO [2025-12-02T20:30:49.245406] [INFO ] [sig ] EKSO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:49.387062] [INFO ] [LOCAL ] Saved forecast: EKSO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EKSO.txt [2025-12-02T20:30:49.387196] [INFO ] [sig ] [1014/3544] Completed EKSO in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:49.387233] [INFO ] [sig ] [1015/3544] Forecasting EL... [2025-12-02T20:30:49.387261] [INFO ] [sig ] Generating forecast for: EL [2025-12-02T20:30:49.387290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-12-02T20:30:49.399253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EL'. [2025-12-02T20:30:49.399676] [INFO ] [FORECASTER] Starting predict_future for EL [2025-12-02T20:30:49.400481] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-12-02T20:30:49.400531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:49.400562] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:49.400607] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:49.400667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:49.457825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:49.458692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:49.458775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:49.458806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:49.591341] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:49.591492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:49.591534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:49.591561] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:49.594974] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=19.29%) [2025-12-02T20:30:49.595235] [INFO ] [FORECASTER] Completed predict_future for EL [2025-12-02T20:30:49.595356] [INFO ] [sig ] EL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:49.742182] [INFO ] [LOCAL ] Saved forecast: EL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EL.txt [2025-12-02T20:30:49.742321] [INFO ] [sig ] [1015/3544] Completed EL in 0.4s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:49.742371] [INFO ] [sig ] [1016/3544] Forecasting ELAB... [2025-12-02T20:30:49.742401] [INFO ] [sig ] Generating forecast for: ELAB [2025-12-02T20:30:49.742429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'. [2025-12-02T20:30:49.754525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAB'. [2025-12-02T20:30:49.754987] [INFO ] [FORECASTER] Starting predict_future for ELAB [2025-12-02T20:30:49.755923] [DEBUG] [LOCAL ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt [2025-12-02T20:30:49.755986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:49.756021] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:49.756047] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:49.756102] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:49.812381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:49.813265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:49.813349] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:49.813381] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:49.935606] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:49.935764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:49.935804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:49.935830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:49.939183] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-12-02T20:30:49.939496] [INFO ] [FORECASTER] Completed predict_future for ELAB [2025-12-02T20:30:49.939638] [INFO ] [sig ] ELAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:50.081684] [INFO ] [LOCAL ] Saved forecast: ELAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ELAB.txt [2025-12-02T20:30:50.081841] [INFO ] [sig ] [1016/3544] Completed ELAB in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:50.081880] [INFO ] [sig ] [1017/3544] Forecasting ELAN... [2025-12-02T20:30:50.081907] [INFO ] [sig ] Generating forecast for: ELAN [2025-12-02T20:30:50.081937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-12-02T20:30:50.094028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAN'. [2025-12-02T20:30:50.094417] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-12-02T20:30:50.095221] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-12-02T20:30:50.095269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:50.095298] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:50.095323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:50.095376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:50.151570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:50.152452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:50.152536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:50.152569] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:50.274502] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:50.274668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:50.274710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:50.274738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:50.277955] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=26.68%) [2025-12-02T20:30:50.278219] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-12-02T20:30:50.278357] [INFO ] [sig ] ELAN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:50.421118] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ELAN.txt [2025-12-02T20:30:50.421243] [INFO ] [sig ] [1017/3544] Completed ELAN in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:50.421279] [INFO ] [sig ] [1018/3544] Forecasting ELC... [2025-12-02T20:30:50.421307] [INFO ] [sig ] Generating forecast for: ELC [2025-12-02T20:30:50.421335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-12-02T20:30:50.432838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELC'. [2025-12-02T20:30:50.433143] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-12-02T20:30:50.433918] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-12-02T20:30:50.433966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:50.433996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:50.434021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:50.434075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:50.491042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:50.491663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:50.491735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:50.491766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:50.603191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:50.603338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:50.603376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:50.603403] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:50.606683] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=99.32%) [2025-12-02T20:30:50.606937] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-12-02T20:30:50.607056] [INFO ] [sig ] ELC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:50.751148] [INFO ] [LOCAL ] Saved forecast: ELC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ELC.txt [2025-12-02T20:30:50.751270] [INFO ] [sig ] [1018/3544] Completed ELC in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:50.751306] [INFO ] [sig ] [1019/3544] Forecasting ELDN... [2025-12-02T20:30:50.751334] [INFO ] [sig ] Generating forecast for: ELDN [2025-12-02T20:30:50.751362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'. [2025-12-02T20:30:50.762855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELDN'. [2025-12-02T20:30:50.763145] [INFO ] [FORECASTER] Starting predict_future for ELDN [2025-12-02T20:30:50.763917] [DEBUG] [LOCAL ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt [2025-12-02T20:30:50.763966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:50.763996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:50.764024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:50.764080] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:50.820800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:50.821413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:50.821488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:50.821520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:50.935996] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:50.936156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:50.936196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:50.936240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:50.939557] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=42.93%) [2025-12-02T20:30:50.939834] [INFO ] [FORECASTER] Completed predict_future for ELDN [2025-12-02T20:30:50.939956] [INFO ] [sig ] ELDN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:51.079120] [INFO ] [LOCAL ] Saved forecast: ELDN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ELDN.txt [2025-12-02T20:30:51.079245] [INFO ] [sig ] [1019/3544] Completed ELDN in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:51.079283] [INFO ] [sig ] [1020/3544] Forecasting ELF... [2025-12-02T20:30:51.079312] [INFO ] [sig ] Generating forecast for: ELF [2025-12-02T20:30:51.079342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-12-02T20:30:51.091068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELF'. [2025-12-02T20:30:51.091373] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-12-02T20:30:51.092145] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-12-02T20:30:51.092193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:51.092223] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:51.092249] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:51.092304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:51.147832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:51.148555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:51.148668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:51.148729] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:51.269244] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:51.269398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:51.269439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:51.269465] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:51.272768] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=87.65%) [2025-12-02T20:30:51.273059] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-12-02T20:30:51.273189] [INFO ] [sig ] ELF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:51.418389] [INFO ] [LOCAL ] Saved forecast: ELF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ELF.txt [2025-12-02T20:30:51.418512] [INFO ] [sig ] [1020/3544] Completed ELF in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:51.418547] [INFO ] [sig ] [1021/3544] Forecasting ELME... [2025-12-02T20:30:51.418592] [INFO ] [sig ] Generating forecast for: ELME [2025-12-02T20:30:51.418624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-12-02T20:30:51.430151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELME'. [2025-12-02T20:30:51.430413] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-12-02T20:30:51.431184] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-12-02T20:30:51.431232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:51.431262] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:51.431287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:51.431340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:51.492757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:51.493493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:51.493606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:51.493642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:51.610504] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:51.610674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:51.610714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:51.610743] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:51.614115] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=64.72%) [2025-12-02T20:30:51.614552] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-12-02T20:30:51.614687] [INFO ] [sig ] ELME: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:51.760948] [INFO ] [LOCAL ] Saved forecast: ELME 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ELME.txt [2025-12-02T20:30:51.761100] [INFO ] [sig ] [1021/3544] Completed ELME in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:51.761144] [INFO ] [sig ] [1022/3544] Forecasting ELP... [2025-12-02T20:30:51.761174] [INFO ] [sig ] Generating forecast for: ELP [2025-12-02T20:30:51.761202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-12-02T20:30:51.772364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELP'. [2025-12-02T20:30:51.772651] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-12-02T20:30:51.773390] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-12-02T20:30:51.773438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:51.773467] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:51.773492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:51.773546] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:51.829335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:51.830195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:51.830274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:51.830304] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:51.947272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:51.947417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:51.947455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:51.947482] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:51.950785] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=40.40%) [2025-12-02T20:30:51.951059] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-12-02T20:30:51.951191] [INFO ] [sig ] ELP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:52.089308] [INFO ] [LOCAL ] Saved forecast: ELP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ELP.txt [2025-12-02T20:30:52.089432] [INFO ] [sig ] [1022/3544] Completed ELP in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:52.089468] [INFO ] [sig ] [1023/3544] Forecasting ELS... [2025-12-02T20:30:52.089495] [INFO ] [sig ] Generating forecast for: ELS [2025-12-02T20:30:52.089526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-12-02T20:30:52.100464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELS'. [2025-12-02T20:30:52.100742] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-12-02T20:30:52.101482] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-12-02T20:30:52.101529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:52.101559] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:52.101620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:52.101681] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:52.158056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:52.158710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:52.158785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:52.158815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:52.271525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:52.271709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:52.271750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:52.271778] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:52.274997] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=98.37%) [2025-12-02T20:30:52.275250] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-12-02T20:30:52.275367] [INFO ] [sig ] ELS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:52.412783] [INFO ] [LOCAL ] Saved forecast: ELS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ELS.txt [2025-12-02T20:30:52.412932] [INFO ] [sig ] [1023/3544] Completed ELS in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:52.412968] [INFO ] [sig ] [1024/3544] Forecasting ELTX... [2025-12-02T20:30:52.412996] [INFO ] [sig ] Generating forecast for: ELTX [2025-12-02T20:30:52.413025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'. [2025-12-02T20:30:52.424928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELTX'. [2025-12-02T20:30:52.425367] [INFO ] [FORECASTER] Starting predict_future for ELTX [2025-12-02T20:30:52.426260] [DEBUG] [LOCAL ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt [2025-12-02T20:30:52.426314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:52.426344] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:52.426369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:52.426422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:52.482741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:52.483677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:52.483773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:52.483805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:52.601147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:52.601298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:52.601337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:52.601365] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:52.604671] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-12-02T20:30:52.604928] [INFO ] [FORECASTER] Completed predict_future for ELTX [2025-12-02T20:30:52.605044] [INFO ] [sig ] ELTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:52.741893] [INFO ] [LOCAL ] Saved forecast: ELTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ELTX.txt [2025-12-02T20:30:52.742037] [INFO ] [sig ] [1024/3544] Completed ELTX in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:52.742082] [INFO ] [sig ] [1025/3544] Forecasting ELVA... [2025-12-02T20:30:52.742116] [INFO ] [sig ] Generating forecast for: ELVA [2025-12-02T20:30:52.742151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'. [2025-12-02T20:30:52.754240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVA'. [2025-12-02T20:30:52.754651] [INFO ] [FORECASTER] Starting predict_future for ELVA [2025-12-02T20:30:52.755430] [DEBUG] [LOCAL ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt [2025-12-02T20:30:52.755480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:52.755511] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:52.755536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:52.755605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:52.812833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:52.813719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:52.813805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:52.813839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:52.927401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:52.927558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:52.927621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:52.927651] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:52.931102] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=92.08%) [2025-12-02T20:30:52.931399] [INFO ] [FORECASTER] Completed predict_future for ELVA [2025-12-02T20:30:52.931528] [INFO ] [sig ] ELVA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:53.076925] [INFO ] [LOCAL ] Saved forecast: ELVA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ELVA.txt [2025-12-02T20:30:53.077080] [INFO ] [sig ] [1025/3544] Completed ELVA in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:53.077116] [INFO ] [sig ] [1026/3544] Forecasting ELVN... [2025-12-02T20:30:53.077144] [INFO ] [sig ] Generating forecast for: ELVN [2025-12-02T20:30:53.077174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'. [2025-12-02T20:30:53.088353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVN'. [2025-12-02T20:30:53.088698] [INFO ] [FORECASTER] Starting predict_future for ELVN [2025-12-02T20:30:53.089479] [DEBUG] [LOCAL ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt [2025-12-02T20:30:53.089529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:53.089561] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:53.089613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:53.089671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:53.146725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:53.147550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:53.147651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:53.147685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:53.263955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:53.264108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:53.264148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:53.264174] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:53.267419] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=40.06%) [2025-12-02T20:30:53.267700] [INFO ] [FORECASTER] Completed predict_future for ELVN [2025-12-02T20:30:53.267821] [INFO ] [sig ] ELVN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:53.405484] [INFO ] [LOCAL ] Saved forecast: ELVN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ELVN.txt [2025-12-02T20:30:53.405627] [INFO ] [sig ] [1026/3544] Completed ELVN in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:53.405694] [INFO ] [sig ] [1027/3544] Forecasting ELWS... [2025-12-02T20:30:53.405723] [INFO ] [sig ] Generating forecast for: ELWS [2025-12-02T20:30:53.405758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'. [2025-12-02T20:30:53.416585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELWS'. [2025-12-02T20:30:53.416885] [INFO ] [FORECASTER] Starting predict_future for ELWS [2025-12-02T20:30:53.417722] [DEBUG] [LOCAL ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt [2025-12-02T20:30:53.417775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:53.417806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:53.417833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:53.417917] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:53.478177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:53.479258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:53.479356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:53.479397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:53.594192] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:53.594327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:53.594367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:53.594394] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:53.597654] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=96.81%) [2025-12-02T20:30:53.597937] [INFO ] [FORECASTER] Completed predict_future for ELWS [2025-12-02T20:30:53.598053] [INFO ] [sig ] ELWS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:53.741645] [INFO ] [LOCAL ] Saved forecast: ELWS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ELWS.txt [2025-12-02T20:30:53.741767] [INFO ] [sig ] [1027/3544] Completed ELWS in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:53.741803] [INFO ] [sig ] [1028/3544] Forecasting EM... [2025-12-02T20:30:53.741829] [INFO ] [sig ] Generating forecast for: EM [2025-12-02T20:30:53.741858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'. [2025-12-02T20:30:53.752700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EM'. [2025-12-02T20:30:53.752966] [INFO ] [FORECASTER] Starting predict_future for EM [2025-12-02T20:30:53.753728] [DEBUG] [LOCAL ] No optimal features file found for EM: ./output/feature-sets/EM.txt [2025-12-02T20:30:53.753775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:53.753805] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:53.753831] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:53.753885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:53.809333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:53.809965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:53.810040] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:53.810073] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:53.922567] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:53.922731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:53.922768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:53.922795] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:53.925982] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=91.59%) [2025-12-02T20:30:53.926243] [INFO ] [FORECASTER] Completed predict_future for EM [2025-12-02T20:30:53.926362] [INFO ] [sig ] EM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:54.068207] [INFO ] [LOCAL ] Saved forecast: EM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EM.txt [2025-12-02T20:30:54.068335] [INFO ] [sig ] [1028/3544] Completed EM in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.1m [2025-12-02T20:30:54.068373] [INFO ] [sig ] [1029/3544] Forecasting EMB... [2025-12-02T20:30:54.068401] [INFO ] [sig ] Generating forecast for: EMB [2025-12-02T20:30:54.068429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'. [2025-12-02T20:30:54.080550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMB'. [2025-12-02T20:30:54.080891] [INFO ] [FORECASTER] Starting predict_future for EMB [2025-12-02T20:30:54.081717] [DEBUG] [LOCAL ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt [2025-12-02T20:30:54.081765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:54.081795] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:54.081821] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:54.081875] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:54.144960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:54.145822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:54.145905] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:54.145936] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:54.269873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:54.270027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:54.270075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:54.270108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:54.273458] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=89.68%) [2025-12-02T20:30:54.273741] [INFO ] [FORECASTER] Completed predict_future for EMB [2025-12-02T20:30:54.273860] [INFO ] [sig ] EMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:54.411514] [INFO ] [LOCAL ] Saved forecast: EMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EMB.txt [2025-12-02T20:30:54.411685] [INFO ] [sig ] [1029/3544] Completed EMB in 0.3s | 2.98 sym/s | Total: 5.7m | ETA: 14.0m [2025-12-02T20:30:54.411728] [INFO ] [sig ] [1030/3544] Forecasting EMBC... [2025-12-02T20:30:54.411758] [INFO ] [sig ] Generating forecast for: EMBC [2025-12-02T20:30:54.411789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'. [2025-12-02T20:30:54.424141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMBC'. [2025-12-02T20:30:54.424544] [INFO ] [FORECASTER] Starting predict_future for EMBC [2025-12-02T20:30:54.425376] [DEBUG] [LOCAL ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt [2025-12-02T20:30:54.425426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:54.425459] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:54.425516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:54.425589] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:54.483445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:54.484308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:54.484391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:54.484424] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:54.607007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:54.607160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:54.607201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:54.607227] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:54.610485] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=64.36%) [2025-12-02T20:30:54.610765] [INFO ] [FORECASTER] Completed predict_future for EMBC [2025-12-02T20:30:54.610885] [INFO ] [sig ] EMBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:54.746228] [INFO ] [LOCAL ] Saved forecast: EMBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EMBC.txt [2025-12-02T20:30:54.746367] [INFO ] [sig ] [1030/3544] Completed EMBC in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:54.746405] [INFO ] [sig ] [1031/3544] Forecasting EMD... [2025-12-02T20:30:54.746432] [INFO ] [sig ] Generating forecast for: EMD [2025-12-02T20:30:54.746462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-12-02T20:30:54.758301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMD'. [2025-12-02T20:30:54.758635] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-12-02T20:30:54.759399] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-12-02T20:30:54.759447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:54.759476] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:54.759501] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:54.759555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:54.815146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:54.816008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:54.816087] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:54.816117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:54.938852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:54.939007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:54.939055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:54.939090] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:54.942638] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=75.98%) [2025-12-02T20:30:54.942928] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-12-02T20:30:54.943063] [INFO ] [sig ] EMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:55.091288] [INFO ] [LOCAL ] Saved forecast: EMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EMD.txt [2025-12-02T20:30:55.091438] [INFO ] [sig ] [1031/3544] Completed EMD in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:55.091479] [INFO ] [sig ] [1032/3544] Forecasting EMF... [2025-12-02T20:30:55.091507] [INFO ] [sig ] Generating forecast for: EMF [2025-12-02T20:30:55.091537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-12-02T20:30:55.103610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMF'. [2025-12-02T20:30:55.103944] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-12-02T20:30:55.104765] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-12-02T20:30:55.104813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:55.104842] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:55.104868] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:55.104922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:55.161147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:55.161858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:55.161939] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:55.161970] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:55.273536] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:55.273721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:55.273765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:55.273791] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:55.277049] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=57.21%) [2025-12-02T20:30:55.277339] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-12-02T20:30:55.277454] [INFO ] [sig ] EMF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:55.416095] [INFO ] [LOCAL ] Saved forecast: EMF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EMF.txt [2025-12-02T20:30:55.416244] [INFO ] [sig ] [1032/3544] Completed EMF in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:55.416280] [INFO ] [sig ] [1033/3544] Forecasting EML... [2025-12-02T20:30:55.416308] [INFO ] [sig ] Generating forecast for: EML [2025-12-02T20:30:55.416337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'. [2025-12-02T20:30:55.426911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EML'. [2025-12-02T20:30:55.427197] [INFO ] [FORECASTER] Starting predict_future for EML [2025-12-02T20:30:55.427987] [DEBUG] [LOCAL ] No optimal features file found for EML: ./output/feature-sets/EML.txt [2025-12-02T20:30:55.428035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:55.428064] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:55.428088] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:55.428141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:55.484079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:55.484875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:55.484952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:55.484984] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:55.588192] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:55.588343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:55.588383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:55.588411] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:55.591812] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=77.38%) [2025-12-02T20:30:55.592136] [INFO ] [FORECASTER] Completed predict_future for EML [2025-12-02T20:30:55.592263] [INFO ] [sig ] EML: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:55.729975] [INFO ] [LOCAL ] Saved forecast: EML 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EML.txt [2025-12-02T20:30:55.730147] [INFO ] [sig ] [1033/3544] Completed EML in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:55.730191] [INFO ] [sig ] [1034/3544] Forecasting EMN... [2025-12-02T20:30:55.730224] [INFO ] [sig ] Generating forecast for: EMN [2025-12-02T20:30:55.730256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-12-02T20:30:55.742168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMN'. [2025-12-02T20:30:55.742539] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-12-02T20:30:55.743348] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-12-02T20:30:55.743399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:55.743430] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:55.743455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:55.743510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:55.800796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:55.801453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:55.801532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:55.801564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:55.920161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:55.920320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:55.920360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:55.920387] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:55.923693] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=61.51%) [2025-12-02T20:30:55.923968] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-12-02T20:30:55.924092] [INFO ] [sig ] EMN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:56.065648] [INFO ] [LOCAL ] Saved forecast: EMN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EMN.txt [2025-12-02T20:30:56.065794] [INFO ] [sig ] [1034/3544] Completed EMN in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:56.065835] [INFO ] [sig ] [1035/3544] Forecasting EMO... [2025-12-02T20:30:56.065863] [INFO ] [sig ] Generating forecast for: EMO [2025-12-02T20:30:56.065892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-12-02T20:30:56.077108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMO'. [2025-12-02T20:30:56.077435] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-12-02T20:30:56.078745] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-12-02T20:30:56.078871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:56.078903] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:56.078929] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:56.078995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:56.133674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:56.134358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:56.134437] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:56.134467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:56.248341] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:56.248494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:56.248533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:56.248559] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:56.251796] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=56.06%) [2025-12-02T20:30:56.252061] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-12-02T20:30:56.252183] [INFO ] [sig ] EMO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:56.389290] [INFO ] [LOCAL ] Saved forecast: EMO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EMO.txt [2025-12-02T20:30:56.389412] [INFO ] [sig ] [1035/3544] Completed EMO in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:56.389451] [INFO ] [sig ] [1036/3544] Forecasting ENB... [2025-12-02T20:30:56.389478] [INFO ] [sig ] Generating forecast for: ENB [2025-12-02T20:30:56.389508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-12-02T20:30:56.400627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENB'. [2025-12-02T20:30:56.400896] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-12-02T20:30:56.401663] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-12-02T20:30:56.401711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:56.401750] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:56.401776] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:56.401830] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:56.457980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:56.458604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:56.458679] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:56.458708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:56.582482] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:56.582641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:56.582683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:56.582709] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:56.585927] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=93.03%) [2025-12-02T20:30:56.586184] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-12-02T20:30:56.586301] [INFO ] [sig ] ENB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:56.721110] [INFO ] [LOCAL ] Saved forecast: ENB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ENB.txt [2025-12-02T20:30:56.721225] [INFO ] [sig ] [1036/3544] Completed ENB in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:56.721261] [INFO ] [sig ] [1037/3544] Forecasting ENPH... [2025-12-02T20:30:56.721290] [INFO ] [sig ] Generating forecast for: ENPH [2025-12-02T20:30:56.721319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'. [2025-12-02T20:30:56.732394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENPH'. [2025-12-02T20:30:56.732711] [INFO ] [FORECASTER] Starting predict_future for ENPH [2025-12-02T20:30:56.733459] [DEBUG] [LOCAL ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt [2025-12-02T20:30:56.733507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:56.733537] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:56.733562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:56.733646] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:56.789116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:56.789818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:56.789893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:56.789927] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:56.908055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:56.908226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:56.908270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:56.908297] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:56.911763] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=99.34%) [2025-12-02T20:30:56.912065] [INFO ] [FORECASTER] Completed predict_future for ENPH [2025-12-02T20:30:56.912207] [INFO ] [sig ] ENPH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:57.054384] [INFO ] [LOCAL ] Saved forecast: ENPH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ENPH.txt [2025-12-02T20:30:57.054508] [INFO ] [sig ] [1037/3544] Completed ENPH in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:57.054544] [INFO ] [sig ] [1038/3544] Forecasting ENS... [2025-12-02T20:30:57.054589] [INFO ] [sig ] Generating forecast for: ENS [2025-12-02T20:30:57.054621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-12-02T20:30:57.065721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENS'. [2025-12-02T20:30:57.065997] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-12-02T20:30:57.066763] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-12-02T20:30:57.066811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:57.066842] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:57.066867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:57.066921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:57.121991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:57.122726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:57.122801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:57.122833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:57.236309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:57.236456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:57.236494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:57.236521] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:57.239820] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=97.56%) [2025-12-02T20:30:57.240084] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-12-02T20:30:57.240202] [INFO ] [sig ] ENS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:57.378842] [INFO ] [LOCAL ] Saved forecast: ENS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ENS.txt [2025-12-02T20:30:57.378968] [INFO ] [sig ] [1038/3544] Completed ENS in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:57.379004] [INFO ] [sig ] [1039/3544] Forecasting ENSC... [2025-12-02T20:30:57.379032] [INFO ] [sig ] Generating forecast for: ENSC [2025-12-02T20:30:57.379061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'. [2025-12-02T20:30:57.390059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENSC'. [2025-12-02T20:30:57.390353] [INFO ] [FORECASTER] Starting predict_future for ENSC [2025-12-02T20:30:57.391129] [DEBUG] [LOCAL ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt [2025-12-02T20:30:57.391178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:57.391209] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:57.391234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:57.391290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:57.447284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:57.448000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:57.448076] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:57.448107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:57.570761] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:57.570913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:57.570952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:57.570979] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:57.574329] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=37.98%) [2025-12-02T20:30:57.574602] [INFO ] [FORECASTER] Completed predict_future for ENSC [2025-12-02T20:30:57.574721] [INFO ] [sig ] ENSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:57.715834] [INFO ] [LOCAL ] Saved forecast: ENSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ENSC.txt [2025-12-02T20:30:57.715984] [INFO ] [sig ] [1039/3544] Completed ENSC in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:57.716028] [INFO ] [sig ] [1040/3544] Forecasting ENSG... [2025-12-02T20:30:57.716056] [INFO ] [sig ] Generating forecast for: ENSG [2025-12-02T20:30:57.716085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'. [2025-12-02T20:30:57.728233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENSG'. [2025-12-02T20:30:57.728633] [INFO ] [FORECASTER] Starting predict_future for ENSG [2025-12-02T20:30:57.729413] [DEBUG] [LOCAL ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt [2025-12-02T20:30:57.729470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:57.729510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:57.729544] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:57.729638] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:57.785539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:57.786357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:57.786434] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:57.786465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:57.906372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:57.906531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:57.906590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:57.906620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:57.909943] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=70.06%) [2025-12-02T20:30:57.910252] [INFO ] [FORECASTER] Completed predict_future for ENSG [2025-12-02T20:30:57.910381] [INFO ] [sig ] ENSG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:58.049936] [INFO ] [LOCAL ] Saved forecast: ENSG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ENSG.txt [2025-12-02T20:30:58.050084] [INFO ] [sig ] [1040/3544] Completed ENSG in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:58.050122] [INFO ] [sig ] [1041/3544] Forecasting ENTA... [2025-12-02T20:30:58.050150] [INFO ] [sig ] Generating forecast for: ENTA [2025-12-02T20:30:58.050180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'. [2025-12-02T20:30:58.061366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTA'. [2025-12-02T20:30:58.061755] [INFO ] [FORECASTER] Starting predict_future for ENTA [2025-12-02T20:30:58.062524] [DEBUG] [LOCAL ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt [2025-12-02T20:30:58.062591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:58.062624] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:58.062649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:58.062704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:58.120336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:58.121197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:58.121285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:58.121317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:58.240625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:58.240779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:58.240822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:58.240850] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:58.244216] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=11.58%) [2025-12-02T20:30:58.244542] [INFO ] [FORECASTER] Completed predict_future for ENTA [2025-12-02T20:30:58.244717] [INFO ] [sig ] ENTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:58.384348] [INFO ] [LOCAL ] Saved forecast: ENTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ENTA.txt [2025-12-02T20:30:58.384498] [INFO ] [sig ] [1041/3544] Completed ENTA in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:58.384536] [INFO ] [sig ] [1042/3544] Forecasting ENTG... [2025-12-02T20:30:58.384564] [INFO ] [sig ] Generating forecast for: ENTG [2025-12-02T20:30:58.384615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'. [2025-12-02T20:30:58.399283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTG'. [2025-12-02T20:30:58.399726] [INFO ] [FORECASTER] Starting predict_future for ENTG [2025-12-02T20:30:58.400743] [DEBUG] [LOCAL ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt [2025-12-02T20:30:58.400805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:58.400846] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:58.400885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:58.400967] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:58.461768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:58.462670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:58.462761] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:58.462792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:58.583887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:58.584038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:58.584076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:58.584103] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:58.587359] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=81.31%) [2025-12-02T20:30:58.587628] [INFO ] [FORECASTER] Completed predict_future for ENTG [2025-12-02T20:30:58.587745] [INFO ] [sig ] ENTG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:30:58.725208] [INFO ] [LOCAL ] Saved forecast: ENTG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ENTG.txt [2025-12-02T20:30:58.725329] [INFO ] [sig ] [1042/3544] Completed ENTG in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:58.725366] [INFO ] [sig ] [1043/3544] Forecasting ENTX... [2025-12-02T20:30:58.725394] [INFO ] [sig ] Generating forecast for: ENTX [2025-12-02T20:30:58.725422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'. [2025-12-02T20:30:58.737975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTX'. [2025-12-02T20:30:58.738441] [INFO ] [FORECASTER] Starting predict_future for ENTX [2025-12-02T20:30:58.739415] [DEBUG] [LOCAL ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt [2025-12-02T20:30:58.739475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:58.739509] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:58.739535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:58.739613] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:58.799734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:58.800660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:58.800756] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:58.800795] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:58.928449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:58.928650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:58.928734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:58.928782] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:58.933895] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=49.76%) [2025-12-02T20:30:58.934352] [INFO ] [FORECASTER] Completed predict_future for ENTX [2025-12-02T20:30:58.934538] [INFO ] [sig ] ENTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:59.093502] [INFO ] [LOCAL ] Saved forecast: ENTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ENTX.txt [2025-12-02T20:30:59.093692] [INFO ] [sig ] [1043/3544] Completed ENTX in 0.4s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:59.093769] [INFO ] [sig ] [1044/3544] Forecasting ENVA... [2025-12-02T20:30:59.093799] [INFO ] [sig ] Generating forecast for: ENVA [2025-12-02T20:30:59.093829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-12-02T20:30:59.105282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVA'. [2025-12-02T20:30:59.105667] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-12-02T20:30:59.106431] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-12-02T20:30:59.106480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:59.106510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:59.106535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:59.106607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:59.165305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:59.166207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:59.166308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:59.166342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:59.289801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:59.289945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:59.289984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:59.290010] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:59.293217] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=40.75%) [2025-12-02T20:30:59.293470] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-12-02T20:30:59.293603] [INFO ] [sig ] ENVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:59.429292] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ENVA.txt [2025-12-02T20:30:59.429411] [INFO ] [sig ] [1044/3544] Completed ENVA in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:59.429447] [INFO ] [sig ] [1045/3544] Forecasting ENVB... [2025-12-02T20:30:59.429474] [INFO ] [sig ] Generating forecast for: ENVB [2025-12-02T20:30:59.429503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'. [2025-12-02T20:30:59.441109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVB'. [2025-12-02T20:30:59.441510] [INFO ] [FORECASTER] Starting predict_future for ENVB [2025-12-02T20:30:59.442336] [DEBUG] [LOCAL ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt [2025-12-02T20:30:59.442386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:59.442417] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:59.442443] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:59.442497] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:59.498464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:59.499368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:59.499449] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:59.499480] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:59.617615] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:59.617775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:59.617815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:59.617841] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:59.621395] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=6.21%) [2025-12-02T20:30:59.621830] [INFO ] [FORECASTER] Completed predict_future for ENVB [2025-12-02T20:30:59.621947] [INFO ] [sig ] ENVB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:30:59.763032] [INFO ] [LOCAL ] Saved forecast: ENVB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ENVB.txt [2025-12-02T20:30:59.763219] [INFO ] [sig ] [1045/3544] Completed ENVB in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:30:59.763282] [INFO ] [sig ] [1046/3544] Forecasting ENVX... [2025-12-02T20:30:59.763331] [INFO ] [sig ] Generating forecast for: ENVX [2025-12-02T20:30:59.763374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'. [2025-12-02T20:30:59.775203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVX'. [2025-12-02T20:30:59.775491] [INFO ] [FORECASTER] Starting predict_future for ENVX [2025-12-02T20:30:59.776349] [DEBUG] [LOCAL ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt [2025-12-02T20:30:59.776404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:30:59.776436] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:30:59.776464] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:30:59.776519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:30:59.835179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:30:59.835984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:30:59.836065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:30:59.836098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:30:59.961601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:30:59.961747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:30:59.961786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:30:59.961813] [INFO ] [FORECASTER] Training complete [2025-12-02T20:30:59.965051] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=76.66%) [2025-12-02T20:30:59.965313] [INFO ] [FORECASTER] Completed predict_future for ENVX [2025-12-02T20:30:59.965429] [INFO ] [sig ] ENVX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:00.158221] [INFO ] [LOCAL ] Saved forecast: ENVX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ENVX.txt [2025-12-02T20:31:00.158371] [INFO ] [sig ] [1046/3544] Completed ENVX in 0.4s | 2.98 sym/s | Total: 5.8m | ETA: 14.0m [2025-12-02T20:31:00.158410] [INFO ] [sig ] [1047/3544] Forecasting EOD... [2025-12-02T20:31:00.158440] [INFO ] [sig ] Generating forecast for: EOD [2025-12-02T20:31:00.158470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-12-02T20:31:00.169865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOD'. [2025-12-02T20:31:00.170170] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-12-02T20:31:00.171006] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-12-02T20:31:00.171055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:00.171097] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:00.171152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:00.171208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:00.227443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:00.228163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:00.228247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:00.228286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:00.360511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:00.360703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:00.360745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:00.360772] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:00.364021] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=31.12%) [2025-12-02T20:31:00.364279] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-12-02T20:31:00.364396] [INFO ] [sig ] EOD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:00.502097] [INFO ] [LOCAL ] Saved forecast: EOD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EOD.txt [2025-12-02T20:31:00.502248] [INFO ] [sig ] [1047/3544] Completed EOD in 0.3s | 2.98 sym/s | Total: 5.8m | ETA: 13.9m [2025-12-02T20:31:00.502291] [INFO ] [sig ] [1048/3544] Forecasting EOG... [2025-12-02T20:31:00.502324] [INFO ] [sig ] Generating forecast for: EOG [2025-12-02T20:31:00.502360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-12-02T20:31:00.513960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOG'. [2025-12-02T20:31:00.514255] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-12-02T20:31:00.515035] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-12-02T20:31:00.515084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:00.515114] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:00.515140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:00.515198] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:00.571158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:00.571952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:00.572043] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:00.572087] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:00.689955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:00.690098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:00.690138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:00.690167] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:00.693557] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=43.32%) [2025-12-02T20:31:00.693839] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-12-02T20:31:00.693958] [INFO ] [sig ] EOG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:00.831344] [INFO ] [LOCAL ] Saved forecast: EOG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EOG.txt [2025-12-02T20:31:00.831473] [INFO ] [sig ] [1048/3544] Completed EOG in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:00.831511] [INFO ] [sig ] [1049/3544] Forecasting EOI... [2025-12-02T20:31:00.831538] [INFO ] [sig ] Generating forecast for: EOI [2025-12-02T20:31:00.831566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-12-02T20:31:00.842732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOI'. [2025-12-02T20:31:00.843068] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-12-02T20:31:00.843903] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-12-02T20:31:00.843954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:00.843986] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:00.844013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:00.844069] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:00.899487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:00.900144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:00.900220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:00.900251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:01.022906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:01.023051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:01.023094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:01.023121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:01.026343] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=90.53%) [2025-12-02T20:31:01.026615] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-12-02T20:31:01.026736] [INFO ] [sig ] EOI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:01.162556] [INFO ] [LOCAL ] Saved forecast: EOI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EOI.txt [2025-12-02T20:31:01.162697] [INFO ] [sig ] [1049/3544] Completed EOI in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:01.162732] [INFO ] [sig ] [1050/3544] Forecasting EOLS... [2025-12-02T20:31:01.162760] [INFO ] [sig ] Generating forecast for: EOLS [2025-12-02T20:31:01.162789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'. [2025-12-02T20:31:01.176650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOLS'. [2025-12-02T20:31:01.176926] [INFO ] [FORECASTER] Starting predict_future for EOLS [2025-12-02T20:31:01.177700] [DEBUG] [LOCAL ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt [2025-12-02T20:31:01.177747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:01.177777] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:01.177801] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:01.177855] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:01.234672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:01.235395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:01.235475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:01.235509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:01.355772] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:01.355931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:01.355972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:01.355998] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:01.359530] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=13.53%) [2025-12-02T20:31:01.359820] [INFO ] [FORECASTER] Completed predict_future for EOLS [2025-12-02T20:31:01.359953] [INFO ] [sig ] EOLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:01.505505] [INFO ] [LOCAL ] Saved forecast: EOLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EOLS.txt [2025-12-02T20:31:01.505674] [INFO ] [sig ] [1050/3544] Completed EOLS in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:01.505713] [INFO ] [sig ] [1051/3544] Forecasting EOS... [2025-12-02T20:31:01.505756] [INFO ] [sig ] Generating forecast for: EOS [2025-12-02T20:31:01.505790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-12-02T20:31:01.517373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOS'. [2025-12-02T20:31:01.517683] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-12-02T20:31:01.518548] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-12-02T20:31:01.518624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:01.518658] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:01.518687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:01.518744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:01.577792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:01.578675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:01.578757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:01.578792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:01.701210] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:01.701362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:01.701401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:01.701429] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:01.704685] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=87.89%) [2025-12-02T20:31:01.704944] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-12-02T20:31:01.705063] [INFO ] [sig ] EOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:01.841483] [INFO ] [LOCAL ] Saved forecast: EOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EOS.txt [2025-12-02T20:31:01.841625] [INFO ] [sig ] [1051/3544] Completed EOS in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:01.841664] [INFO ] [sig ] [1052/3544] Forecasting EOSE... [2025-12-02T20:31:01.841691] [INFO ] [sig ] Generating forecast for: EOSE [2025-12-02T20:31:01.841719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'. [2025-12-02T20:31:01.853431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOSE'. [2025-12-02T20:31:01.853837] [INFO ] [FORECASTER] Starting predict_future for EOSE [2025-12-02T20:31:01.854673] [DEBUG] [LOCAL ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt [2025-12-02T20:31:01.854723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:01.854754] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:01.854780] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:01.854840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:01.910475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:01.911381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:01.911467] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:01.911498] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:02.029813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:02.029976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:02.030016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:02.030043] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:02.033440] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=20.62%) [2025-12-02T20:31:02.033789] [INFO ] [FORECASTER] Completed predict_future for EOSE [2025-12-02T20:31:02.033923] [INFO ] [sig ] EOSE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:02.175852] [INFO ] [LOCAL ] Saved forecast: EOSE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EOSE.txt [2025-12-02T20:31:02.176007] [INFO ] [sig ] [1052/3544] Completed EOSE in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:02.176045] [INFO ] [sig ] [1053/3544] Forecasting EPAC... [2025-12-02T20:31:02.176071] [INFO ] [sig ] Generating forecast for: EPAC [2025-12-02T20:31:02.176100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-12-02T20:31:02.187790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPAC'. [2025-12-02T20:31:02.188202] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-12-02T20:31:02.189013] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-12-02T20:31:02.189065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:02.189095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:02.189120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:02.189174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:02.244188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:02.245046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:02.245135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:02.245168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:02.362195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:02.362351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:02.362391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:02.362417] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:02.365851] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=99.66%) [2025-12-02T20:31:02.366173] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-12-02T20:31:02.366306] [INFO ] [sig ] EPAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:02.508097] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EPAC.txt [2025-12-02T20:31:02.508261] [INFO ] [sig ] [1053/3544] Completed EPAC in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:02.508309] [INFO ] [sig ] [1054/3544] Forecasting EPC... [2025-12-02T20:31:02.508344] [INFO ] [sig ] Generating forecast for: EPC [2025-12-02T20:31:02.508378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-12-02T20:31:02.520561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPC'. [2025-12-02T20:31:02.520969] [INFO ] [FORECASTER] Starting predict_future for EPC [2025-12-02T20:31:02.521831] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-12-02T20:31:02.521883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:02.521915] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:02.521941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:02.521998] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:02.579366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:02.580218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:02.580305] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:02.580339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:02.702715] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:02.702873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:02.702915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:02.702962] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:02.706293] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=2.81%) [2025-12-02T20:31:02.706568] [INFO ] [FORECASTER] Completed predict_future for EPC [2025-12-02T20:31:02.706712] [INFO ] [sig ] EPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:02.850967] [INFO ] [LOCAL ] Saved forecast: EPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EPC.txt [2025-12-02T20:31:02.851138] [INFO ] [sig ] [1054/3544] Completed EPC in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:02.851176] [INFO ] [sig ] [1055/3544] Forecasting EPD... [2025-12-02T20:31:02.851203] [INFO ] [sig ] Generating forecast for: EPD [2025-12-02T20:31:02.851232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-12-02T20:31:02.865752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPD'. [2025-12-02T20:31:02.866145] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-12-02T20:31:02.867058] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-12-02T20:31:02.867110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:02.867142] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:02.867169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:02.867230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:02.946223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:02.947183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:02.947289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:02.947337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:03.080215] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:03.080364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:03.080404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:03.080432] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:03.083713] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=6.41%) [2025-12-02T20:31:03.083975] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-12-02T20:31:03.084091] [INFO ] [sig ] EPD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:03.218842] [INFO ] [LOCAL ] Saved forecast: EPD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EPD.txt [2025-12-02T20:31:03.218980] [INFO ] [sig ] [1055/3544] Completed EPD in 0.4s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:03.219017] [INFO ] [sig ] [1056/3544] Forecasting EPSN... [2025-12-02T20:31:03.219045] [INFO ] [sig ] Generating forecast for: EPSN [2025-12-02T20:31:03.219074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'. [2025-12-02T20:31:03.229888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPSN'. [2025-12-02T20:31:03.230163] [INFO ] [FORECASTER] Starting predict_future for EPSN [2025-12-02T20:31:03.230948] [DEBUG] [LOCAL ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt [2025-12-02T20:31:03.230996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:03.231026] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:03.231051] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:03.231104] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:03.286163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:03.286833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:03.286910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:03.286955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:03.405198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:03.405338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:03.405375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:03.405402] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:03.408917] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=17.54%) [2025-12-02T20:31:03.409184] [INFO ] [FORECASTER] Completed predict_future for EPSN [2025-12-02T20:31:03.409304] [INFO ] [sig ] EPSN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:03.549305] [INFO ] [LOCAL ] Saved forecast: EPSN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EPSN.txt [2025-12-02T20:31:03.549460] [INFO ] [sig ] [1056/3544] Completed EPSN in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:03.549496] [INFO ] [sig ] [1057/3544] Forecasting EQBK... [2025-12-02T20:31:03.549524] [INFO ] [sig ] Generating forecast for: EQBK [2025-12-02T20:31:03.549553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-12-02T20:31:03.561953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQBK'. [2025-12-02T20:31:03.562282] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-12-02T20:31:03.563079] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-12-02T20:31:03.563129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:03.563159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:03.563185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:03.563239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:03.617630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:03.618420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:03.618529] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:03.618562] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:03.733871] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:03.734015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:03.734054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:03.734081] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:03.737335] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=56.34%) [2025-12-02T20:31:03.737622] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-12-02T20:31:03.737745] [INFO ] [sig ] EQBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:03.873453] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EQBK.txt [2025-12-02T20:31:03.873617] [INFO ] [sig ] [1057/3544] Completed EQBK in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:03.873658] [INFO ] [sig ] [1058/3544] Forecasting EQH... [2025-12-02T20:31:03.873686] [INFO ] [sig ] Generating forecast for: EQH [2025-12-02T20:31:03.873715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-12-02T20:31:03.884442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQH'. [2025-12-02T20:31:03.884725] [INFO ] [FORECASTER] Starting predict_future for EQH [2025-12-02T20:31:03.885477] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-12-02T20:31:03.885525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:03.885555] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:03.885602] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:03.885670] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:03.941463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:03.942294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:03.942371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:03.942402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:04.061076] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:04.061221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:04.061267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:04.061300] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:04.064530] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=80.41%) [2025-12-02T20:31:04.064803] [INFO ] [FORECASTER] Completed predict_future for EQH [2025-12-02T20:31:04.064920] [INFO ] [sig ] EQH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:04.206628] [INFO ] [LOCAL ] Saved forecast: EQH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EQH.txt [2025-12-02T20:31:04.206785] [INFO ] [sig ] [1058/3544] Completed EQH in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:04.206824] [INFO ] [sig ] [1059/3544] Forecasting EQIX... [2025-12-02T20:31:04.206852] [INFO ] [sig ] Generating forecast for: EQIX [2025-12-02T20:31:04.206889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'. [2025-12-02T20:31:04.218215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQIX'. [2025-12-02T20:31:04.218549] [INFO ] [FORECASTER] Starting predict_future for EQIX [2025-12-02T20:31:04.219361] [DEBUG] [LOCAL ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt [2025-12-02T20:31:04.219419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:04.219457] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:04.219483] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:04.219537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:04.276429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:04.277320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:04.277402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:04.277433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:04.402386] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:04.402534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:04.402589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:04.402619] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:04.405917] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=16.22%) [2025-12-02T20:31:04.406172] [INFO ] [FORECASTER] Completed predict_future for EQIX [2025-12-02T20:31:04.406294] [INFO ] [sig ] EQIX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:04.544882] [INFO ] [LOCAL ] Saved forecast: EQIX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EQIX.txt [2025-12-02T20:31:04.545028] [INFO ] [sig ] [1059/3544] Completed EQIX in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:04.545065] [INFO ] [sig ] [1060/3544] Forecasting ERAS... [2025-12-02T20:31:04.545093] [INFO ] [sig ] Generating forecast for: ERAS [2025-12-02T20:31:04.545122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'. [2025-12-02T20:31:04.555993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERAS'. [2025-12-02T20:31:04.556283] [INFO ] [FORECASTER] Starting predict_future for ERAS [2025-12-02T20:31:04.557091] [DEBUG] [LOCAL ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt [2025-12-02T20:31:04.557150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:04.557181] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:04.557206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:04.557261] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:04.612990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:04.613817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:04.613896] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:04.613928] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:04.727288] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:04.727436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:04.727475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:04.727502] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:04.730871] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=90.85%) [2025-12-02T20:31:04.731154] [INFO ] [FORECASTER] Completed predict_future for ERAS [2025-12-02T20:31:04.731278] [INFO ] [sig ] ERAS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:04.869261] [INFO ] [LOCAL ] Saved forecast: ERAS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ERAS.txt [2025-12-02T20:31:04.869440] [INFO ] [sig ] [1060/3544] Completed ERAS in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:04.869477] [INFO ] [sig ] [1061/3544] Forecasting ERIC... [2025-12-02T20:31:04.869505] [INFO ] [sig ] Generating forecast for: ERIC [2025-12-02T20:31:04.869534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'. [2025-12-02T20:31:04.880114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIC'. [2025-12-02T20:31:04.880395] [INFO ] [FORECASTER] Starting predict_future for ERIC [2025-12-02T20:31:04.881168] [DEBUG] [LOCAL ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt [2025-12-02T20:31:04.881216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:04.881246] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:04.881272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:04.881335] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:04.936556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:04.937137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:04.937212] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:04.937243] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:05.057152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:05.057276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:05.057315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:05.057342] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:05.060565] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=55.17%) [2025-12-02T20:31:05.060837] [INFO ] [FORECASTER] Completed predict_future for ERIC [2025-12-02T20:31:05.060953] [INFO ] [sig ] ERIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:05.197633] [INFO ] [LOCAL ] Saved forecast: ERIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ERIC.txt [2025-12-02T20:31:05.197736] [INFO ] [sig ] [1061/3544] Completed ERIC in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:05.197771] [INFO ] [sig ] [1062/3544] Forecasting ERIE... [2025-12-02T20:31:05.197798] [INFO ] [sig ] Generating forecast for: ERIE [2025-12-02T20:31:05.197826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'. [2025-12-02T20:31:05.208711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIE'. [2025-12-02T20:31:05.208969] [INFO ] [FORECASTER] Starting predict_future for ERIE [2025-12-02T20:31:05.209736] [DEBUG] [LOCAL ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt [2025-12-02T20:31:05.209784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:05.209814] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:05.209839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:05.209893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:05.266628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:05.267182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:05.267256] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:05.267287] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:05.388474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:05.388613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:05.388659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:05.388686] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:05.391932] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=69.97%) [2025-12-02T20:31:05.392194] [INFO ] [FORECASTER] Completed predict_future for ERIE [2025-12-02T20:31:05.392310] [INFO ] [sig ] ERIE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:05.530400] [INFO ] [LOCAL ] Saved forecast: ERIE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ERIE.txt [2025-12-02T20:31:05.530514] [INFO ] [sig ] [1062/3544] Completed ERIE in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:05.530549] [INFO ] [sig ] [1063/3544] Forecasting ERII... [2025-12-02T20:31:05.530593] [INFO ] [sig ] Generating forecast for: ERII [2025-12-02T20:31:05.530625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'. [2025-12-02T20:31:05.541695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERII'. [2025-12-02T20:31:05.541947] [INFO ] [FORECASTER] Starting predict_future for ERII [2025-12-02T20:31:05.542727] [DEBUG] [LOCAL ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt [2025-12-02T20:31:05.542775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:05.542806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:05.542831] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:05.542885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:05.599103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:05.599727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:05.599800] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:05.599831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:05.719635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:05.719738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:05.719772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:05.719799] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:05.722872] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=61.27%) [2025-12-02T20:31:05.723124] [INFO ] [FORECASTER] Completed predict_future for ERII [2025-12-02T20:31:05.723238] [INFO ] [sig ] ERII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:05.862273] [INFO ] [LOCAL ] Saved forecast: ERII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ERII.txt [2025-12-02T20:31:05.862381] [INFO ] [sig ] [1063/3544] Completed ERII in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:05.862416] [INFO ] [sig ] [1064/3544] Forecasting ERNA... [2025-12-02T20:31:05.862443] [INFO ] [sig ] Generating forecast for: ERNA [2025-12-02T20:31:05.862470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'. [2025-12-02T20:31:05.873838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERNA'. [2025-12-02T20:31:05.874147] [INFO ] [FORECASTER] Starting predict_future for ERNA [2025-12-02T20:31:05.874985] [DEBUG] [LOCAL ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt [2025-12-02T20:31:05.875034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:05.875090] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:05.875116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:05.875171] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:05.931196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:05.931849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:05.931927] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:05.931959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:06.044086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:06.044239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:06.044281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:06.044308] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:06.047591] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=89.93%) [2025-12-02T20:31:06.047855] [INFO ] [FORECASTER] Completed predict_future for ERNA [2025-12-02T20:31:06.047994] [INFO ] [sig ] ERNA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:06.184265] [INFO ] [LOCAL ] Saved forecast: ERNA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ERNA.txt [2025-12-02T20:31:06.184404] [INFO ] [sig ] [1064/3544] Completed ERNA in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.9m [2025-12-02T20:31:06.184448] [INFO ] [sig ] [1065/3544] Forecasting ERO... [2025-12-02T20:31:06.184481] [INFO ] [sig ] Generating forecast for: ERO [2025-12-02T20:31:06.184510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-12-02T20:31:06.197061] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERO'. [2025-12-02T20:31:06.197384] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-12-02T20:31:06.198196] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-12-02T20:31:06.198244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:06.198274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:06.198302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:06.198367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:06.253723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:06.254372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:06.254449] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:06.254479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:06.372508] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:06.372658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:06.372698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:06.372725] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:06.376002] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=98.30%) [2025-12-02T20:31:06.376260] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-12-02T20:31:06.376401] [INFO ] [sig ] ERO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:06.514064] [INFO ] [LOCAL ] Saved forecast: ERO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ERO.txt [2025-12-02T20:31:06.514195] [INFO ] [sig ] [1065/3544] Completed ERO in 0.3s | 2.98 sym/s | Total: 5.9m | ETA: 13.8m [2025-12-02T20:31:06.514233] [INFO ] [sig ] [1066/3544] Forecasting ES... [2025-12-02T20:31:06.514261] [INFO ] [sig ] Generating forecast for: ES [2025-12-02T20:31:06.514290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-12-02T20:31:06.525664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ES'. [2025-12-02T20:31:06.525985] [INFO ] [FORECASTER] Starting predict_future for ES [2025-12-02T20:31:06.526761] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-12-02T20:31:06.526809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:06.526840] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:06.526865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:06.526919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:06.582027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:06.582803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:06.582882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:06.582913] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:06.698384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:06.698533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:06.698587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:06.698618] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:06.701846] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=85.05%) [2025-12-02T20:31:06.702111] [INFO ] [FORECASTER] Completed predict_future for ES [2025-12-02T20:31:06.702227] [INFO ] [sig ] ES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:06.837306] [INFO ] [LOCAL ] Saved forecast: ES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ES.txt [2025-12-02T20:31:06.837428] [INFO ] [sig ] [1066/3544] Completed ES in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:06.837465] [INFO ] [sig ] [1067/3544] Forecasting ESAB... [2025-12-02T20:31:06.837492] [INFO ] [sig ] Generating forecast for: ESAB [2025-12-02T20:31:06.837521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-12-02T20:31:06.849610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESAB'. [2025-12-02T20:31:06.849968] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-12-02T20:31:06.850775] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-12-02T20:31:06.850825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:06.850856] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:06.850881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:06.850936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:06.909775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:06.910642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:06.910728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:06.910761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:07.032982] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:07.033152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:07.033194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:07.033223] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:07.036842] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=71.10%) [2025-12-02T20:31:07.037144] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-12-02T20:31:07.037277] [INFO ] [sig ] ESAB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:07.183768] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ESAB.txt [2025-12-02T20:31:07.183941] [INFO ] [sig ] [1067/3544] Completed ESAB in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:07.183983] [INFO ] [sig ] [1068/3544] Forecasting ESCA... [2025-12-02T20:31:07.184012] [INFO ] [sig ] Generating forecast for: ESCA [2025-12-02T20:31:07.184044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'. [2025-12-02T20:31:07.198447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESCA'. [2025-12-02T20:31:07.198844] [INFO ] [FORECASTER] Starting predict_future for ESCA [2025-12-02T20:31:07.199675] [DEBUG] [LOCAL ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt [2025-12-02T20:31:07.199725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:07.199756] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:07.199784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:07.199841] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:07.257953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:07.258844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:07.258927] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:07.258959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:07.375020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:07.375172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:07.375215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:07.375244] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:07.378864] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=77.06%) [2025-12-02T20:31:07.379150] [INFO ] [FORECASTER] Completed predict_future for ESCA [2025-12-02T20:31:07.379276] [INFO ] [sig ] ESCA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:07.521797] [INFO ] [LOCAL ] Saved forecast: ESCA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ESCA.txt [2025-12-02T20:31:07.521952] [INFO ] [sig ] [1068/3544] Completed ESCA in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:07.521992] [INFO ] [sig ] [1069/3544] Forecasting ESE... [2025-12-02T20:31:07.522023] [INFO ] [sig ] Generating forecast for: ESE [2025-12-02T20:31:07.522054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-12-02T20:31:07.535279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESE'. [2025-12-02T20:31:07.535672] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-12-02T20:31:07.536437] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-12-02T20:31:07.536485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:07.536516] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:07.536541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:07.536616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:07.595394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:07.596274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:07.596360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:07.596390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:07.718650] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:07.718804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:07.718846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:07.718874] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:07.722173] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=71.20%) [2025-12-02T20:31:07.722440] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-12-02T20:31:07.722565] [INFO ] [sig ] ESE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:07.867353] [INFO ] [LOCAL ] Saved forecast: ESE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ESE.txt [2025-12-02T20:31:07.867541] [INFO ] [sig ] [1069/3544] Completed ESE in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:07.867615] [INFO ] [sig ] [1070/3544] Forecasting ESEA... [2025-12-02T20:31:07.867655] [INFO ] [sig ] Generating forecast for: ESEA [2025-12-02T20:31:07.867696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'. [2025-12-02T20:31:07.879403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESEA'. [2025-12-02T20:31:07.879782] [INFO ] [FORECASTER] Starting predict_future for ESEA [2025-12-02T20:31:07.880614] [DEBUG] [LOCAL ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt [2025-12-02T20:31:07.880665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:07.880696] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:07.880723] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:07.880780] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:07.937023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:07.937854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:07.937965] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:07.938001] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:08.063014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:08.063173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:08.063214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:08.063241] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:08.066633] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=99.31%) [2025-12-02T20:31:08.066925] [INFO ] [FORECASTER] Completed predict_future for ESEA [2025-12-02T20:31:08.067054] [INFO ] [sig ] ESEA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:08.204636] [INFO ] [LOCAL ] Saved forecast: ESEA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ESEA.txt [2025-12-02T20:31:08.204769] [INFO ] [sig ] [1070/3544] Completed ESEA in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:08.204809] [INFO ] [sig ] [1071/3544] Forecasting ESGD... [2025-12-02T20:31:08.204836] [INFO ] [sig ] Generating forecast for: ESGD [2025-12-02T20:31:08.204865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'. [2025-12-02T20:31:08.216048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGD'. [2025-12-02T20:31:08.216381] [INFO ] [FORECASTER] Starting predict_future for ESGD [2025-12-02T20:31:08.217179] [DEBUG] [LOCAL ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt [2025-12-02T20:31:08.217228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:08.217269] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:08.217296] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:08.217350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:08.274370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:08.275248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:08.275329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:08.275360] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:08.395638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:08.395790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:08.395829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:08.395859] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:08.399155] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-12-02T20:31:08.399434] [INFO ] [FORECASTER] Completed predict_future for ESGD [2025-12-02T20:31:08.399568] [INFO ] [sig ] ESGD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:08.536759] [INFO ] [LOCAL ] Saved forecast: ESGD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ESGD.txt [2025-12-02T20:31:08.536905] [INFO ] [sig ] [1071/3544] Completed ESGD in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:08.536943] [INFO ] [sig ] [1072/3544] Forecasting ESGE... [2025-12-02T20:31:08.536971] [INFO ] [sig ] Generating forecast for: ESGE [2025-12-02T20:31:08.536999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'. [2025-12-02T20:31:08.548663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGE'. [2025-12-02T20:31:08.548974] [INFO ] [FORECASTER] Starting predict_future for ESGE [2025-12-02T20:31:08.549777] [DEBUG] [LOCAL ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt [2025-12-02T20:31:08.549828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:08.549858] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:08.549884] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:08.549938] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:08.605553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:08.606241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:08.606322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:08.606356] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:08.725736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:08.725830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:08.725868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:08.725894] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:08.729269] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=40.33%) [2025-12-02T20:31:08.729557] [INFO ] [FORECASTER] Completed predict_future for ESGE [2025-12-02T20:31:08.729711] [INFO ] [sig ] ESGE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:08.866908] [INFO ] [LOCAL ] Saved forecast: ESGE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ESGE.txt [2025-12-02T20:31:08.867035] [INFO ] [sig ] [1072/3544] Completed ESGE in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:08.867073] [INFO ] [sig ] [1073/3544] Forecasting ESI... [2025-12-02T20:31:08.867100] [INFO ] [sig ] Generating forecast for: ESI [2025-12-02T20:31:08.867130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-12-02T20:31:08.878282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESI'. [2025-12-02T20:31:08.878617] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-12-02T20:31:08.879423] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-12-02T20:31:08.879485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:08.879524] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:08.879553] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:08.879628] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:08.946358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:08.947417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:08.947535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:08.947597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:09.062235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:09.062374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:09.062413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:09.062440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:09.065714] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=19.78%) [2025-12-02T20:31:09.065974] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-12-02T20:31:09.066089] [INFO ] [sig ] ESI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:09.204244] [INFO ] [LOCAL ] Saved forecast: ESI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ESI.txt [2025-12-02T20:31:09.204392] [INFO ] [sig ] [1073/3544] Completed ESI in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:09.204430] [INFO ] [sig ] [1074/3544] Forecasting ESOA... [2025-12-02T20:31:09.204458] [INFO ] [sig ] Generating forecast for: ESOA [2025-12-02T20:31:09.204486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'. [2025-12-02T20:31:09.215842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESOA'. [2025-12-02T20:31:09.216203] [INFO ] [FORECASTER] Starting predict_future for ESOA [2025-12-02T20:31:09.217004] [DEBUG] [LOCAL ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt [2025-12-02T20:31:09.217056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:09.217088] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:09.217116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:09.217172] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:09.275624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:09.276476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:09.276630] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:09.276665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:09.401334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:09.401496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:09.401537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:09.401564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:09.404987] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=10.25%) [2025-12-02T20:31:09.405290] [INFO ] [FORECASTER] Completed predict_future for ESOA [2025-12-02T20:31:09.405433] [INFO ] [sig ] ESOA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:09.547179] [INFO ] [LOCAL ] Saved forecast: ESOA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ESOA.txt [2025-12-02T20:31:09.547331] [INFO ] [sig ] [1074/3544] Completed ESOA in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:09.547375] [INFO ] [sig ] [1075/3544] Forecasting ESPO... [2025-12-02T20:31:09.547407] [INFO ] [sig ] Generating forecast for: ESPO [2025-12-02T20:31:09.547445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'. [2025-12-02T20:31:09.558806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESPO'. [2025-12-02T20:31:09.559120] [INFO ] [FORECASTER] Starting predict_future for ESPO [2025-12-02T20:31:09.559960] [DEBUG] [LOCAL ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt [2025-12-02T20:31:09.560009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:09.560039] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:09.560064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:09.560118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:09.615322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:09.615992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:09.616067] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:09.616098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:09.740249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:09.740393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:09.740440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:09.740473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:09.743723] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=9.80%) [2025-12-02T20:31:09.743985] [INFO ] [FORECASTER] Completed predict_future for ESPO [2025-12-02T20:31:09.744100] [INFO ] [sig ] ESPO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:09.880636] [INFO ] [LOCAL ] Saved forecast: ESPO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ESPO.txt [2025-12-02T20:31:09.880761] [INFO ] [sig ] [1075/3544] Completed ESPO in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:09.880797] [INFO ] [sig ] [1076/3544] Forecasting ESQ... [2025-12-02T20:31:09.880824] [INFO ] [sig ] Generating forecast for: ESQ [2025-12-02T20:31:09.880853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'. [2025-12-02T20:31:09.891483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESQ'. [2025-12-02T20:31:09.891815] [INFO ] [FORECASTER] Starting predict_future for ESQ [2025-12-02T20:31:09.892594] [DEBUG] [LOCAL ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt [2025-12-02T20:31:09.892643] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:09.892673] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:09.892699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:09.892757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:09.948188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:09.948922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:09.948999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:09.949029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:10.061554] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:10.061708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:10.061746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:10.061774] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:10.064995] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=2.98%) [2025-12-02T20:31:10.065249] [INFO ] [FORECASTER] Completed predict_future for ESQ [2025-12-02T20:31:10.065382] [INFO ] [sig ] ESQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:10.200090] [INFO ] [LOCAL ] Saved forecast: ESQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ESQ.txt [2025-12-02T20:31:10.200207] [INFO ] [sig ] [1076/3544] Completed ESQ in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:10.200244] [INFO ] [sig ] [1077/3544] Forecasting ESTA... [2025-12-02T20:31:10.200272] [INFO ] [sig ] Generating forecast for: ESTA [2025-12-02T20:31:10.200301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'. [2025-12-02T20:31:10.211118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTA'. [2025-12-02T20:31:10.211409] [INFO ] [FORECASTER] Starting predict_future for ESTA [2025-12-02T20:31:10.212184] [DEBUG] [LOCAL ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt [2025-12-02T20:31:10.212233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:10.212263] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:10.212288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:10.212342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:10.267755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:10.268694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:10.268773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:10.268804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:10.388463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:10.388627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:10.388665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:10.388691] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:10.391904] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-12-02T20:31:10.392163] [INFO ] [FORECASTER] Completed predict_future for ESTA [2025-12-02T20:31:10.392279] [INFO ] [sig ] ESTA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:10.529046] [INFO ] [LOCAL ] Saved forecast: ESTA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ESTA.txt [2025-12-02T20:31:10.529188] [INFO ] [sig ] [1077/3544] Completed ESTA in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:10.529225] [INFO ] [sig ] [1078/3544] Forecasting ESTC... [2025-12-02T20:31:10.529257] [INFO ] [sig ] Generating forecast for: ESTC [2025-12-02T20:31:10.529285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-12-02T20:31:10.540241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTC'. [2025-12-02T20:31:10.540521] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-12-02T20:31:10.541295] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-12-02T20:31:10.541342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:10.541371] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:10.541396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:10.541450] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:10.600444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:10.601110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:10.601186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:10.601218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:10.722779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:10.722910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:10.722967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:10.722994] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:10.726184] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=91.85%) [2025-12-02T20:31:10.726450] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-12-02T20:31:10.726603] [INFO ] [sig ] ESTC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:10.863274] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ESTC.txt [2025-12-02T20:31:10.863397] [INFO ] [sig ] [1078/3544] Completed ESTC in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:10.863433] [INFO ] [sig ] [1079/3544] Forecasting ETB... [2025-12-02T20:31:10.863460] [INFO ] [sig ] Generating forecast for: ETB [2025-12-02T20:31:10.863488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-12-02T20:31:10.875432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETB'. [2025-12-02T20:31:10.875856] [INFO ] [FORECASTER] Starting predict_future for ETB [2025-12-02T20:31:10.876666] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-12-02T20:31:10.876716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:10.876748] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:10.876774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:10.876828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:10.933373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:10.934275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:10.934365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:10.934398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:11.047086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:11.047238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:11.047278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:11.047305] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:11.050624] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=13.78%) [2025-12-02T20:31:11.050888] [INFO ] [FORECASTER] Completed predict_future for ETB [2025-12-02T20:31:11.051009] [INFO ] [sig ] ETB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:11.188683] [INFO ] [LOCAL ] Saved forecast: ETB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ETB.txt [2025-12-02T20:31:11.188834] [INFO ] [sig ] [1079/3544] Completed ETB in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:11.188872] [INFO ] [sig ] [1080/3544] Forecasting ETD... [2025-12-02T20:31:11.188900] [INFO ] [sig ] Generating forecast for: ETD [2025-12-02T20:31:11.188927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-12-02T20:31:11.200537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETD'. [2025-12-02T20:31:11.200908] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-12-02T20:31:11.201688] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-12-02T20:31:11.201761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:11.201792] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:11.201817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:11.201870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:11.257698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:11.258623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:11.258731] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:11.258775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:11.376845] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:11.376995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:11.377034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:11.377062] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:11.380297] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=14.48%) [2025-12-02T20:31:11.380561] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-12-02T20:31:11.380700] [INFO ] [sig ] ETD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:11.525876] [INFO ] [LOCAL ] Saved forecast: ETD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ETD.txt [2025-12-02T20:31:11.526024] [INFO ] [sig ] [1080/3544] Completed ETD in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:11.526063] [INFO ] [sig ] [1081/3544] Forecasting ETG... [2025-12-02T20:31:11.526092] [INFO ] [sig ] Generating forecast for: ETG [2025-12-02T20:31:11.526120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-12-02T20:31:11.537243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETG'. [2025-12-02T20:31:11.537508] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-12-02T20:31:11.538287] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-12-02T20:31:11.538335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:11.538390] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:11.538417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:11.538472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:11.593410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:11.594162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:11.594238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:11.594268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:11.714023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:11.714172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:11.714211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:11.714240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:11.717506] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=2.89%) [2025-12-02T20:31:11.717780] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-12-02T20:31:11.717916] [INFO ] [sig ] ETG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:11.856215] [INFO ] [LOCAL ] Saved forecast: ETG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ETG.txt [2025-12-02T20:31:11.856338] [INFO ] [sig ] [1081/3544] Completed ETG in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.8m [2025-12-02T20:31:11.856375] [INFO ] [sig ] [1082/3544] Forecasting ETHA... [2025-12-02T20:31:11.856402] [INFO ] [sig ] Generating forecast for: ETHA [2025-12-02T20:31:11.856431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'. [2025-12-02T20:31:11.867365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETHA'. [2025-12-02T20:31:11.867673] [INFO ] [FORECASTER] Starting predict_future for ETHA [2025-12-02T20:31:11.868510] [DEBUG] [LOCAL ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt [2025-12-02T20:31:11.868562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:11.868633] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:11.868663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:11.868718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:11.924915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:11.925713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:11.925794] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:11.925824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:12.043111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:12.043255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:12.043295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:12.043321] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:12.046614] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=33.09%) [2025-12-02T20:31:12.046892] [INFO ] [FORECASTER] Completed predict_future for ETHA [2025-12-02T20:31:12.047013] [INFO ] [sig ] ETHA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:12.184289] [INFO ] [LOCAL ] Saved forecast: ETHA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ETHA.txt [2025-12-02T20:31:12.184407] [INFO ] [sig ] [1082/3544] Completed ETHA in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.7m [2025-12-02T20:31:12.184444] [INFO ] [sig ] [1083/3544] Forecasting ETJ... [2025-12-02T20:31:12.184473] [INFO ] [sig ] Generating forecast for: ETJ [2025-12-02T20:31:12.184503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-12-02T20:31:12.195464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETJ'. [2025-12-02T20:31:12.195775] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-12-02T20:31:12.196567] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-12-02T20:31:12.196638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:12.196672] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:12.196699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:12.196754] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:12.253463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:12.254071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:12.254146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:12.254177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:12.372313] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:12.372425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:12.372463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:12.372489] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:12.375703] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=60.18%) [2025-12-02T20:31:12.375959] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-12-02T20:31:12.376078] [INFO ] [sig ] ETJ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:12.515672] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ETJ.txt [2025-12-02T20:31:12.515831] [INFO ] [sig ] [1083/3544] Completed ETJ in 0.3s | 2.98 sym/s | Total: 6.0m | ETA: 13.7m [2025-12-02T20:31:12.515870] [INFO ] [sig ] [1084/3544] Forecasting ETN... [2025-12-02T20:31:12.515900] [INFO ] [sig ] Generating forecast for: ETN [2025-12-02T20:31:12.515933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-12-02T20:31:12.527179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETN'. [2025-12-02T20:31:12.527606] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-12-02T20:31:12.528459] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-12-02T20:31:12.528512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:12.528543] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:12.528568] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:12.528645] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:12.584200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:12.585073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:12.585157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:12.585187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:12.704735] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:12.704891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:12.704930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:12.704991] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:12.708325] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=11.54%) [2025-12-02T20:31:12.708618] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-12-02T20:31:12.708745] [INFO ] [sig ] ETN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:12.851064] [INFO ] [LOCAL ] Saved forecast: ETN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ETN.txt [2025-12-02T20:31:12.851204] [INFO ] [sig ] [1084/3544] Completed ETN in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:12.851242] [INFO ] [sig ] [1085/3544] Forecasting ETO... [2025-12-02T20:31:12.851269] [INFO ] [sig ] Generating forecast for: ETO [2025-12-02T20:31:12.851299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-12-02T20:31:12.864259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETO'. [2025-12-02T20:31:12.864542] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-12-02T20:31:12.865344] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-12-02T20:31:12.865395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:12.865425] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:12.865451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:12.865509] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:12.921467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:12.922070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:12.922144] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:12.922174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:13.037463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:13.037649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:13.037695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:13.037722] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:13.041199] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=71.99%) [2025-12-02T20:31:13.041489] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-12-02T20:31:13.041636] [INFO ] [sig ] ETO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:13.178843] [INFO ] [LOCAL ] Saved forecast: ETO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ETO.txt [2025-12-02T20:31:13.178991] [INFO ] [sig ] [1085/3544] Completed ETO in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:13.179030] [INFO ] [sig ] [1086/3544] Forecasting ETON... [2025-12-02T20:31:13.179058] [INFO ] [sig ] Generating forecast for: ETON [2025-12-02T20:31:13.179096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'. [2025-12-02T20:31:13.191110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETON'. [2025-12-02T20:31:13.191430] [INFO ] [FORECASTER] Starting predict_future for ETON [2025-12-02T20:31:13.192275] [DEBUG] [LOCAL ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt [2025-12-02T20:31:13.192326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:13.192356] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:13.192381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:13.192438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:13.250191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:13.251032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:13.251118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:13.251149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:13.371943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:13.372120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:13.372163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:13.372191] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:13.375672] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=8.89%) [2025-12-02T20:31:13.375942] [INFO ] [FORECASTER] Completed predict_future for ETON [2025-12-02T20:31:13.376091] [INFO ] [sig ] ETON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:13.519670] [INFO ] [LOCAL ] Saved forecast: ETON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ETON.txt [2025-12-02T20:31:13.519838] [INFO ] [sig ] [1086/3544] Completed ETON in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:13.519877] [INFO ] [sig ] [1087/3544] Forecasting ETSY... [2025-12-02T20:31:13.519904] [INFO ] [sig ] Generating forecast for: ETSY [2025-12-02T20:31:13.519934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-12-02T20:31:13.532195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETSY'. [2025-12-02T20:31:13.532500] [INFO ] [FORECASTER] Starting predict_future for ETSY [2025-12-02T20:31:13.533341] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-12-02T20:31:13.533391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:13.533422] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:13.533447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:13.533510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:13.592796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:13.593557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:13.593659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:13.593692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:13.718644] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:13.718802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:13.718844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:13.718872] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:13.722511] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=45.75%) [2025-12-02T20:31:13.722843] [INFO ] [FORECASTER] Completed predict_future for ETSY [2025-12-02T20:31:13.722974] [INFO ] [sig ] ETSY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:13.865709] [INFO ] [LOCAL ] Saved forecast: ETSY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ETSY.txt [2025-12-02T20:31:13.865834] [INFO ] [sig ] [1087/3544] Completed ETSY in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:13.865871] [INFO ] [sig ] [1088/3544] Forecasting ETY... [2025-12-02T20:31:13.865898] [INFO ] [sig ] Generating forecast for: ETY [2025-12-02T20:31:13.865926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-12-02T20:31:13.876909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETY'. [2025-12-02T20:31:13.877200] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-12-02T20:31:13.877987] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-12-02T20:31:13.878036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:13.878066] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:13.878091] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:13.878146] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:13.932651] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:13.933276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:13.933352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:13.933382] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:14.053925] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:14.054077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:14.054130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:14.054160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:14.057440] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=53.17%) [2025-12-02T20:31:14.057733] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-12-02T20:31:14.057853] [INFO ] [sig ] ETY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:14.193325] [INFO ] [LOCAL ] Saved forecast: ETY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ETY.txt [2025-12-02T20:31:14.193472] [INFO ] [sig ] [1088/3544] Completed ETY in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:14.193511] [INFO ] [sig ] [1089/3544] Forecasting EUFN... [2025-12-02T20:31:14.193539] [INFO ] [sig ] Generating forecast for: EUFN [2025-12-02T20:31:14.193589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'. [2025-12-02T20:31:14.205048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EUFN'. [2025-12-02T20:31:14.205352] [INFO ] [FORECASTER] Starting predict_future for EUFN [2025-12-02T20:31:14.206125] [DEBUG] [LOCAL ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt [2025-12-02T20:31:14.206174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:14.206203] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:14.206228] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:14.206282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:14.260431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:14.261143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:14.261221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:14.261251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:14.374593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:14.374740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:14.374778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:14.374821] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:14.378067] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=12.55%) [2025-12-02T20:31:14.378320] [INFO ] [FORECASTER] Completed predict_future for EUFN [2025-12-02T20:31:14.378436] [INFO ] [sig ] EUFN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:14.514289] [INFO ] [LOCAL ] Saved forecast: EUFN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EUFN.txt [2025-12-02T20:31:14.514442] [INFO ] [sig ] [1089/3544] Completed EUFN in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:14.514501] [INFO ] [sig ] [1090/3544] Forecasting EVAX... [2025-12-02T20:31:14.514554] [INFO ] [sig ] Generating forecast for: EVAX [2025-12-02T20:31:14.514630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'. [2025-12-02T20:31:14.529085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVAX'. [2025-12-02T20:31:14.529553] [INFO ] [FORECASTER] Starting predict_future for EVAX [2025-12-02T20:31:14.530618] [DEBUG] [LOCAL ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt [2025-12-02T20:31:14.530682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:14.530726] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:14.530761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:14.530838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:14.594904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:14.595801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:14.595882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:14.595914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:14.715665] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:14.715816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:14.715856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:14.715883] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:14.719201] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=13.60%) [2025-12-02T20:31:14.719524] [INFO ] [FORECASTER] Completed predict_future for EVAX [2025-12-02T20:31:14.719680] [INFO ] [sig ] EVAX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:14.861923] [INFO ] [LOCAL ] Saved forecast: EVAX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVAX.txt [2025-12-02T20:31:14.862061] [INFO ] [sig ] [1090/3544] Completed EVAX in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:14.862098] [INFO ] [sig ] [1091/3544] Forecasting EVC... [2025-12-02T20:31:14.862126] [INFO ] [sig ] Generating forecast for: EVC [2025-12-02T20:31:14.862155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-12-02T20:31:14.875892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVC'. [2025-12-02T20:31:14.876487] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-12-02T20:31:14.877564] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-12-02T20:31:14.877638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:14.877671] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:14.877697] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:14.877753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:14.934190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:14.935198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:14.935325] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:14.935358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:15.061184] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:15.061329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:15.061370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:15.061398] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:15.064878] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=4.60%) [2025-12-02T20:31:15.065171] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-12-02T20:31:15.065304] [INFO ] [sig ] EVC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:15.208058] [INFO ] [LOCAL ] Saved forecast: EVC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVC.txt [2025-12-02T20:31:15.208198] [INFO ] [sig ] [1091/3544] Completed EVC in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:15.208236] [INFO ] [sig ] [1092/3544] Forecasting EVCM... [2025-12-02T20:31:15.208265] [INFO ] [sig ] Generating forecast for: EVCM [2025-12-02T20:31:15.208296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'. [2025-12-02T20:31:15.220430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVCM'. [2025-12-02T20:31:15.220814] [INFO ] [FORECASTER] Starting predict_future for EVCM [2025-12-02T20:31:15.221684] [DEBUG] [LOCAL ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt [2025-12-02T20:31:15.221734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:15.221765] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:15.221791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:15.221846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:15.279717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:15.280504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:15.280606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:15.280641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:15.397695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:15.397852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:15.397905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:15.397933] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:15.401225] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=9.58%) [2025-12-02T20:31:15.401489] [INFO ] [FORECASTER] Completed predict_future for EVCM [2025-12-02T20:31:15.401629] [INFO ] [sig ] EVCM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:15.544720] [INFO ] [LOCAL ] Saved forecast: EVCM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVCM.txt [2025-12-02T20:31:15.544854] [INFO ] [sig ] [1092/3544] Completed EVCM in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:15.544891] [INFO ] [sig ] [1093/3544] Forecasting EVEX... [2025-12-02T20:31:15.544918] [INFO ] [sig ] Generating forecast for: EVEX [2025-12-02T20:31:15.544946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-12-02T20:31:15.556668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVEX'. [2025-12-02T20:31:15.557002] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-12-02T20:31:15.557830] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-12-02T20:31:15.557900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:15.557933] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:15.557958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:15.558023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:15.613276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:15.614056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:15.614137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:15.614168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:15.732097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:15.732229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:15.732266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:15.732292] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:15.735520] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=77.28%) [2025-12-02T20:31:15.735797] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-12-02T20:31:15.735918] [INFO ] [sig ] EVEX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:15.870887] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EVEX.txt [2025-12-02T20:31:15.871003] [INFO ] [sig ] [1093/3544] Completed EVEX in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:15.871039] [INFO ] [sig ] [1094/3544] Forecasting EVF... [2025-12-02T20:31:15.871066] [INFO ] [sig ] Generating forecast for: EVF [2025-12-02T20:31:15.871095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-12-02T20:31:15.881708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVF'. [2025-12-02T20:31:15.881975] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-12-02T20:31:15.882749] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-12-02T20:31:15.882796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:15.882827] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:15.882852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:15.882907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:15.937621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:15.938255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:15.938331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:15.938362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:16.050225] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:16.050378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:16.050418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:16.050444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:16.053709] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=2.02%) [2025-12-02T20:31:16.053967] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-12-02T20:31:16.054081] [INFO ] [sig ] EVF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:16.189777] [INFO ] [LOCAL ] Saved forecast: EVF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVF.txt [2025-12-02T20:31:16.189909] [INFO ] [sig ] [1094/3544] Completed EVF in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:16.189947] [INFO ] [sig ] [1095/3544] Forecasting EVG... [2025-12-02T20:31:16.189974] [INFO ] [sig ] Generating forecast for: EVG [2025-12-02T20:31:16.190003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-12-02T20:31:16.200493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVG'. [2025-12-02T20:31:16.200786] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-12-02T20:31:16.201531] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-12-02T20:31:16.201606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:16.201639] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:16.201666] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:16.201720] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:16.256833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:16.257432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:16.257506] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:16.257537] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:16.367065] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:16.367172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:16.367207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:16.367234] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:16.373355] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=92.49%) [2025-12-02T20:31:16.373663] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-12-02T20:31:16.373783] [INFO ] [sig ] EVG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:16.509036] [INFO ] [LOCAL ] Saved forecast: EVG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EVG.txt [2025-12-02T20:31:16.509142] [INFO ] [sig ] [1095/3544] Completed EVG in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:16.509177] [INFO ] [sig ] [1096/3544] Forecasting EVGN... [2025-12-02T20:31:16.509204] [INFO ] [sig ] Generating forecast for: EVGN [2025-12-02T20:31:16.509232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'. [2025-12-02T20:31:16.521098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVGN'. [2025-12-02T20:31:16.521357] [INFO ] [FORECASTER] Starting predict_future for EVGN [2025-12-02T20:31:16.522130] [DEBUG] [LOCAL ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt [2025-12-02T20:31:16.522178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:16.522208] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:16.522233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:16.522286] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:16.577450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:16.578056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:16.578130] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:16.578160] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:16.694334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:16.694452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:16.694491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:16.694517] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:16.697736] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=38.25%) [2025-12-02T20:31:16.698013] [INFO ] [FORECASTER] Completed predict_future for EVGN [2025-12-02T20:31:16.698129] [INFO ] [sig ] EVGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:16.844350] [INFO ] [LOCAL ] Saved forecast: EVGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVGN.txt [2025-12-02T20:31:16.844475] [INFO ] [sig ] [1096/3544] Completed EVGN in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:16.844511] [INFO ] [sig ] [1097/3544] Forecasting EVGO... [2025-12-02T20:31:16.844539] [INFO ] [sig ] Generating forecast for: EVGO [2025-12-02T20:31:16.844585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'. [2025-12-02T20:31:16.855543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVGO'. [2025-12-02T20:31:16.855848] [INFO ] [FORECASTER] Starting predict_future for EVGO [2025-12-02T20:31:16.856641] [DEBUG] [LOCAL ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt [2025-12-02T20:31:16.856691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:16.856723] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:16.856750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:16.856806] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:16.912063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:16.912716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:16.912793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:16.912825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:17.035458] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:17.035648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:17.035692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:17.035719] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:17.039256] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=16.36%) [2025-12-02T20:31:17.039538] [INFO ] [FORECASTER] Completed predict_future for EVGO [2025-12-02T20:31:17.039781] [INFO ] [sig ] EVGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:17.178215] [INFO ] [LOCAL ] Saved forecast: EVGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVGO.txt [2025-12-02T20:31:17.178370] [INFO ] [sig ] [1097/3544] Completed EVGO in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:17.178423] [INFO ] [sig ] [1098/3544] Forecasting EVH... [2025-12-02T20:31:17.178452] [INFO ] [sig ] Generating forecast for: EVH [2025-12-02T20:31:17.178483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-12-02T20:31:17.190993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVH'. [2025-12-02T20:31:17.191396] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-12-02T20:31:17.192212] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-12-02T20:31:17.192261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:17.192320] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:17.192347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:17.192401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:17.251432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:17.252311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:17.252413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:17.252456] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:17.373661] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:17.373819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:17.373860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:17.373887] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:17.377185] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=22.34%) [2025-12-02T20:31:17.377442] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-12-02T20:31:17.377564] [INFO ] [sig ] EVH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:17.522305] [INFO ] [LOCAL ] Saved forecast: EVH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVH.txt [2025-12-02T20:31:17.522451] [INFO ] [sig ] [1098/3544] Completed EVH in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:17.522494] [INFO ] [sig ] [1099/3544] Forecasting EVN... [2025-12-02T20:31:17.522522] [INFO ] [sig ] Generating forecast for: EVN [2025-12-02T20:31:17.522551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-12-02T20:31:17.535336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVN'. [2025-12-02T20:31:17.535759] [INFO ] [FORECASTER] Starting predict_future for EVN [2025-12-02T20:31:17.536544] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-12-02T20:31:17.536624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:17.536662] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:17.536694] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:17.536756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:17.596984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:17.597896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:17.597983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:17.598017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:17.713355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:17.713516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:17.713556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:17.713602] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:17.716887] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=49.56%) [2025-12-02T20:31:17.717157] [INFO ] [FORECASTER] Completed predict_future for EVN [2025-12-02T20:31:17.717279] [INFO ] [sig ] EVN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:17.855614] [INFO ] [LOCAL ] Saved forecast: EVN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVN.txt [2025-12-02T20:31:17.855765] [INFO ] [sig ] [1099/3544] Completed EVN in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.7m [2025-12-02T20:31:17.855802] [INFO ] [sig ] [1100/3544] Forecasting EVO... [2025-12-02T20:31:17.855829] [INFO ] [sig ] Generating forecast for: EVO [2025-12-02T20:31:17.855857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'. [2025-12-02T20:31:17.866967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVO'. [2025-12-02T20:31:17.867304] [INFO ] [FORECASTER] Starting predict_future for EVO [2025-12-02T20:31:17.868458] [DEBUG] [LOCAL ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt [2025-12-02T20:31:17.868558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:17.868618] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:17.868650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:17.868716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:17.926736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:17.927478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:17.927557] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:17.927607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:18.056420] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:18.056601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:18.056646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:18.056674] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:18.060097] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=49.04%) [2025-12-02T20:31:18.060393] [INFO ] [FORECASTER] Completed predict_future for EVO [2025-12-02T20:31:18.060516] [INFO ] [sig ] EVO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:18.203909] [INFO ] [LOCAL ] Saved forecast: EVO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVO.txt [2025-12-02T20:31:18.204075] [INFO ] [sig ] [1100/3544] Completed EVO in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.6m [2025-12-02T20:31:18.204116] [INFO ] [sig ] [1101/3544] Forecasting EVOK... [2025-12-02T20:31:18.204144] [INFO ] [sig ] Generating forecast for: EVOK [2025-12-02T20:31:18.204174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'. [2025-12-02T20:31:18.215073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVOK'. [2025-12-02T20:31:18.215407] [INFO ] [FORECASTER] Starting predict_future for EVOK [2025-12-02T20:31:18.216204] [DEBUG] [LOCAL ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt [2025-12-02T20:31:18.216253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:18.216282] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:18.216308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:18.216361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:18.271671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:18.272399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:18.272478] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:18.272509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:18.383260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:18.383433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:18.383481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:18.383566] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:18.387208] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=92.11%) [2025-12-02T20:31:18.387534] [INFO ] [FORECASTER] Completed predict_future for EVOK [2025-12-02T20:31:18.387721] [INFO ] [sig ] EVOK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:18.540778] [INFO ] [LOCAL ] Saved forecast: EVOK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EVOK.txt [2025-12-02T20:31:18.540981] [INFO ] [sig ] [1101/3544] Completed EVOK in 0.3s | 2.98 sym/s | Total: 6.1m | ETA: 13.6m [2025-12-02T20:31:18.541030] [INFO ] [sig ] [1102/3544] Forecasting EVRG... [2025-12-02T20:31:18.541061] [INFO ] [sig ] Generating forecast for: EVRG [2025-12-02T20:31:18.541105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'. [2025-12-02T20:31:18.553486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVRG'. [2025-12-02T20:31:18.553858] [INFO ] [FORECASTER] Starting predict_future for EVRG [2025-12-02T20:31:18.554688] [DEBUG] [LOCAL ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt [2025-12-02T20:31:18.554740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:18.554772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:18.554798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:18.554853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:18.617086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:18.617946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:18.618029] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:18.618062] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:18.747831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:18.748017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:18.748060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:18.748089] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:18.751533] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=98.25%) [2025-12-02T20:31:18.751813] [INFO ] [FORECASTER] Completed predict_future for EVRG [2025-12-02T20:31:18.751937] [INFO ] [sig ] EVRG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:18.894125] [INFO ] [LOCAL ] Saved forecast: EVRG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EVRG.txt [2025-12-02T20:31:18.894261] [INFO ] [sig ] [1102/3544] Completed EVRG in 0.4s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:18.894299] [INFO ] [sig ] [1103/3544] Forecasting EVSD... [2025-12-02T20:31:18.894328] [INFO ] [sig ] Generating forecast for: EVSD [2025-12-02T20:31:18.894355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'. [2025-12-02T20:31:18.905336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVSD'. [2025-12-02T20:31:18.905659] [INFO ] [FORECASTER] Starting predict_future for EVSD [2025-12-02T20:31:18.906512] [DEBUG] [LOCAL ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt [2025-12-02T20:31:18.906563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:18.906617] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:18.906644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:18.906700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:18.966106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:18.966831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:18.966914] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:18.966946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:19.090306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:19.090478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:19.090533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:19.090585] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:19.094120] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=20.32%) [2025-12-02T20:31:19.094388] [INFO ] [FORECASTER] Completed predict_future for EVSD [2025-12-02T20:31:19.094530] [INFO ] [sig ] EVSD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:19.237141] [INFO ] [LOCAL ] Saved forecast: EVSD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVSD.txt [2025-12-02T20:31:19.237274] [INFO ] [sig ] [1103/3544] Completed EVSD in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:19.237311] [INFO ] [sig ] [1104/3544] Forecasting EVTC... [2025-12-02T20:31:19.237338] [INFO ] [sig ] Generating forecast for: EVTC [2025-12-02T20:31:19.237369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-12-02T20:31:19.248840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVTC'. [2025-12-02T20:31:19.249145] [INFO ] [FORECASTER] Starting predict_future for EVTC [2025-12-02T20:31:19.250020] [DEBUG] [LOCAL ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt [2025-12-02T20:31:19.250071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:19.250102] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:19.250128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:19.250184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:19.309253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:19.309980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:19.310070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:19.310113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:19.437809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:19.437980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:19.438025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:19.438052] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:19.441464] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=4.51%) [2025-12-02T20:31:19.441763] [INFO ] [FORECASTER] Completed predict_future for EVTC [2025-12-02T20:31:19.441914] [INFO ] [sig ] EVTC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:19.583847] [INFO ] [LOCAL ] Saved forecast: EVTC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EVTC.txt [2025-12-02T20:31:19.583981] [INFO ] [sig ] [1104/3544] Completed EVTC in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:19.584018] [INFO ] [sig ] [1105/3544] Forecasting EVTL... [2025-12-02T20:31:19.584046] [INFO ] [sig ] Generating forecast for: EVTL [2025-12-02T20:31:19.584074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-12-02T20:31:19.595985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVTL'. [2025-12-02T20:31:19.596294] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-12-02T20:31:19.597167] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-12-02T20:31:19.597218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:19.597249] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:19.597275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:19.597330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:19.657045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:19.657964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:19.658066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:19.658113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:19.789663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:19.789849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:19.789896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:19.789924] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:19.793523] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=90.41%) [2025-12-02T20:31:19.793880] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-12-02T20:31:19.794029] [INFO ] [sig ] EVTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:19.930615] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EVTL.txt [2025-12-02T20:31:19.930772] [INFO ] [sig ] [1105/3544] Completed EVTL in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:19.930819] [INFO ] [sig ] [1106/3544] Forecasting EWBC... [2025-12-02T20:31:19.930849] [INFO ] [sig ] Generating forecast for: EWBC [2025-12-02T20:31:19.930878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'. [2025-12-02T20:31:19.942799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWBC'. [2025-12-02T20:31:19.943089] [INFO ] [FORECASTER] Starting predict_future for EWBC [2025-12-02T20:31:19.943957] [DEBUG] [LOCAL ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt [2025-12-02T20:31:19.944016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:19.944059] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:19.944087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:19.944144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:20.001208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:20.002114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:20.002203] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:20.002234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:20.122507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:20.122673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:20.122713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:20.122741] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:20.125969] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=39.14%) [2025-12-02T20:31:20.126229] [INFO ] [FORECASTER] Completed predict_future for EWBC [2025-12-02T20:31:20.126347] [INFO ] [sig ] EWBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:20.263646] [INFO ] [LOCAL ] Saved forecast: EWBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EWBC.txt [2025-12-02T20:31:20.263791] [INFO ] [sig ] [1106/3544] Completed EWBC in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:20.263829] [INFO ] [sig ] [1107/3544] Forecasting EWCZ... [2025-12-02T20:31:20.263856] [INFO ] [sig ] Generating forecast for: EWCZ [2025-12-02T20:31:20.263885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'. [2025-12-02T20:31:20.275772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'. [2025-12-02T20:31:20.276163] [INFO ] [FORECASTER] Starting predict_future for EWCZ [2025-12-02T20:31:20.276956] [DEBUG] [LOCAL ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt [2025-12-02T20:31:20.277005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:20.277035] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:20.277060] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:20.277114] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:20.332053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:20.332927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:20.333010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:20.333041] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:20.448717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:20.448840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:20.448876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:20.448902] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:20.451989] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=89.71%) [2025-12-02T20:31:20.452241] [INFO ] [FORECASTER] Completed predict_future for EWCZ [2025-12-02T20:31:20.452355] [INFO ] [sig ] EWCZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:20.588912] [INFO ] [LOCAL ] Saved forecast: EWCZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EWCZ.txt [2025-12-02T20:31:20.589017] [INFO ] [sig ] [1107/3544] Completed EWCZ in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:20.589052] [INFO ] [sig ] [1108/3544] Forecasting EWTX... [2025-12-02T20:31:20.589079] [INFO ] [sig ] Generating forecast for: EWTX [2025-12-02T20:31:20.589108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'. [2025-12-02T20:31:20.600926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWTX'. [2025-12-02T20:31:20.601270] [INFO ] [FORECASTER] Starting predict_future for EWTX [2025-12-02T20:31:20.602081] [DEBUG] [LOCAL ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt [2025-12-02T20:31:20.602130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:20.602160] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:20.602185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:20.602240] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:20.657466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:20.658110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:20.658210] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:20.658241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:20.776598] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:20.776754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:20.776799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:20.776833] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:20.780130] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=92.53%) [2025-12-02T20:31:20.780390] [INFO ] [FORECASTER] Completed predict_future for EWTX [2025-12-02T20:31:20.780510] [INFO ] [sig ] EWTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:20.919175] [INFO ] [LOCAL ] Saved forecast: EWTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EWTX.txt [2025-12-02T20:31:20.919330] [INFO ] [sig ] [1108/3544] Completed EWTX in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:20.919370] [INFO ] [sig ] [1109/3544] Forecasting EWZS... [2025-12-02T20:31:20.919401] [INFO ] [sig ] Generating forecast for: EWZS [2025-12-02T20:31:20.919431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'. [2025-12-02T20:31:20.931062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWZS'. [2025-12-02T20:31:20.931377] [INFO ] [FORECASTER] Starting predict_future for EWZS [2025-12-02T20:31:20.932185] [DEBUG] [LOCAL ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt [2025-12-02T20:31:20.932235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:20.932268] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:20.932295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:20.932353] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:20.990367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:20.991201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:20.991285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:20.991317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:21.114629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:21.114778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:21.114816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:21.114842] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:21.118123] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=48.84%) [2025-12-02T20:31:21.118390] [INFO ] [FORECASTER] Completed predict_future for EWZS [2025-12-02T20:31:21.118512] [INFO ] [sig ] EWZS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:21.261993] [INFO ] [LOCAL ] Saved forecast: EWZS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EWZS.txt [2025-12-02T20:31:21.262130] [INFO ] [sig ] [1109/3544] Completed EWZS in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:21.262183] [INFO ] [sig ] [1110/3544] Forecasting EXAS... [2025-12-02T20:31:21.262212] [INFO ] [sig ] Generating forecast for: EXAS [2025-12-02T20:31:21.262241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'. [2025-12-02T20:31:21.275081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXAS'. [2025-12-02T20:31:21.275393] [INFO ] [FORECASTER] Starting predict_future for EXAS [2025-12-02T20:31:21.276176] [DEBUG] [LOCAL ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt [2025-12-02T20:31:21.276224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:21.276254] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:21.276279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:21.276332] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:21.332027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:21.333078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:21.333185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:21.333219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:21.457162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:21.457315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:21.457356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:21.457383] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:21.460778] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=10.10%) [2025-12-02T20:31:21.461047] [INFO ] [FORECASTER] Completed predict_future for EXAS [2025-12-02T20:31:21.461169] [INFO ] [sig ] EXAS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:21.598246] [INFO ] [LOCAL ] Saved forecast: EXAS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EXAS.txt [2025-12-02T20:31:21.598382] [INFO ] [sig ] [1110/3544] Completed EXAS in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:21.598419] [INFO ] [sig ] [1111/3544] Forecasting EXC... [2025-12-02T20:31:21.598447] [INFO ] [sig ] Generating forecast for: EXC [2025-12-02T20:31:21.598475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'. [2025-12-02T20:31:21.610470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXC'. [2025-12-02T20:31:21.610809] [INFO ] [FORECASTER] Starting predict_future for EXC [2025-12-02T20:31:21.611619] [DEBUG] [LOCAL ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt [2025-12-02T20:31:21.611677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:21.611709] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:21.611738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:21.611805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:21.670088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:21.670784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:21.670867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:21.670898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:21.792490] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:21.792661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:21.792700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:21.792729] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:21.796017] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=74.73%) [2025-12-02T20:31:21.796305] [INFO ] [FORECASTER] Completed predict_future for EXC [2025-12-02T20:31:21.796454] [INFO ] [sig ] EXC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:21.936659] [INFO ] [LOCAL ] Saved forecast: EXC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EXC.txt [2025-12-02T20:31:21.936868] [INFO ] [sig ] [1111/3544] Completed EXC in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:21.936917] [INFO ] [sig ] [1112/3544] Forecasting EXEL... [2025-12-02T20:31:21.936952] [INFO ] [sig ] Generating forecast for: EXEL [2025-12-02T20:31:21.936991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'. [2025-12-02T20:31:21.948986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXEL'. [2025-12-02T20:31:21.949348] [INFO ] [FORECASTER] Starting predict_future for EXEL [2025-12-02T20:31:21.950213] [DEBUG] [LOCAL ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt [2025-12-02T20:31:21.950266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:21.950297] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:21.950324] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:21.950379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:22.009518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:22.010360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:22.010442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:22.010475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:22.135283] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:22.135447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:22.135493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:22.135521] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:22.138875] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=78.22%) [2025-12-02T20:31:22.139137] [INFO ] [FORECASTER] Completed predict_future for EXEL [2025-12-02T20:31:22.139256] [INFO ] [sig ] EXEL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:22.274930] [INFO ] [LOCAL ] Saved forecast: EXEL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EXEL.txt [2025-12-02T20:31:22.275048] [INFO ] [sig ] [1112/3544] Completed EXEL in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:22.275084] [INFO ] [sig ] [1113/3544] Forecasting EXFY... [2025-12-02T20:31:22.275112] [INFO ] [sig ] Generating forecast for: EXFY [2025-12-02T20:31:22.275140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'. [2025-12-02T20:31:22.287069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXFY'. [2025-12-02T20:31:22.287455] [INFO ] [FORECASTER] Starting predict_future for EXFY [2025-12-02T20:31:22.288306] [DEBUG] [LOCAL ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt [2025-12-02T20:31:22.288356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:22.288387] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:22.288412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:22.288466] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:22.344843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:22.345733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:22.345830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:22.345863] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:22.467101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:22.467249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:22.467304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:22.467332] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:22.470691] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=71.61%) [2025-12-02T20:31:22.470982] [INFO ] [FORECASTER] Completed predict_future for EXFY [2025-12-02T20:31:22.471109] [INFO ] [sig ] EXFY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:22.614008] [INFO ] [LOCAL ] Saved forecast: EXFY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EXFY.txt [2025-12-02T20:31:22.614159] [INFO ] [sig ] [1113/3544] Completed EXFY in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:22.614197] [INFO ] [sig ] [1114/3544] Forecasting EXG... [2025-12-02T20:31:22.614226] [INFO ] [sig ] Generating forecast for: EXG [2025-12-02T20:31:22.614255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-12-02T20:31:22.625721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXG'. [2025-12-02T20:31:22.626039] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-12-02T20:31:22.626890] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-12-02T20:31:22.626942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:22.626975] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:22.627002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:22.627058] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:22.691493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:22.692253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:22.692334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:22.692368] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:22.811240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:22.811373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:22.811411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:22.811439] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:22.814673] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=46.44%) [2025-12-02T20:31:22.814929] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-12-02T20:31:22.815044] [INFO ] [sig ] EXG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:22.951927] [INFO ] [LOCAL ] Saved forecast: EXG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EXG.txt [2025-12-02T20:31:22.952069] [INFO ] [sig ] [1114/3544] Completed EXG in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:22.952106] [INFO ] [sig ] [1115/3544] Forecasting EXK... [2025-12-02T20:31:22.952135] [INFO ] [sig ] Generating forecast for: EXK [2025-12-02T20:31:22.952163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-12-02T20:31:22.964480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXK'. [2025-12-02T20:31:22.964894] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-12-02T20:31:22.965685] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-12-02T20:31:22.965733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:22.965791] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:22.965818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:22.965873] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:23.023949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:23.024881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:23.024975] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:23.025006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:23.140489] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:23.140659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:23.140699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:23.140726] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:23.144002] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=11.16%) [2025-12-02T20:31:23.144262] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-12-02T20:31:23.144382] [INFO ] [sig ] EXK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:23.281070] [INFO ] [LOCAL ] Saved forecast: EXK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EXK.txt [2025-12-02T20:31:23.281219] [INFO ] [sig ] [1115/3544] Completed EXK in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:23.281256] [INFO ] [sig ] [1116/3544] Forecasting EXLS... [2025-12-02T20:31:23.281284] [INFO ] [sig ] Generating forecast for: EXLS [2025-12-02T20:31:23.281312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'. [2025-12-02T20:31:23.292711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXLS'. [2025-12-02T20:31:23.292995] [INFO ] [FORECASTER] Starting predict_future for EXLS [2025-12-02T20:31:23.293745] [DEBUG] [LOCAL ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt [2025-12-02T20:31:23.293792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:23.293822] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:23.293847] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:23.293901] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:23.349797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:23.350656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:23.350746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:23.350785] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:23.473245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:23.473384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:23.473424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:23.473450] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:23.476692] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=96.07%) [2025-12-02T20:31:23.476950] [INFO ] [FORECASTER] Completed predict_future for EXLS [2025-12-02T20:31:23.477064] [INFO ] [sig ] EXLS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:23.612386] [INFO ] [LOCAL ] Saved forecast: EXLS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EXLS.txt [2025-12-02T20:31:23.612493] [INFO ] [sig ] [1116/3544] Completed EXLS in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:23.612529] [INFO ] [sig ] [1117/3544] Forecasting EXP... [2025-12-02T20:31:23.612558] [INFO ] [sig ] Generating forecast for: EXP [2025-12-02T20:31:23.612606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-12-02T20:31:23.623815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXP'. [2025-12-02T20:31:23.624083] [INFO ] [FORECASTER] Starting predict_future for EXP [2025-12-02T20:31:23.624841] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-12-02T20:31:23.624889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:23.624929] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:23.624956] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:23.625009] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:23.680142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:23.680987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:23.681068] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:23.681098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:23.796028] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:23.796177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:23.796214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:23.796241] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:23.799489] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=99.58%) [2025-12-02T20:31:23.799777] [INFO ] [FORECASTER] Completed predict_future for EXP [2025-12-02T20:31:23.799912] [INFO ] [sig ] EXP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:23.935736] [INFO ] [LOCAL ] Saved forecast: EXP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EXP.txt [2025-12-02T20:31:23.935853] [INFO ] [sig ] [1117/3544] Completed EXP in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.6m [2025-12-02T20:31:23.935889] [INFO ] [sig ] [1118/3544] Forecasting EXPD... [2025-12-02T20:31:23.935917] [INFO ] [sig ] Generating forecast for: EXPD [2025-12-02T20:31:23.935946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-12-02T20:31:23.948156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPD'. [2025-12-02T20:31:23.948502] [INFO ] [FORECASTER] Starting predict_future for EXPD [2025-12-02T20:31:23.949328] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-12-02T20:31:23.949376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:23.949406] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:23.949431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:23.949486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:24.005983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:24.006881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:24.006965] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:24.006996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:24.125982] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:24.126137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:24.126179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:24.126239] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:24.129720] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=17.54%) [2025-12-02T20:31:24.129990] [INFO ] [FORECASTER] Completed predict_future for EXPD [2025-12-02T20:31:24.130111] [INFO ] [sig ] EXPD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:24.274257] [INFO ] [LOCAL ] Saved forecast: EXPD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EXPD.txt [2025-12-02T20:31:24.274396] [INFO ] [sig ] [1118/3544] Completed EXPD in 0.3s | 2.98 sym/s | Total: 6.2m | ETA: 13.5m [2025-12-02T20:31:24.274434] [INFO ] [sig ] [1119/3544] Forecasting EXPE... [2025-12-02T20:31:24.274463] [INFO ] [sig ] Generating forecast for: EXPE [2025-12-02T20:31:24.274491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'. [2025-12-02T20:31:24.286149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPE'. [2025-12-02T20:31:24.286525] [INFO ] [FORECASTER] Starting predict_future for EXPE [2025-12-02T20:31:24.287325] [DEBUG] [LOCAL ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt [2025-12-02T20:31:24.287375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:24.287406] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:24.287432] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:24.287488] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:24.344883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:24.345543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:24.345637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:24.345669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:24.470962] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:24.471109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:24.471150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:24.471176] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:24.474501] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=89.26%) [2025-12-02T20:31:24.474781] [INFO ] [FORECASTER] Completed predict_future for EXPE [2025-12-02T20:31:24.474899] [INFO ] [sig ] EXPE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:24.621957] [INFO ] [LOCAL ] Saved forecast: EXPE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/EXPE.txt [2025-12-02T20:31:24.622104] [INFO ] [sig ] [1119/3544] Completed EXPE in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:24.622150] [INFO ] [sig ] [1120/3544] Forecasting EXPI... [2025-12-02T20:31:24.622180] [INFO ] [sig ] Generating forecast for: EXPI [2025-12-02T20:31:24.622208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'. [2025-12-02T20:31:24.637347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPI'. [2025-12-02T20:31:24.637789] [INFO ] [FORECASTER] Starting predict_future for EXPI [2025-12-02T20:31:24.638823] [DEBUG] [LOCAL ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt [2025-12-02T20:31:24.638884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:24.638927] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:24.638962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:24.639040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:24.704413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:24.705264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:24.705346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:24.705378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:24.822442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:24.822614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:24.822655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:24.822684] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:24.825990] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=5.43%) [2025-12-02T20:31:24.826264] [INFO ] [FORECASTER] Completed predict_future for EXPI [2025-12-02T20:31:24.826386] [INFO ] [sig ] EXPI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:24.965056] [INFO ] [LOCAL ] Saved forecast: EXPI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EXPI.txt [2025-12-02T20:31:24.965175] [INFO ] [sig ] [1120/3544] Completed EXPI in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:24.965212] [INFO ] [sig ] [1121/3544] Forecasting EXPO... [2025-12-02T20:31:24.965246] [INFO ] [sig ] Generating forecast for: EXPO [2025-12-02T20:31:24.965276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'. [2025-12-02T20:31:24.977086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPO'. [2025-12-02T20:31:24.977406] [INFO ] [FORECASTER] Starting predict_future for EXPO [2025-12-02T20:31:24.978234] [DEBUG] [LOCAL ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt [2025-12-02T20:31:24.978283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:24.978313] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:24.978338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:24.978392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:25.033232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:25.033907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:25.033985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:25.034016] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:25.150442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:25.150606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:25.150647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:25.150673] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:25.153917] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=17.41%) [2025-12-02T20:31:25.154179] [INFO ] [FORECASTER] Completed predict_future for EXPO [2025-12-02T20:31:25.154295] [INFO ] [sig ] EXPO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:25.289632] [INFO ] [LOCAL ] Saved forecast: EXPO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EXPO.txt [2025-12-02T20:31:25.289772] [INFO ] [sig ] [1121/3544] Completed EXPO in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:25.289817] [INFO ] [sig ] [1122/3544] Forecasting EYE... [2025-12-02T20:31:25.289852] [INFO ] [sig ] Generating forecast for: EYE [2025-12-02T20:31:25.289886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'. [2025-12-02T20:31:25.301346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EYE'. [2025-12-02T20:31:25.301648] [INFO ] [FORECASTER] Starting predict_future for EYE [2025-12-02T20:31:25.302401] [DEBUG] [LOCAL ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt [2025-12-02T20:31:25.302449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:25.302478] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:25.302503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:25.302557] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:25.357679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:25.358373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:25.358448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:25.358478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:25.475360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:25.475504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:25.475543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:25.475586] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:25.478811] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=41.71%) [2025-12-02T20:31:25.479071] [INFO ] [FORECASTER] Completed predict_future for EYE [2025-12-02T20:31:25.479184] [INFO ] [sig ] EYE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:25.621281] [INFO ] [LOCAL ] Saved forecast: EYE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EYE.txt [2025-12-02T20:31:25.621420] [INFO ] [sig ] [1122/3544] Completed EYE in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:25.621459] [INFO ] [sig ] [1123/3544] Forecasting EZGO... [2025-12-02T20:31:25.621488] [INFO ] [sig ] Generating forecast for: EZGO [2025-12-02T20:31:25.621518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'. [2025-12-02T20:31:25.635997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EZGO'. [2025-12-02T20:31:25.636413] [INFO ] [FORECASTER] Starting predict_future for EZGO [2025-12-02T20:31:25.637444] [DEBUG] [LOCAL ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt [2025-12-02T20:31:25.637507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:25.637555] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:25.637611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:25.637690] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:25.702291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:25.703104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:25.703183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:25.703215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:25.815255] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:25.815382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:25.815421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:25.815447] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:25.818712] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=2.76%) [2025-12-02T20:31:25.819001] [INFO ] [FORECASTER] Completed predict_future for EZGO [2025-12-02T20:31:25.819119] [INFO ] [sig ] EZGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:25.956483] [INFO ] [LOCAL ] Saved forecast: EZGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/EZGO.txt [2025-12-02T20:31:25.956656] [INFO ] [sig ] [1123/3544] Completed EZGO in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:25.956696] [INFO ] [sig ] [1124/3544] Forecasting F... [2025-12-02T20:31:25.956725] [INFO ] [sig ] Generating forecast for: F [2025-12-02T20:31:25.956754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-12-02T20:31:25.968363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'F'. [2025-12-02T20:31:25.968669] [INFO ] [FORECASTER] Starting predict_future for F [2025-12-02T20:31:25.969421] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-12-02T20:31:25.969469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:25.969499] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:25.969524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:25.969595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:26.025939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:26.026655] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:26.026734] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:26.026767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:26.144863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:26.144999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:26.145036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:26.145077] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:26.148285] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-12-02T20:31:26.148539] [INFO ] [FORECASTER] Completed predict_future for F [2025-12-02T20:31:26.148674] [INFO ] [sig ] F: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:26.289152] [INFO ] [LOCAL ] Saved forecast: F 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/F.txt [2025-12-02T20:31:26.289272] [INFO ] [sig ] [1124/3544] Completed F in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:26.289309] [INFO ] [sig ] [1125/3544] Forecasting FA... [2025-12-02T20:31:26.289337] [INFO ] [sig ] Generating forecast for: FA [2025-12-02T20:31:26.289365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'. [2025-12-02T20:31:26.305071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FA'. [2025-12-02T20:31:26.305526] [INFO ] [FORECASTER] Starting predict_future for FA [2025-12-02T20:31:26.306671] [DEBUG] [LOCAL ] No optimal features file found for FA: ./output/feature-sets/FA.txt [2025-12-02T20:31:26.306733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:26.306776] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:26.306820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:26.306903] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:26.368338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:26.369379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:26.369491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:26.369597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:26.495759] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:26.495912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:26.495952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:26.495980] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:26.499867] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=55.66%) [2025-12-02T20:31:26.500132] [INFO ] [FORECASTER] Completed predict_future for FA [2025-12-02T20:31:26.500256] [INFO ] [sig ] FA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:26.638695] [INFO ] [LOCAL ] Saved forecast: FA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FA.txt [2025-12-02T20:31:26.638819] [INFO ] [sig ] [1125/3544] Completed FA in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:26.638856] [INFO ] [sig ] [1126/3544] Forecasting FAF... [2025-12-02T20:31:26.638884] [INFO ] [sig ] Generating forecast for: FAF [2025-12-02T20:31:26.638913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-12-02T20:31:26.650349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FAF'. [2025-12-02T20:31:26.650646] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-12-02T20:31:26.651395] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-12-02T20:31:26.651443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:26.651474] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:26.651499] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:26.651553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:26.707259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:26.708043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:26.708123] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:26.708156] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:26.824873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:26.825026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:26.825068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:26.825095] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:26.828540] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=5.08%) [2025-12-02T20:31:26.828857] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-12-02T20:31:26.828997] [INFO ] [sig ] FAF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:26.969316] [INFO ] [LOCAL ] Saved forecast: FAF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FAF.txt [2025-12-02T20:31:26.969453] [INFO ] [sig ] [1126/3544] Completed FAF in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:26.969490] [INFO ] [sig ] [1127/3544] Forecasting FALN... [2025-12-02T20:31:26.969518] [INFO ] [sig ] Generating forecast for: FALN [2025-12-02T20:31:26.969545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'. [2025-12-02T20:31:26.984191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FALN'. [2025-12-02T20:31:26.984693] [INFO ] [FORECASTER] Starting predict_future for FALN [2025-12-02T20:31:26.985807] [DEBUG] [LOCAL ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt [2025-12-02T20:31:26.985875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:26.985921] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:26.985955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:26.986027] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:27.051770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:27.052719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:27.052826] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:27.052858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:27.173562] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:27.173728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:27.173769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:27.173795] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:27.177037] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=9.42%) [2025-12-02T20:31:27.177295] [INFO ] [FORECASTER] Completed predict_future for FALN [2025-12-02T20:31:27.177411] [INFO ] [sig ] FALN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:27.313150] [INFO ] [LOCAL ] Saved forecast: FALN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FALN.txt [2025-12-02T20:31:27.313268] [INFO ] [sig ] [1127/3544] Completed FALN in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:27.313304] [INFO ] [sig ] [1128/3544] Forecasting FANG... [2025-12-02T20:31:27.313332] [INFO ] [sig ] Generating forecast for: FANG [2025-12-02T20:31:27.313361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'. [2025-12-02T20:31:27.325808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FANG'. [2025-12-02T20:31:27.326206] [INFO ] [FORECASTER] Starting predict_future for FANG [2025-12-02T20:31:27.327020] [DEBUG] [LOCAL ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt [2025-12-02T20:31:27.327070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:27.327101] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:27.327128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:27.327194] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:27.385087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:27.385936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:27.386016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:27.386047] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:27.508038] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:27.508190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:27.508230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:27.508257] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:27.511562] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=62.34%) [2025-12-02T20:31:27.511841] [INFO ] [FORECASTER] Completed predict_future for FANG [2025-12-02T20:31:27.511958] [INFO ] [sig ] FANG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:27.650909] [INFO ] [LOCAL ] Saved forecast: FANG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FANG.txt [2025-12-02T20:31:27.651092] [INFO ] [sig ] [1128/3544] Completed FANG in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:27.651130] [INFO ] [sig ] [1129/3544] Forecasting FARM... [2025-12-02T20:31:27.651158] [INFO ] [sig ] Generating forecast for: FARM [2025-12-02T20:31:27.651186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'. [2025-12-02T20:31:27.662851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FARM'. [2025-12-02T20:31:27.663211] [INFO ] [FORECASTER] Starting predict_future for FARM [2025-12-02T20:31:27.663991] [DEBUG] [LOCAL ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt [2025-12-02T20:31:27.664039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:27.664070] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:27.664096] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:27.664150] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:27.721876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:27.722773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:27.722855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:27.722886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:27.842608] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:27.842772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:27.842818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:27.842848] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:27.846708] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=15.95%) [2025-12-02T20:31:27.847008] [INFO ] [FORECASTER] Completed predict_future for FARM [2025-12-02T20:31:27.847146] [INFO ] [sig ] FARM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:27.984810] [INFO ] [LOCAL ] Saved forecast: FARM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FARM.txt [2025-12-02T20:31:27.984967] [INFO ] [sig ] [1129/3544] Completed FARM in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:27.985005] [INFO ] [sig ] [1130/3544] Forecasting FBIN... [2025-12-02T20:31:27.985032] [INFO ] [sig ] Generating forecast for: FBIN [2025-12-02T20:31:27.985060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-12-02T20:31:28.000174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIN'. [2025-12-02T20:31:28.000602] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-12-02T20:31:28.001567] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-12-02T20:31:28.001661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:28.001704] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:28.001741] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:28.001821] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:28.064364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:28.065434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:28.065516] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:28.065548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:28.227778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:28.227981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:28.228042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:28.228085] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:28.232997] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=42.46%) [2025-12-02T20:31:28.233376] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-12-02T20:31:28.233548] [INFO ] [sig ] FBIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:28.447296] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FBIN.txt [2025-12-02T20:31:28.447515] [INFO ] [sig ] [1130/3544] Completed FBIN in 0.5s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:28.447600] [INFO ] [sig ] [1131/3544] Forecasting FBIO... [2025-12-02T20:31:28.447654] [INFO ] [sig ] Generating forecast for: FBIO [2025-12-02T20:31:28.447704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'. [2025-12-02T20:31:28.461101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIO'. [2025-12-02T20:31:28.461504] [INFO ] [FORECASTER] Starting predict_future for FBIO [2025-12-02T20:31:28.462371] [DEBUG] [LOCAL ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt [2025-12-02T20:31:28.462421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:28.462454] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:28.462479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:28.462534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:28.519692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:28.520629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:28.520714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:28.520746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:28.675379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:28.675546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:28.675613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:28.675645] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:28.679261] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=17.71%) [2025-12-02T20:31:28.679661] [INFO ] [FORECASTER] Completed predict_future for FBIO [2025-12-02T20:31:28.679816] [INFO ] [sig ] FBIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:28.861741] [INFO ] [LOCAL ] Saved forecast: FBIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FBIO.txt [2025-12-02T20:31:28.861961] [INFO ] [sig ] [1131/3544] Completed FBIO in 0.4s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:28.862025] [INFO ] [sig ] [1132/3544] Forecasting FBIZ... [2025-12-02T20:31:28.862075] [INFO ] [sig ] Generating forecast for: FBIZ [2025-12-02T20:31:28.862121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'. [2025-12-02T20:31:28.876515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'. [2025-12-02T20:31:28.877106] [INFO ] [FORECASTER] Starting predict_future for FBIZ [2025-12-02T20:31:28.878158] [DEBUG] [LOCAL ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt [2025-12-02T20:31:28.878212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:28.878289] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:28.878325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:28.878407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:28.937979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:28.939412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:28.939632] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:28.939683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:29.105045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:29.105246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:29.105312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:29.105359] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:29.110636] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=3.45%) [2025-12-02T20:31:29.111055] [INFO ] [FORECASTER] Completed predict_future for FBIZ [2025-12-02T20:31:29.111244] [INFO ] [sig ] FBIZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:29.259222] [INFO ] [LOCAL ] Saved forecast: FBIZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FBIZ.txt [2025-12-02T20:31:29.259389] [INFO ] [sig ] [1132/3544] Completed FBIZ in 0.4s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:29.259429] [INFO ] [sig ] [1133/3544] Forecasting FBK... [2025-12-02T20:31:29.259459] [INFO ] [sig ] Generating forecast for: FBK [2025-12-02T20:31:29.259489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-12-02T20:31:29.273186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBK'. [2025-12-02T20:31:29.273666] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-12-02T20:31:29.274663] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-12-02T20:31:29.274723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:29.274760] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:29.274790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:29.274858] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:29.338723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:29.339691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:29.339797] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:29.339831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:29.459621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:29.459784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:29.459827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:29.459858] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:29.463257] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=4.75%) [2025-12-02T20:31:29.463541] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-12-02T20:31:29.463694] [INFO ] [sig ] FBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:29.601798] [INFO ] [LOCAL ] Saved forecast: FBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FBK.txt [2025-12-02T20:31:29.601966] [INFO ] [sig ] [1133/3544] Completed FBK in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:29.602005] [INFO ] [sig ] [1134/3544] Forecasting FBL... [2025-12-02T20:31:29.602033] [INFO ] [sig ] Generating forecast for: FBL [2025-12-02T20:31:29.602061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'. [2025-12-02T20:31:29.613873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBL'. [2025-12-02T20:31:29.614236] [INFO ] [FORECASTER] Starting predict_future for FBL [2025-12-02T20:31:29.615048] [DEBUG] [LOCAL ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt [2025-12-02T20:31:29.615098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:29.615131] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:29.615158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:29.615213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:29.671764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:29.672659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:29.672746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:29.672777] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:29.799065] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:29.799220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:29.799263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:29.799291] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:29.802991] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=64.56%) [2025-12-02T20:31:29.803277] [INFO ] [FORECASTER] Completed predict_future for FBL [2025-12-02T20:31:29.803403] [INFO ] [sig ] FBL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:29.952312] [INFO ] [LOCAL ] Saved forecast: FBL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FBL.txt [2025-12-02T20:31:29.952438] [INFO ] [sig ] [1134/3544] Completed FBL in 0.4s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:29.952474] [INFO ] [sig ] [1135/3544] Forecasting FBNC... [2025-12-02T20:31:29.952504] [INFO ] [sig ] Generating forecast for: FBNC [2025-12-02T20:31:29.952532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'. [2025-12-02T20:31:29.963063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBNC'. [2025-12-02T20:31:29.963337] [INFO ] [FORECASTER] Starting predict_future for FBNC [2025-12-02T20:31:29.964158] [DEBUG] [LOCAL ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt [2025-12-02T20:31:29.964209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:29.964241] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:29.964268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:29.964325] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:30.019900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:30.020568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:30.020660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:30.020692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:30.136353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:30.136499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:30.136539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:30.136615] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:30.139856] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=78.28%) [2025-12-02T20:31:30.140130] [INFO ] [FORECASTER] Completed predict_future for FBNC [2025-12-02T20:31:30.140245] [INFO ] [sig ] FBNC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:30.274951] [INFO ] [LOCAL ] Saved forecast: FBNC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FBNC.txt [2025-12-02T20:31:30.275052] [INFO ] [sig ] [1135/3544] Completed FBNC in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:30.275087] [INFO ] [sig ] [1136/3544] Forecasting FBP... [2025-12-02T20:31:30.275114] [INFO ] [sig ] Generating forecast for: FBP [2025-12-02T20:31:30.275143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-12-02T20:31:30.287029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBP'. [2025-12-02T20:31:30.287280] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-12-02T20:31:30.288065] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-12-02T20:31:30.288114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:30.288143] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:30.288168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:30.288222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:30.343315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:30.343924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:30.344012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:30.344050] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:30.462897] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:30.462995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:30.463029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:30.463054] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:30.466448] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=12.53%) [2025-12-02T20:31:30.466716] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-12-02T20:31:30.466830] [INFO ] [sig ] FBP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:30.605749] [INFO ] [LOCAL ] Saved forecast: FBP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FBP.txt [2025-12-02T20:31:30.605854] [INFO ] [sig ] [1136/3544] Completed FBP in 0.3s | 2.98 sym/s | Total: 6.3m | ETA: 13.5m [2025-12-02T20:31:30.605893] [INFO ] [sig ] [1137/3544] Forecasting FC... [2025-12-02T20:31:30.605928] [INFO ] [sig ] Generating forecast for: FC [2025-12-02T20:31:30.605962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-12-02T20:31:30.617184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FC'. [2025-12-02T20:31:30.617438] [INFO ] [FORECASTER] Starting predict_future for FC [2025-12-02T20:31:30.618220] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-12-02T20:31:30.618269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:30.618298] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:30.618323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:30.618378] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:30.673909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:30.674485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:30.674559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:30.674608] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:30.798524] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:30.798644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:30.798698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:30.798726] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:30.801868] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=88.47%) [2025-12-02T20:31:30.802121] [INFO ] [FORECASTER] Completed predict_future for FC [2025-12-02T20:31:30.802236] [INFO ] [sig ] FC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:30.939232] [INFO ] [LOCAL ] Saved forecast: FC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FC.txt [2025-12-02T20:31:30.939334] [INFO ] [sig ] [1137/3544] Completed FC in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.5m [2025-12-02T20:31:30.939369] [INFO ] [sig ] [1138/3544] Forecasting FCAL... [2025-12-02T20:31:30.939397] [INFO ] [sig ] Generating forecast for: FCAL [2025-12-02T20:31:30.939426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'. [2025-12-02T20:31:30.950038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCAL'. [2025-12-02T20:31:30.950293] [INFO ] [FORECASTER] Starting predict_future for FCAL [2025-12-02T20:31:30.951052] [DEBUG] [LOCAL ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt [2025-12-02T20:31:30.951100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:30.951130] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:30.951155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:30.951209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:31.006158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:31.006810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:31.006886] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:31.006916] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:31.112535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:31.112657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:31.112692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:31.112718] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:31.115754] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=64.16%) [2025-12-02T20:31:31.116004] [INFO ] [FORECASTER] Completed predict_future for FCAL [2025-12-02T20:31:31.116118] [INFO ] [sig ] FCAL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:31.251529] [INFO ] [LOCAL ] Saved forecast: FCAL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FCAL.txt [2025-12-02T20:31:31.251649] [INFO ] [sig ] [1138/3544] Completed FCAL in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:31.251686] [INFO ] [sig ] [1139/3544] Forecasting FCBC... [2025-12-02T20:31:31.251713] [INFO ] [sig ] Generating forecast for: FCBC [2025-12-02T20:31:31.251740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'. [2025-12-02T20:31:31.263025] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCBC'. [2025-12-02T20:31:31.263280] [INFO ] [FORECASTER] Starting predict_future for FCBC [2025-12-02T20:31:31.264051] [DEBUG] [LOCAL ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt [2025-12-02T20:31:31.264099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:31.264129] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:31.264155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:31.264209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:31.319385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:31.319987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:31.320066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:31.320101] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:31.439266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:31.439377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:31.439412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:31.439440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:31.442546] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=37.03%) [2025-12-02T20:31:31.442813] [INFO ] [FORECASTER] Completed predict_future for FCBC [2025-12-02T20:31:31.442930] [INFO ] [sig ] FCBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:31.580171] [INFO ] [LOCAL ] Saved forecast: FCBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FCBC.txt [2025-12-02T20:31:31.580287] [INFO ] [sig ] [1139/3544] Completed FCBC in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:31.580323] [INFO ] [sig ] [1140/3544] Forecasting FCCO... [2025-12-02T20:31:31.580350] [INFO ] [sig ] Generating forecast for: FCCO [2025-12-02T20:31:31.580378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'. [2025-12-02T20:31:31.591282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCCO'. [2025-12-02T20:31:31.591552] [INFO ] [FORECASTER] Starting predict_future for FCCO [2025-12-02T20:31:31.592317] [DEBUG] [LOCAL ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt [2025-12-02T20:31:31.592366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:31.592395] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:31.592420] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:31.592474] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:31.648498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:31.649094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:31.649172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:31.649202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:31.768277] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:31.768371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:31.768408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:31.768435] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:31.771700] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=41.00%) [2025-12-02T20:31:31.771961] [INFO ] [FORECASTER] Completed predict_future for FCCO [2025-12-02T20:31:31.772079] [INFO ] [sig ] FCCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:31.908696] [INFO ] [LOCAL ] Saved forecast: FCCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FCCO.txt [2025-12-02T20:31:31.908831] [INFO ] [sig ] [1140/3544] Completed FCCO in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:31.908867] [INFO ] [sig ] [1141/3544] Forecasting FCEL... [2025-12-02T20:31:31.908895] [INFO ] [sig ] Generating forecast for: FCEL [2025-12-02T20:31:31.908923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'. [2025-12-02T20:31:31.919881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCEL'. [2025-12-02T20:31:31.920162] [INFO ] [FORECASTER] Starting predict_future for FCEL [2025-12-02T20:31:31.920948] [DEBUG] [LOCAL ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt [2025-12-02T20:31:31.920996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:31.921037] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:31.921063] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:31.921117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:31.976096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:31.976713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:31.976787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:31.976817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:32.091401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:32.091529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:32.091584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:32.091613] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:32.094829] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=17.00%) [2025-12-02T20:31:32.095082] [INFO ] [FORECASTER] Completed predict_future for FCEL [2025-12-02T20:31:32.095196] [INFO ] [sig ] FCEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:32.230360] [INFO ] [LOCAL ] Saved forecast: FCEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FCEL.txt [2025-12-02T20:31:32.230483] [INFO ] [sig ] [1141/3544] Completed FCEL in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:32.230518] [INFO ] [sig ] [1142/3544] Forecasting FCF... [2025-12-02T20:31:32.230546] [INFO ] [sig ] Generating forecast for: FCF [2025-12-02T20:31:32.230592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-12-02T20:31:32.241434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCF'. [2025-12-02T20:31:32.241744] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-12-02T20:31:32.242494] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-12-02T20:31:32.242542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:32.242588] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:32.242616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:32.242671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:32.297040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:32.297725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:32.297831] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:32.297862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:32.416984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:32.417104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:32.417141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:32.417168] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:32.420353] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=79.79%) [2025-12-02T20:31:32.420625] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-12-02T20:31:32.420741] [INFO ] [sig ] FCF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:32.557732] [INFO ] [LOCAL ] Saved forecast: FCF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FCF.txt [2025-12-02T20:31:32.557841] [INFO ] [sig ] [1142/3544] Completed FCF in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:32.557895] [INFO ] [sig ] [1143/3544] Forecasting FCFS... [2025-12-02T20:31:32.557927] [INFO ] [sig ] Generating forecast for: FCFS [2025-12-02T20:31:32.557957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'. [2025-12-02T20:31:32.569305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCFS'. [2025-12-02T20:31:32.569601] [INFO ] [FORECASTER] Starting predict_future for FCFS [2025-12-02T20:31:32.570386] [DEBUG] [LOCAL ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt [2025-12-02T20:31:32.570435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:32.570469] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:32.570494] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:32.570548] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:32.628247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:32.628845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:32.628920] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:32.628950] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:32.746141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:32.746289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:32.746327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:32.746354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:32.749652] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=33.84%) [2025-12-02T20:31:32.749907] [INFO ] [FORECASTER] Completed predict_future for FCFS [2025-12-02T20:31:32.750047] [INFO ] [sig ] FCFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:32.886312] [INFO ] [LOCAL ] Saved forecast: FCFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FCFS.txt [2025-12-02T20:31:32.886423] [INFO ] [sig ] [1143/3544] Completed FCFS in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:32.886458] [INFO ] [sig ] [1144/3544] Forecasting FCN... [2025-12-02T20:31:32.886485] [INFO ] [sig ] Generating forecast for: FCN [2025-12-02T20:31:32.886512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-12-02T20:31:32.897597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCN'. [2025-12-02T20:31:32.897859] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-12-02T20:31:32.898692] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-12-02T20:31:32.898740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:32.898770] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:32.898794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:32.898848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:32.954391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:32.955134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:32.955218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:32.955251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:33.072558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:33.072713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:33.072754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:33.072782] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:33.076092] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=79.98%) [2025-12-02T20:31:33.076354] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-12-02T20:31:33.076474] [INFO ] [sig ] FCN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:33.217460] [INFO ] [LOCAL ] Saved forecast: FCN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FCN.txt [2025-12-02T20:31:33.217598] [INFO ] [sig ] [1144/3544] Completed FCN in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:33.217643] [INFO ] [sig ] [1145/3544] Forecasting FCNCA... [2025-12-02T20:31:33.217671] [INFO ] [sig ] Generating forecast for: FCNCA [2025-12-02T20:31:33.217700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'. [2025-12-02T20:31:33.228556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'. [2025-12-02T20:31:33.228840] [INFO ] [FORECASTER] Starting predict_future for FCNCA [2025-12-02T20:31:33.229615] [DEBUG] [LOCAL ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt [2025-12-02T20:31:33.229669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:33.229700] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:33.229725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:33.229779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:33.284374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:33.284988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:33.285062] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:33.285092] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:33.397292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:33.397404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:33.397440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:33.397468] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:33.400646] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=59.18%) [2025-12-02T20:31:33.400897] [INFO ] [FORECASTER] Completed predict_future for FCNCA [2025-12-02T20:31:33.401013] [INFO ] [sig ] FCNCA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:33.536621] [INFO ] [LOCAL ] Saved forecast: FCNCA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FCNCA.txt [2025-12-02T20:31:33.536776] [INFO ] [sig ] [1145/3544] Completed FCNCA in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:33.536822] [INFO ] [sig ] [1146/3544] Forecasting FCNCO... [2025-12-02T20:31:33.536851] [INFO ] [sig ] Generating forecast for: FCNCO [2025-12-02T20:31:33.536880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'. [2025-12-02T20:31:33.547595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'. [2025-12-02T20:31:33.547912] [INFO ] [FORECASTER] Starting predict_future for FCNCO [2025-12-02T20:31:33.548686] [DEBUG] [LOCAL ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt [2025-12-02T20:31:33.548734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:33.548764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:33.548790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:33.548843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:33.604290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:33.604911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:33.604984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:33.605014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:33.703941] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:33.704058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:33.704096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:33.704123] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:33.707305] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=24.17%) [2025-12-02T20:31:33.707563] [INFO ] [FORECASTER] Completed predict_future for FCNCO [2025-12-02T20:31:33.707715] [INFO ] [sig ] FCNCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:33.845305] [INFO ] [LOCAL ] Saved forecast: FCNCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FCNCO.txt [2025-12-02T20:31:33.845424] [INFO ] [sig ] [1146/3544] Completed FCNCO in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:33.845459] [INFO ] [sig ] [1147/3544] Forecasting FCNCP... [2025-12-02T20:31:33.845487] [INFO ] [sig ] Generating forecast for: FCNCP [2025-12-02T20:31:33.845516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'. [2025-12-02T20:31:33.856630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'. [2025-12-02T20:31:33.856944] [INFO ] [FORECASTER] Starting predict_future for FCNCP [2025-12-02T20:31:33.857726] [DEBUG] [LOCAL ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt [2025-12-02T20:31:33.857774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:33.857805] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:33.857831] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:33.857917] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:33.912693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:33.913361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:33.913435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:33.913465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:34.013566] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:34.013713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:34.013749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:34.013776] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:34.016944] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=84.35%) [2025-12-02T20:31:34.017226] [INFO ] [FORECASTER] Completed predict_future for FCNCP [2025-12-02T20:31:34.017343] [INFO ] [sig ] FCNCP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:34.152831] [INFO ] [LOCAL ] Saved forecast: FCNCP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FCNCP.txt [2025-12-02T20:31:34.152939] [INFO ] [sig ] [1147/3544] Completed FCNCP in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:34.152984] [INFO ] [sig ] [1148/3544] Forecasting FCTE... [2025-12-02T20:31:34.153011] [INFO ] [sig ] Generating forecast for: FCTE [2025-12-02T20:31:34.153039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'. [2025-12-02T20:31:34.163518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCTE'. [2025-12-02T20:31:34.163818] [INFO ] [FORECASTER] Starting predict_future for FCTE [2025-12-02T20:31:34.164624] [DEBUG] [LOCAL ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt [2025-12-02T20:31:34.164673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:34.164704] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:34.164729] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:34.164784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:34.220045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:34.220644] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:34.220718] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:34.220748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:34.338136] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:34.338252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:34.338305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:34.338333] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:34.341438] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=5.44%) [2025-12-02T20:31:34.341709] [INFO ] [FORECASTER] Completed predict_future for FCTE [2025-12-02T20:31:34.341824] [INFO ] [sig ] FCTE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:34.477820] [INFO ] [LOCAL ] Saved forecast: FCTE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FCTE.txt [2025-12-02T20:31:34.477992] [INFO ] [sig ] [1148/3544] Completed FCTE in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:34.478052] [INFO ] [sig ] [1149/3544] Forecasting FCX... [2025-12-02T20:31:34.478084] [INFO ] [sig ] Generating forecast for: FCX [2025-12-02T20:31:34.478112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-12-02T20:31:34.489500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCX'. [2025-12-02T20:31:34.489782] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-12-02T20:31:34.490539] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-12-02T20:31:34.490604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:34.490660] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:34.490687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:34.490742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:34.547303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:34.547923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:34.548001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:34.548030] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:34.672808] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:34.672932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:34.672969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:34.672996] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:34.676132] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=68.02%) [2025-12-02T20:31:34.676384] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-12-02T20:31:34.676496] [INFO ] [sig ] FCX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:34.819271] [INFO ] [LOCAL ] Saved forecast: FCX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FCX.txt [2025-12-02T20:31:34.819409] [INFO ] [sig ] [1149/3544] Completed FCX in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:34.819447] [INFO ] [sig ] [1150/3544] Forecasting FDBC... [2025-12-02T20:31:34.819476] [INFO ] [sig ] Generating forecast for: FDBC [2025-12-02T20:31:34.819504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'. [2025-12-02T20:31:34.829163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDBC'. [2025-12-02T20:31:34.829440] [INFO ] [FORECASTER] Starting predict_future for FDBC [2025-12-02T20:31:34.830369] [DEBUG] [LOCAL ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt [2025-12-02T20:31:34.830427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:34.830462] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:34.830489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:34.830546] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:34.887836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:34.888622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:34.888721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:34.888753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:34.981304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:34.981457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:34.981500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:34.981528] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:34.984970] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=14.02%) [2025-12-02T20:31:34.985257] [INFO ] [FORECASTER] Completed predict_future for FDBC [2025-12-02T20:31:34.985398] [INFO ] [sig ] FDBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:35.128155] [INFO ] [LOCAL ] Saved forecast: FDBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FDBC.txt [2025-12-02T20:31:35.128290] [INFO ] [sig ] [1150/3544] Completed FDBC in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:35.128330] [INFO ] [sig ] [1151/3544] Forecasting FDIF... [2025-12-02T20:31:35.128359] [INFO ] [sig ] Generating forecast for: FDIF [2025-12-02T20:31:35.128389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'. [2025-12-02T20:31:35.139640] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIF'. [2025-12-02T20:31:35.139971] [INFO ] [FORECASTER] Starting predict_future for FDIF [2025-12-02T20:31:35.140763] [DEBUG] [LOCAL ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt [2025-12-02T20:31:35.140811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:35.140841] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:35.140866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:35.140919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:35.195704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:35.196276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:35.196351] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:35.196381] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:35.296729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:35.296837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:35.296871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:35.296897] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:35.299955] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=85.89%) [2025-12-02T20:31:35.300238] [INFO ] [FORECASTER] Completed predict_future for FDIF [2025-12-02T20:31:35.300352] [INFO ] [sig ] FDIF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:35.435681] [INFO ] [LOCAL ] Saved forecast: FDIF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FDIF.txt [2025-12-02T20:31:35.435799] [INFO ] [sig ] [1151/3544] Completed FDIF in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:35.435835] [INFO ] [sig ] [1152/3544] Forecasting FDIG... [2025-12-02T20:31:35.435862] [INFO ] [sig ] Generating forecast for: FDIG [2025-12-02T20:31:35.435892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'. [2025-12-02T20:31:35.446666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIG'. [2025-12-02T20:31:35.446924] [INFO ] [FORECASTER] Starting predict_future for FDIG [2025-12-02T20:31:35.447682] [DEBUG] [LOCAL ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt [2025-12-02T20:31:35.447729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:35.447768] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:35.447795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:35.447848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:35.502795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:35.503371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:35.503445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:35.503475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:35.618712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:35.618834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:35.618870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:35.618926] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:35.622076] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=39.13%) [2025-12-02T20:31:35.622329] [INFO ] [FORECASTER] Completed predict_future for FDIG [2025-12-02T20:31:35.622445] [INFO ] [sig ] FDIG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:35.759428] [INFO ] [LOCAL ] Saved forecast: FDIG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FDIG.txt [2025-12-02T20:31:35.759547] [INFO ] [sig ] [1152/3544] Completed FDIG in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:35.759606] [INFO ] [sig ] [1153/3544] Forecasting FDP... [2025-12-02T20:31:35.759636] [INFO ] [sig ] Generating forecast for: FDP [2025-12-02T20:31:35.759667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-12-02T20:31:35.770376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDP'. [2025-12-02T20:31:35.770672] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-12-02T20:31:35.771422] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-12-02T20:31:35.771472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:35.771501] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:35.771526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:35.771595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:35.827194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:35.827797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:35.827892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:35.827923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:35.949722] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:35.949888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:35.949929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:35.949955] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:35.953264] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=9.65%) [2025-12-02T20:31:35.953528] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-12-02T20:31:35.953667] [INFO ] [sig ] FDP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:36.089937] [INFO ] [LOCAL ] Saved forecast: FDP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FDP.txt [2025-12-02T20:31:36.090068] [INFO ] [sig ] [1153/3544] Completed FDP in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:36.090105] [INFO ] [sig ] [1154/3544] Forecasting FDS... [2025-12-02T20:31:36.090133] [INFO ] [sig ] Generating forecast for: FDS [2025-12-02T20:31:36.090162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-12-02T20:31:36.101769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDS'. [2025-12-02T20:31:36.102093] [INFO ] [FORECASTER] Starting predict_future for FDS [2025-12-02T20:31:36.102886] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-12-02T20:31:36.102935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:36.102965] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:36.102990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:36.103048] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:36.157680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:36.158303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:36.158382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:36.158412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:36.276058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:36.276178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:36.276213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:36.276240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:36.279466] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=79.34%) [2025-12-02T20:31:36.279743] [INFO ] [FORECASTER] Completed predict_future for FDS [2025-12-02T20:31:36.279860] [INFO ] [sig ] FDS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:36.416138] [INFO ] [LOCAL ] Saved forecast: FDS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FDS.txt [2025-12-02T20:31:36.416242] [INFO ] [sig ] [1154/3544] Completed FDS in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.4m [2025-12-02T20:31:36.416278] [INFO ] [sig ] [1155/3544] Forecasting FDTX... [2025-12-02T20:31:36.416305] [INFO ] [sig ] Generating forecast for: FDTX [2025-12-02T20:31:36.416333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'. [2025-12-02T20:31:36.427426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDTX'. [2025-12-02T20:31:36.427711] [INFO ] [FORECASTER] Starting predict_future for FDTX [2025-12-02T20:31:36.428490] [DEBUG] [LOCAL ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt [2025-12-02T20:31:36.428537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:36.428566] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:36.428616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:36.428672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:36.484527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:36.485108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:36.485182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:36.485213] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:36.607486] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:36.607616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:36.607654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:36.607680] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:36.610773] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-12-02T20:31:36.611026] [INFO ] [FORECASTER] Completed predict_future for FDTX [2025-12-02T20:31:36.611143] [INFO ] [sig ] FDTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:36.746426] [INFO ] [LOCAL ] Saved forecast: FDTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FDTX.txt [2025-12-02T20:31:36.746536] [INFO ] [sig ] [1155/3544] Completed FDTX in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:36.746587] [INFO ] [sig ] [1156/3544] Forecasting FDUS... [2025-12-02T20:31:36.746624] [INFO ] [sig ] Generating forecast for: FDUS [2025-12-02T20:31:36.746654] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'. [2025-12-02T20:31:36.757354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDUS'. [2025-12-02T20:31:36.757643] [INFO ] [FORECASTER] Starting predict_future for FDUS [2025-12-02T20:31:36.758411] [DEBUG] [LOCAL ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt [2025-12-02T20:31:36.758459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:36.758489] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:36.758513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:36.758567] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:36.813734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:36.814320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:36.814393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:36.814424] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:36.932942] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:36.933075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:36.933111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:36.933138] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:36.936323] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=6.43%) [2025-12-02T20:31:36.936594] [INFO ] [FORECASTER] Completed predict_future for FDUS [2025-12-02T20:31:36.936710] [INFO ] [sig ] FDUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:37.072795] [INFO ] [LOCAL ] Saved forecast: FDUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FDUS.txt [2025-12-02T20:31:37.072914] [INFO ] [sig ] [1156/3544] Completed FDUS in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:37.072951] [INFO ] [sig ] [1157/3544] Forecasting FDX... [2025-12-02T20:31:37.072978] [INFO ] [sig ] Generating forecast for: FDX [2025-12-02T20:31:37.073007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-12-02T20:31:37.083823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDX'. [2025-12-02T20:31:37.084105] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-12-02T20:31:37.084877] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-12-02T20:31:37.084925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:37.084955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:37.084980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:37.085036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:37.140060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:37.140654] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:37.140726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:37.140757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:37.266829] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:37.266947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:37.266983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:37.267010] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:37.270163] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=55.67%) [2025-12-02T20:31:37.270413] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-12-02T20:31:37.270526] [INFO ] [sig ] FDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:37.405671] [INFO ] [LOCAL ] Saved forecast: FDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FDX.txt [2025-12-02T20:31:37.405778] [INFO ] [sig ] [1157/3544] Completed FDX in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:37.405813] [INFO ] [sig ] [1158/3544] Forecasting FE... [2025-12-02T20:31:37.405840] [INFO ] [sig ] Generating forecast for: FE [2025-12-02T20:31:37.405867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-12-02T20:31:37.416782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FE'. [2025-12-02T20:31:37.417050] [INFO ] [FORECASTER] Starting predict_future for FE [2025-12-02T20:31:37.417808] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-12-02T20:31:37.417855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:37.417905] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:37.417933] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:37.417988] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:37.472811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:37.473405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:37.473478] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:37.473509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:37.588109] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:37.588234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:37.588269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:37.588295] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:37.591473] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=61.04%) [2025-12-02T20:31:37.591746] [INFO ] [FORECASTER] Completed predict_future for FE [2025-12-02T20:31:37.591863] [INFO ] [sig ] FE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:37.728399] [INFO ] [LOCAL ] Saved forecast: FE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FE.txt [2025-12-02T20:31:37.728505] [INFO ] [sig ] [1158/3544] Completed FE in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:37.728539] [INFO ] [sig ] [1159/3544] Forecasting FEIM... [2025-12-02T20:31:37.728566] [INFO ] [sig ] Generating forecast for: FEIM [2025-12-02T20:31:37.728612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'. [2025-12-02T20:31:37.739999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEIM'. [2025-12-02T20:31:37.740280] [INFO ] [FORECASTER] Starting predict_future for FEIM [2025-12-02T20:31:37.741040] [DEBUG] [LOCAL ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt [2025-12-02T20:31:37.741094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:37.741130] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:37.741162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:37.741227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:37.796921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:37.797661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:37.797766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:37.797797] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:37.916891] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:37.917028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:37.917066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:37.917114] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:37.920342] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=52.40%) [2025-12-02T20:31:37.920609] [INFO ] [FORECASTER] Completed predict_future for FEIM [2025-12-02T20:31:37.920726] [INFO ] [sig ] FEIM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:38.055860] [INFO ] [LOCAL ] Saved forecast: FEIM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FEIM.txt [2025-12-02T20:31:38.055985] [INFO ] [sig ] [1159/3544] Completed FEIM in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:38.056021] [INFO ] [sig ] [1160/3544] Forecasting FELE... [2025-12-02T20:31:38.056049] [INFO ] [sig ] Generating forecast for: FELE [2025-12-02T20:31:38.056079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'. [2025-12-02T20:31:38.066604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FELE'. [2025-12-02T20:31:38.066861] [INFO ] [FORECASTER] Starting predict_future for FELE [2025-12-02T20:31:38.067622] [DEBUG] [LOCAL ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt [2025-12-02T20:31:38.067670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:38.067699] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:38.067724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:38.067778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:38.122973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:38.123537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:38.123627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:38.123658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:38.238988] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:38.239110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:38.239146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:38.239177] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:38.242326] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=91.44%) [2025-12-02T20:31:38.242596] [INFO ] [FORECASTER] Completed predict_future for FELE [2025-12-02T20:31:38.242712] [INFO ] [sig ] FELE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:38.378900] [INFO ] [LOCAL ] Saved forecast: FELE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FELE.txt [2025-12-02T20:31:38.379003] [INFO ] [sig ] [1160/3544] Completed FELE in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:38.379039] [INFO ] [sig ] [1161/3544] Forecasting FEM... [2025-12-02T20:31:38.379070] [INFO ] [sig ] Generating forecast for: FEM [2025-12-02T20:31:38.379104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'. [2025-12-02T20:31:38.389823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEM'. [2025-12-02T20:31:38.390091] [INFO ] [FORECASTER] Starting predict_future for FEM [2025-12-02T20:31:38.390851] [DEBUG] [LOCAL ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt [2025-12-02T20:31:38.390898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:38.390927] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:38.390952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:38.391006] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:38.445901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:38.446465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:38.446537] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:38.446568] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:38.562735] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:38.562892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:38.562931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:38.562957] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:38.566214] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=14.63%) [2025-12-02T20:31:38.566468] [INFO ] [FORECASTER] Completed predict_future for FEM [2025-12-02T20:31:38.566598] [INFO ] [sig ] FEM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:38.704905] [INFO ] [LOCAL ] Saved forecast: FEM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FEM.txt [2025-12-02T20:31:38.705026] [INFO ] [sig ] [1161/3544] Completed FEM in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:38.705062] [INFO ] [sig ] [1162/3544] Forecasting FEMB... [2025-12-02T20:31:38.705090] [INFO ] [sig ] Generating forecast for: FEMB [2025-12-02T20:31:38.705117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'. [2025-12-02T20:31:38.715638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEMB'. [2025-12-02T20:31:38.715904] [INFO ] [FORECASTER] Starting predict_future for FEMB [2025-12-02T20:31:38.716686] [DEBUG] [LOCAL ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt [2025-12-02T20:31:38.716733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:38.716763] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:38.716788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:38.716842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:38.771799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:38.772372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:38.772445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:38.772475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:38.891216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:38.891331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:38.891369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:38.891396] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:38.894517] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=5.70%) [2025-12-02T20:31:38.894783] [INFO ] [FORECASTER] Completed predict_future for FEMB [2025-12-02T20:31:38.894900] [INFO ] [sig ] FEMB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:39.033893] [INFO ] [LOCAL ] Saved forecast: FEMB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FEMB.txt [2025-12-02T20:31:39.034041] [INFO ] [sig ] [1162/3544] Completed FEMB in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:39.034078] [INFO ] [sig ] [1163/3544] Forecasting FEMS... [2025-12-02T20:31:39.034108] [INFO ] [sig ] Generating forecast for: FEMS [2025-12-02T20:31:39.034139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'. [2025-12-02T20:31:39.044567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEMS'. [2025-12-02T20:31:39.044860] [INFO ] [FORECASTER] Starting predict_future for FEMS [2025-12-02T20:31:39.045622] [DEBUG] [LOCAL ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt [2025-12-02T20:31:39.045670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:39.045701] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:39.045726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:39.045790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:39.101831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:39.102429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:39.102504] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:39.102536] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:39.221564] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:39.221691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:39.221727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:39.221753] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:39.224864] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=17.59%) [2025-12-02T20:31:39.225122] [INFO ] [FORECASTER] Completed predict_future for FEMS [2025-12-02T20:31:39.225238] [INFO ] [sig ] FEMS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:39.360619] [INFO ] [LOCAL ] Saved forecast: FEMS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FEMS.txt [2025-12-02T20:31:39.360743] [INFO ] [sig ] [1163/3544] Completed FEMS in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:39.360779] [INFO ] [sig ] [1164/3544] Forecasting FEP... [2025-12-02T20:31:39.360807] [INFO ] [sig ] Generating forecast for: FEP [2025-12-02T20:31:39.360836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'. [2025-12-02T20:31:39.371477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEP'. [2025-12-02T20:31:39.371767] [INFO ] [FORECASTER] Starting predict_future for FEP [2025-12-02T20:31:39.372503] [DEBUG] [LOCAL ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt [2025-12-02T20:31:39.372550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:39.372597] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:39.372624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:39.372679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:39.428119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:39.428734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:39.428807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:39.428837] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:39.546667] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:39.546779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:39.546814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:39.546841] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:39.549949] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=17.06%) [2025-12-02T20:31:39.550230] [INFO ] [FORECASTER] Completed predict_future for FEP [2025-12-02T20:31:39.550349] [INFO ] [sig ] FEP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:39.686996] [INFO ] [LOCAL ] Saved forecast: FEP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FEP.txt [2025-12-02T20:31:39.687101] [INFO ] [sig ] [1164/3544] Completed FEP in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:39.687137] [INFO ] [sig ] [1165/3544] Forecasting FERG... [2025-12-02T20:31:39.687164] [INFO ] [sig ] Generating forecast for: FERG [2025-12-02T20:31:39.687193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-12-02T20:31:39.698622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FERG'. [2025-12-02T20:31:39.698917] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-12-02T20:31:39.699682] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-12-02T20:31:39.699739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:39.699770] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:39.699796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:39.699850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:39.754979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:39.755561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:39.755652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:39.755682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:39.877414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:39.877529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:39.877564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:39.877609] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:39.880801] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=61.89%) [2025-12-02T20:31:39.881053] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-12-02T20:31:39.881166] [INFO ] [sig ] FERG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:40.017315] [INFO ] [LOCAL ] Saved forecast: FERG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FERG.txt [2025-12-02T20:31:40.017431] [INFO ] [sig ] [1165/3544] Completed FERG in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:40.017468] [INFO ] [sig ] [1166/3544] Forecasting FEX... [2025-12-02T20:31:40.017494] [INFO ] [sig ] Generating forecast for: FEX [2025-12-02T20:31:40.017523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'. [2025-12-02T20:31:40.029182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEX'. [2025-12-02T20:31:40.029454] [INFO ] [FORECASTER] Starting predict_future for FEX [2025-12-02T20:31:40.030250] [DEBUG] [LOCAL ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt [2025-12-02T20:31:40.030493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:40.030549] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:40.030592] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:40.030649] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:40.088694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:40.089294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:40.089370] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:40.089402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:40.202738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:40.202850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:40.202886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:40.202913] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:40.205980] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=26.41%) [2025-12-02T20:31:40.206231] [INFO ] [FORECASTER] Completed predict_future for FEX [2025-12-02T20:31:40.206346] [INFO ] [sig ] FEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:40.344301] [INFO ] [LOCAL ] Saved forecast: FEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FEX.txt [2025-12-02T20:31:40.344627] [INFO ] [sig ] [1166/3544] Completed FEX in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:40.344666] [INFO ] [sig ] [1167/3544] Forecasting FF... [2025-12-02T20:31:40.344693] [INFO ] [sig ] Generating forecast for: FF [2025-12-02T20:31:40.344722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-12-02T20:31:40.355719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FF'. [2025-12-02T20:31:40.355976] [INFO ] [FORECASTER] Starting predict_future for FF [2025-12-02T20:31:40.356745] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-12-02T20:31:40.356793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:40.356823] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:40.356848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:40.356902] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:40.414544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:40.415156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:40.415230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:40.415261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:40.537051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:40.537174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:40.537214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:40.537241] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:40.540428] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=13.40%) [2025-12-02T20:31:40.540709] [INFO ] [FORECASTER] Completed predict_future for FF [2025-12-02T20:31:40.540829] [INFO ] [sig ] FF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:40.677530] [INFO ] [LOCAL ] Saved forecast: FF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FF.txt [2025-12-02T20:31:40.677662] [INFO ] [sig ] [1167/3544] Completed FF in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:40.677699] [INFO ] [sig ] [1168/3544] Forecasting FFA... [2025-12-02T20:31:40.677726] [INFO ] [sig ] Generating forecast for: FFA [2025-12-02T20:31:40.677755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-12-02T20:31:40.688836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFA'. [2025-12-02T20:31:40.689103] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-12-02T20:31:40.689873] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-12-02T20:31:40.689924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:40.689955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:40.689981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:40.690035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:40.747857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:40.748462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:40.748536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:40.748567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:40.863485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:40.863619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:40.863660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:40.863705] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:40.866986] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=59.25%) [2025-12-02T20:31:40.867250] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-12-02T20:31:40.867368] [INFO ] [sig ] FFA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:41.006146] [INFO ] [LOCAL ] Saved forecast: FFA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FFA.txt [2025-12-02T20:31:41.006274] [INFO ] [sig ] [1168/3544] Completed FFA in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:41.006311] [INFO ] [sig ] [1169/3544] Forecasting FFBC... [2025-12-02T20:31:41.006338] [INFO ] [sig ] Generating forecast for: FFBC [2025-12-02T20:31:41.006368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'. [2025-12-02T20:31:41.017256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFBC'. [2025-12-02T20:31:41.017526] [INFO ] [FORECASTER] Starting predict_future for FFBC [2025-12-02T20:31:41.018345] [DEBUG] [LOCAL ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt [2025-12-02T20:31:41.018393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:41.018423] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:41.018448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:41.018502] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:41.073472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:41.074073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:41.074147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:41.074177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:41.189651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:41.189766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:41.189803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:41.189829] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:41.193003] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=64.72%) [2025-12-02T20:31:41.193264] [INFO ] [FORECASTER] Completed predict_future for FFBC [2025-12-02T20:31:41.193381] [INFO ] [sig ] FFBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:41.329289] [INFO ] [LOCAL ] Saved forecast: FFBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FFBC.txt [2025-12-02T20:31:41.329401] [INFO ] [sig ] [1169/3544] Completed FFBC in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:41.329438] [INFO ] [sig ] [1170/3544] Forecasting FFC... [2025-12-02T20:31:41.329466] [INFO ] [sig ] Generating forecast for: FFC [2025-12-02T20:31:41.329496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-12-02T20:31:41.340533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFC'. [2025-12-02T20:31:41.340824] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-12-02T20:31:41.341558] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-12-02T20:31:41.341624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:41.341654] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:41.341679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:41.341733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:41.397535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:41.398166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:41.398242] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:41.398273] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:41.517320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:41.517437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:41.517471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:41.517498] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:41.520667] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=10.82%) [2025-12-02T20:31:41.520949] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-12-02T20:31:41.521063] [INFO ] [sig ] FFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:41.659356] [INFO ] [LOCAL ] Saved forecast: FFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FFC.txt [2025-12-02T20:31:41.659468] [INFO ] [sig ] [1170/3544] Completed FFC in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:41.659504] [INFO ] [sig ] [1171/3544] Forecasting FFIC... [2025-12-02T20:31:41.659532] [INFO ] [sig ] Generating forecast for: FFIC [2025-12-02T20:31:41.659560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'. [2025-12-02T20:31:41.670548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIC'. [2025-12-02T20:31:41.670837] [INFO ] [FORECASTER] Starting predict_future for FFIC [2025-12-02T20:31:41.671595] [DEBUG] [LOCAL ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt [2025-12-02T20:31:41.671643] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:41.671673] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:41.671699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:41.671753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:41.727641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:41.728281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:41.728357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:41.728389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:41.847786] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:41.847949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:41.847991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:41.848019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:41.851211] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=1.09%) [2025-12-02T20:31:41.851469] [INFO ] [FORECASTER] Completed predict_future for FFIC [2025-12-02T20:31:41.851605] [INFO ] [sig ] FFIC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:41.988190] [INFO ] [LOCAL ] Saved forecast: FFIC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FFIC.txt [2025-12-02T20:31:41.988323] [INFO ] [sig ] [1171/3544] Completed FFIC in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.3m [2025-12-02T20:31:41.988359] [INFO ] [sig ] [1172/3544] Forecasting FFIN... [2025-12-02T20:31:41.988386] [INFO ] [sig ] Generating forecast for: FFIN [2025-12-02T20:31:41.988415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'. [2025-12-02T20:31:41.998450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIN'. [2025-12-02T20:31:41.998739] [INFO ] [FORECASTER] Starting predict_future for FFIN [2025-12-02T20:31:41.999481] [DEBUG] [LOCAL ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt [2025-12-02T20:31:41.999529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:41.999559] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:41.999610] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:41.999665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:42.055296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:42.055941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:42.056018] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:42.056051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:42.169566] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:42.169697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:42.169750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:42.169780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:42.172950] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=75.29%) [2025-12-02T20:31:42.173207] [INFO ] [FORECASTER] Completed predict_future for FFIN [2025-12-02T20:31:42.173328] [INFO ] [sig ] FFIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:42.315269] [INFO ] [LOCAL ] Saved forecast: FFIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FFIN.txt [2025-12-02T20:31:42.315414] [INFO ] [sig ] [1172/3544] Completed FFIN in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.2m [2025-12-02T20:31:42.315455] [INFO ] [sig ] [1173/3544] Forecasting FGEN... [2025-12-02T20:31:42.315483] [INFO ] [sig ] Generating forecast for: FGEN [2025-12-02T20:31:42.315511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'. [2025-12-02T20:31:42.326599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FGEN'. [2025-12-02T20:31:42.326893] [INFO ] [FORECASTER] Starting predict_future for FGEN [2025-12-02T20:31:42.327716] [DEBUG] [LOCAL ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt [2025-12-02T20:31:42.327764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:42.327795] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:42.327820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:42.327898] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:42.386320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:42.387025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:42.387108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:42.387139] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:42.511126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:42.511274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:42.511314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:42.511341] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:42.514700] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=22.70%) [2025-12-02T20:31:42.514956] [INFO ] [FORECASTER] Completed predict_future for FGEN [2025-12-02T20:31:42.515074] [INFO ] [sig ] FGEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:42.654543] [INFO ] [LOCAL ] Saved forecast: FGEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FGEN.txt [2025-12-02T20:31:42.654698] [INFO ] [sig ] [1173/3544] Completed FGEN in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:42.654736] [INFO ] [sig ] [1174/3544] Forecasting FHB... [2025-12-02T20:31:42.654763] [INFO ] [sig ] Generating forecast for: FHB [2025-12-02T20:31:42.654793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'. [2025-12-02T20:31:42.666185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHB'. [2025-12-02T20:31:42.666490] [INFO ] [FORECASTER] Starting predict_future for FHB [2025-12-02T20:31:42.667260] [DEBUG] [LOCAL ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt [2025-12-02T20:31:42.667308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:42.667339] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:42.667365] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:42.667419] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:42.722218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:42.722902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:42.722978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:42.723009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:42.838826] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:42.838969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:42.839008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:42.839035] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:42.842339] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=21.57%) [2025-12-02T20:31:42.842613] [INFO ] [FORECASTER] Completed predict_future for FHB [2025-12-02T20:31:42.842729] [INFO ] [sig ] FHB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:42.982310] [INFO ] [LOCAL ] Saved forecast: FHB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FHB.txt [2025-12-02T20:31:42.982451] [INFO ] [sig ] [1174/3544] Completed FHB in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:42.982488] [INFO ] [sig ] [1175/3544] Forecasting FHI... [2025-12-02T20:31:42.982516] [INFO ] [sig ] Generating forecast for: FHI [2025-12-02T20:31:42.982546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-12-02T20:31:42.993446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHI'. [2025-12-02T20:31:42.993757] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-12-02T20:31:42.994527] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-12-02T20:31:42.994591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:42.994623] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:42.994648] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:42.994702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:43.050535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:43.051230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:43.051308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:43.051339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:43.169857] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:43.170007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:43.170047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:43.170075] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:43.173357] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=37.86%) [2025-12-02T20:31:43.173642] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-12-02T20:31:43.173764] [INFO ] [sig ] FHI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:43.315190] [INFO ] [LOCAL ] Saved forecast: FHI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FHI.txt [2025-12-02T20:31:43.315314] [INFO ] [sig ] [1175/3544] Completed FHI in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:43.315351] [INFO ] [sig ] [1176/3544] Forecasting FHN... [2025-12-02T20:31:43.315378] [INFO ] [sig ] Generating forecast for: FHN [2025-12-02T20:31:43.315408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-12-02T20:31:43.326693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHN'. [2025-12-02T20:31:43.327030] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-12-02T20:31:43.327839] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-12-02T20:31:43.327932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:43.327978] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:43.328007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:43.328061] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:43.384801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:43.385485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:43.385615] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:43.385651] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:43.502592] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:43.502740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:43.502779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:43.502806] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:43.506022] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=4.99%) [2025-12-02T20:31:43.506275] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-12-02T20:31:43.506389] [INFO ] [sig ] FHN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:43.643670] [INFO ] [LOCAL ] Saved forecast: FHN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FHN.txt [2025-12-02T20:31:43.643795] [INFO ] [sig ] [1176/3544] Completed FHN in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:43.643831] [INFO ] [sig ] [1177/3544] Forecasting FHTX... [2025-12-02T20:31:43.643860] [INFO ] [sig ] Generating forecast for: FHTX [2025-12-02T20:31:43.643890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'. [2025-12-02T20:31:43.654507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHTX'. [2025-12-02T20:31:43.654805] [INFO ] [FORECASTER] Starting predict_future for FHTX [2025-12-02T20:31:43.655542] [DEBUG] [LOCAL ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt [2025-12-02T20:31:43.655608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:43.655640] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:43.655665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:43.655720] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:43.712188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:43.712971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:43.713049] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:43.713081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:43.837264] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:43.837370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:43.837408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:43.837434] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:43.840705] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=68.76%) [2025-12-02T20:31:43.840959] [INFO ] [FORECASTER] Completed predict_future for FHTX [2025-12-02T20:31:43.841071] [INFO ] [sig ] FHTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:44.031909] [INFO ] [LOCAL ] Saved forecast: FHTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FHTX.txt [2025-12-02T20:31:44.032064] [INFO ] [sig ] [1177/3544] Completed FHTX in 0.4s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:44.032101] [INFO ] [sig ] [1178/3544] Forecasting FIBK... [2025-12-02T20:31:44.032128] [INFO ] [sig ] Generating forecast for: FIBK [2025-12-02T20:31:44.032157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'. [2025-12-02T20:31:44.043845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIBK'. [2025-12-02T20:31:44.044130] [INFO ] [FORECASTER] Starting predict_future for FIBK [2025-12-02T20:31:44.044939] [DEBUG] [LOCAL ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt [2025-12-02T20:31:44.044987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:44.045017] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:44.045043] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:44.045098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:44.101509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:44.102169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:44.102247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:44.102278] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:44.225978] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:44.226123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:44.226162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:44.226190] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:44.230106] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=79.73%) [2025-12-02T20:31:44.230415] [INFO ] [FORECASTER] Completed predict_future for FIBK [2025-12-02T20:31:44.230538] [INFO ] [sig ] FIBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:44.371051] [INFO ] [LOCAL ] Saved forecast: FIBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FIBK.txt [2025-12-02T20:31:44.371189] [INFO ] [sig ] [1178/3544] Completed FIBK in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:44.371228] [INFO ] [sig ] [1179/3544] Forecasting FICO... [2025-12-02T20:31:44.371255] [INFO ] [sig ] Generating forecast for: FICO [2025-12-02T20:31:44.371287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-12-02T20:31:44.383436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICO'. [2025-12-02T20:31:44.383818] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-12-02T20:31:44.384628] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-12-02T20:31:44.384677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:44.384708] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:44.384741] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:44.384796] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:44.444914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:44.445776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:44.445858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:44.445890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:44.569308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:44.569469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:44.569509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:44.569536] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:44.572912] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=5.33%) [2025-12-02T20:31:44.573218] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-12-02T20:31:44.573373] [INFO ] [sig ] FICO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:44.717961] [INFO ] [LOCAL ] Saved forecast: FICO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FICO.txt [2025-12-02T20:31:44.718181] [INFO ] [sig ] [1179/3544] Completed FICO in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:44.718246] [INFO ] [sig ] [1180/3544] Forecasting FICS... [2025-12-02T20:31:44.718286] [INFO ] [sig ] Generating forecast for: FICS [2025-12-02T20:31:44.718328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'. [2025-12-02T20:31:44.730777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICS'. [2025-12-02T20:31:44.731183] [INFO ] [FORECASTER] Starting predict_future for FICS [2025-12-02T20:31:44.732017] [DEBUG] [LOCAL ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt [2025-12-02T20:31:44.732069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:44.732101] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:44.732127] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:44.732182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:44.788438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:44.789270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:44.789352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:44.789384] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:44.913027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:44.913176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:44.913215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:44.913243] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:44.916546] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=90.02%) [2025-12-02T20:31:44.916826] [INFO ] [FORECASTER] Completed predict_future for FICS [2025-12-02T20:31:44.916947] [INFO ] [sig ] FICS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:45.061832] [INFO ] [LOCAL ] Saved forecast: FICS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FICS.txt [2025-12-02T20:31:45.061990] [INFO ] [sig ] [1180/3544] Completed FICS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:45.062027] [INFO ] [sig ] [1181/3544] Forecasting FID... [2025-12-02T20:31:45.062054] [INFO ] [sig ] Generating forecast for: FID [2025-12-02T20:31:45.062084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'. [2025-12-02T20:31:45.077393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FID'. [2025-12-02T20:31:45.077895] [INFO ] [FORECASTER] Starting predict_future for FID [2025-12-02T20:31:45.078980] [DEBUG] [LOCAL ] No optimal features file found for FID: ./output/feature-sets/FID.txt [2025-12-02T20:31:45.079042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:45.079083] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:45.079119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:45.079195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:45.137290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:45.138172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:45.138255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:45.138287] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:45.258196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:45.258345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:45.258384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:45.258412] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:45.261678] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=14.91%) [2025-12-02T20:31:45.261951] [INFO ] [FORECASTER] Completed predict_future for FID [2025-12-02T20:31:45.262089] [INFO ] [sig ] FID: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:45.416265] [INFO ] [LOCAL ] Saved forecast: FID 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FID.txt [2025-12-02T20:31:45.416419] [INFO ] [sig ] [1181/3544] Completed FID in 0.4s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:45.416457] [INFO ] [sig ] [1182/3544] Forecasting FIGS... [2025-12-02T20:31:45.416485] [INFO ] [sig ] Generating forecast for: FIGS [2025-12-02T20:31:45.416513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-12-02T20:31:45.428623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIGS'. [2025-12-02T20:31:45.428959] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-12-02T20:31:45.429759] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-12-02T20:31:45.429808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:45.429840] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:45.429867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:45.429922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:45.486603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:45.487429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:45.487511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:45.487544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:45.607897] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:45.608054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:45.608093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:45.608120] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:45.611360] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=58.65%) [2025-12-02T20:31:45.611649] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-12-02T20:31:45.611770] [INFO ] [sig ] FIGS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:45.754391] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FIGS.txt [2025-12-02T20:31:45.754537] [INFO ] [sig ] [1182/3544] Completed FIGS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:45.754591] [INFO ] [sig ] [1183/3544] Forecasting FIHL... [2025-12-02T20:31:45.754621] [INFO ] [sig ] Generating forecast for: FIHL [2025-12-02T20:31:45.754651] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-12-02T20:31:45.766032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIHL'. [2025-12-02T20:31:45.766379] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-12-02T20:31:45.767166] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-12-02T20:31:45.767213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:45.767269] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:45.767297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:45.767356] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:45.824817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:45.825622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:45.825703] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:45.825735] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:45.945281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:45.945439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:45.945481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:45.945527] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:45.949003] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=9.30%) [2025-12-02T20:31:45.949315] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-12-02T20:31:45.949442] [INFO ] [sig ] FIHL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:46.087557] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FIHL.txt [2025-12-02T20:31:46.087731] [INFO ] [sig ] [1183/3544] Completed FIHL in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:46.087769] [INFO ] [sig ] [1184/3544] Forecasting FINS... [2025-12-02T20:31:46.087796] [INFO ] [sig ] Generating forecast for: FINS [2025-12-02T20:31:46.087825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-12-02T20:31:46.099423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINS'. [2025-12-02T20:31:46.099785] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-12-02T20:31:46.100542] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-12-02T20:31:46.100610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:46.100641] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:46.100667] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:46.100722] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:46.157202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:46.158065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:46.158147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:46.158179] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:46.281221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:46.281389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:46.281441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:46.281478] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:46.284893] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=89.28%) [2025-12-02T20:31:46.285174] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-12-02T20:31:46.285298] [INFO ] [sig ] FINS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:46.430157] [INFO ] [LOCAL ] Saved forecast: FINS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FINS.txt [2025-12-02T20:31:46.430301] [INFO ] [sig ] [1184/3544] Completed FINS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:46.430338] [INFO ] [sig ] [1185/3544] Forecasting FINX... [2025-12-02T20:31:46.430366] [INFO ] [sig ] Generating forecast for: FINX [2025-12-02T20:31:46.430395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'. [2025-12-02T20:31:46.441353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINX'. [2025-12-02T20:31:46.441689] [INFO ] [FORECASTER] Starting predict_future for FINX [2025-12-02T20:31:46.442448] [DEBUG] [LOCAL ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt [2025-12-02T20:31:46.442496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:46.442527] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:46.442552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:46.442629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:46.497725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:46.498604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:46.498700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:46.498732] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:46.611254] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:46.611404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:46.611444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:46.611471] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:46.614719] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=89.79%) [2025-12-02T20:31:46.614977] [INFO ] [FORECASTER] Completed predict_future for FINX [2025-12-02T20:31:46.615093] [INFO ] [sig ] FINX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:46.755921] [INFO ] [LOCAL ] Saved forecast: FINX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FINX.txt [2025-12-02T20:31:46.756082] [INFO ] [sig ] [1185/3544] Completed FINX in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:46.756120] [INFO ] [sig ] [1186/3544] Forecasting FIP... [2025-12-02T20:31:46.756148] [INFO ] [sig ] Generating forecast for: FIP [2025-12-02T20:31:46.756179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'. [2025-12-02T20:31:46.767748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIP'. [2025-12-02T20:31:46.768380] [INFO ] [FORECASTER] Starting predict_future for FIP [2025-12-02T20:31:46.769824] [DEBUG] [LOCAL ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt [2025-12-02T20:31:46.769881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:46.769927] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:46.769967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:46.770026] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:46.826703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:46.827570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:46.827673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:46.827704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:46.946866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:46.947020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:46.947059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:46.947116] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:46.950424] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=86.85%) [2025-12-02T20:31:46.950706] [INFO ] [FORECASTER] Completed predict_future for FIP [2025-12-02T20:31:46.950822] [INFO ] [sig ] FIP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:47.093514] [INFO ] [LOCAL ] Saved forecast: FIP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FIP.txt [2025-12-02T20:31:47.093683] [INFO ] [sig ] [1186/3544] Completed FIP in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:47.093723] [INFO ] [sig ] [1187/3544] Forecasting FIS... [2025-12-02T20:31:47.093753] [INFO ] [sig ] Generating forecast for: FIS [2025-12-02T20:31:47.093784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-12-02T20:31:47.105463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIS'. [2025-12-02T20:31:47.105810] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-12-02T20:31:47.106665] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-12-02T20:31:47.106716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:47.106746] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:47.106783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:47.106854] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:47.164026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:47.164869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:47.164957] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:47.164989] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:47.289054] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:47.289199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:47.289245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:47.289289] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:47.292844] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=58.51%) [2025-12-02T20:31:47.293130] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-12-02T20:31:47.293256] [INFO ] [sig ] FIS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:47.434033] [INFO ] [LOCAL ] Saved forecast: FIS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FIS.txt [2025-12-02T20:31:47.434165] [INFO ] [sig ] [1187/3544] Completed FIS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:47.434202] [INFO ] [sig ] [1188/3544] Forecasting FISI... [2025-12-02T20:31:47.434231] [INFO ] [sig ] Generating forecast for: FISI [2025-12-02T20:31:47.434261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'. [2025-12-02T20:31:47.446074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FISI'. [2025-12-02T20:31:47.446461] [INFO ] [FORECASTER] Starting predict_future for FISI [2025-12-02T20:31:47.447266] [DEBUG] [LOCAL ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt [2025-12-02T20:31:47.447320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:47.447352] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:47.447377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:47.447432] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:47.505385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:47.506126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:47.506204] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:47.506235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:47.626980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:47.627131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:47.627169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:47.627196] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:47.630456] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=31.62%) [2025-12-02T20:31:47.630732] [INFO ] [FORECASTER] Completed predict_future for FISI [2025-12-02T20:31:47.630852] [INFO ] [sig ] FISI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:47.776117] [INFO ] [LOCAL ] Saved forecast: FISI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FISI.txt [2025-12-02T20:31:47.776325] [INFO ] [sig ] [1188/3544] Completed FISI in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:47.776404] [INFO ] [sig ] [1189/3544] Forecasting FITB... [2025-12-02T20:31:47.776464] [INFO ] [sig ] Generating forecast for: FITB [2025-12-02T20:31:47.776515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'. [2025-12-02T20:31:47.788228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITB'. [2025-12-02T20:31:47.788556] [INFO ] [FORECASTER] Starting predict_future for FITB [2025-12-02T20:31:47.789379] [DEBUG] [LOCAL ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt [2025-12-02T20:31:47.789439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:47.789473] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:47.789498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:47.789554] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:47.848529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:47.849378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:47.849461] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:47.849494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:47.971293] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:47.971441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:47.971482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:47.971510] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:47.974862] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=78.31%) [2025-12-02T20:31:47.975127] [INFO ] [FORECASTER] Completed predict_future for FITB [2025-12-02T20:31:47.975247] [INFO ] [sig ] FITB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:48.122464] [INFO ] [LOCAL ] Saved forecast: FITB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FITB.txt [2025-12-02T20:31:48.122631] [INFO ] [sig ] [1189/3544] Completed FITB in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.2m [2025-12-02T20:31:48.122671] [INFO ] [sig ] [1190/3544] Forecasting FITBI... [2025-12-02T20:31:48.122699] [INFO ] [sig ] Generating forecast for: FITBI [2025-12-02T20:31:48.122729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'. [2025-12-02T20:31:48.134093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBI'. [2025-12-02T20:31:48.134445] [INFO ] [FORECASTER] Starting predict_future for FITBI [2025-12-02T20:31:48.135264] [DEBUG] [LOCAL ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt [2025-12-02T20:31:48.135313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:48.135344] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:48.135369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:48.135423] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:48.190702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:48.191616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:48.191697] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:48.191727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:48.312924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:48.313026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:48.313062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:48.313087] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:48.316144] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=16.29%) [2025-12-02T20:31:48.316403] [INFO ] [FORECASTER] Completed predict_future for FITBI [2025-12-02T20:31:48.316519] [INFO ] [sig ] FITBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:48.452877] [INFO ] [LOCAL ] Saved forecast: FITBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FITBI.txt [2025-12-02T20:31:48.452997] [INFO ] [sig ] [1190/3544] Completed FITBI in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.1m [2025-12-02T20:31:48.453039] [INFO ] [sig ] [1191/3544] Forecasting FITBO... [2025-12-02T20:31:48.453074] [INFO ] [sig ] Generating forecast for: FITBO [2025-12-02T20:31:48.453103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'. [2025-12-02T20:31:48.464146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBO'. [2025-12-02T20:31:48.464429] [INFO ] [FORECASTER] Starting predict_future for FITBO [2025-12-02T20:31:48.465214] [DEBUG] [LOCAL ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt [2025-12-02T20:31:48.465262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:48.465292] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:48.465317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:48.465371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:48.520488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:48.521072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:48.521149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:48.521178] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:48.639259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:48.639379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:48.639421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:48.639454] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:48.642617] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=62.75%) [2025-12-02T20:31:48.642872] [INFO ] [FORECASTER] Completed predict_future for FITBO [2025-12-02T20:31:48.642995] [INFO ] [sig ] FITBO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:48.782295] [INFO ] [LOCAL ] Saved forecast: FITBO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FITBO.txt [2025-12-02T20:31:48.782409] [INFO ] [sig ] [1191/3544] Completed FITBO in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:48.782445] [INFO ] [sig ] [1192/3544] Forecasting FIVE... [2025-12-02T20:31:48.782472] [INFO ] [sig ] Generating forecast for: FIVE [2025-12-02T20:31:48.782500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'. [2025-12-02T20:31:48.794125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVE'. [2025-12-02T20:31:48.794406] [INFO ] [FORECASTER] Starting predict_future for FIVE [2025-12-02T20:31:48.795178] [DEBUG] [LOCAL ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt [2025-12-02T20:31:48.795225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:48.795255] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:48.795279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:48.795337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:48.850216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:48.850841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:48.850913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:48.850944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:48.972811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:48.972925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:48.972960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:48.972987] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:48.976154] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=37.26%) [2025-12-02T20:31:48.976405] [INFO ] [FORECASTER] Completed predict_future for FIVE [2025-12-02T20:31:48.976522] [INFO ] [sig ] FIVE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:49.116161] [INFO ] [LOCAL ] Saved forecast: FIVE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FIVE.txt [2025-12-02T20:31:49.116264] [INFO ] [sig ] [1192/3544] Completed FIVE in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:49.116300] [INFO ] [sig ] [1193/3544] Forecasting FIVN... [2025-12-02T20:31:49.116332] [INFO ] [sig ] Generating forecast for: FIVN [2025-12-02T20:31:49.116366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'. [2025-12-02T20:31:49.126944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVN'. [2025-12-02T20:31:49.127197] [INFO ] [FORECASTER] Starting predict_future for FIVN [2025-12-02T20:31:49.127984] [DEBUG] [LOCAL ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt [2025-12-02T20:31:49.128032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:49.128061] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:49.128087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:49.128141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:49.183669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:49.184263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:49.184384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:49.184418] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:49.302464] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:49.302598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:49.302636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:49.302663] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:49.305768] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=30.30%) [2025-12-02T20:31:49.306023] [INFO ] [FORECASTER] Completed predict_future for FIVN [2025-12-02T20:31:49.306139] [INFO ] [sig ] FIVN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:49.445085] [INFO ] [LOCAL ] Saved forecast: FIVN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FIVN.txt [2025-12-02T20:31:49.445193] [INFO ] [sig ] [1193/3544] Completed FIVN in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:49.445228] [INFO ] [sig ] [1194/3544] Forecasting FIX... [2025-12-02T20:31:49.445256] [INFO ] [sig ] Generating forecast for: FIX [2025-12-02T20:31:49.445291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-12-02T20:31:49.456348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIX'. [2025-12-02T20:31:49.456651] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-12-02T20:31:49.457420] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-12-02T20:31:49.457479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:49.457521] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:49.457549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:49.457619] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:49.514212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:49.514983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:49.515059] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:49.515089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:49.633180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:49.633294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:49.633331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:49.633376] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:49.636513] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=35.09%) [2025-12-02T20:31:49.636787] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-12-02T20:31:49.636902] [INFO ] [sig ] FIX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:49.773787] [INFO ] [LOCAL ] Saved forecast: FIX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FIX.txt [2025-12-02T20:31:49.773894] [INFO ] [sig ] [1194/3544] Completed FIX in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:49.773929] [INFO ] [sig ] [1195/3544] Forecasting FIXD... [2025-12-02T20:31:49.773956] [INFO ] [sig ] Generating forecast for: FIXD [2025-12-02T20:31:49.773984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'. [2025-12-02T20:31:49.784659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIXD'. [2025-12-02T20:31:49.784920] [INFO ] [FORECASTER] Starting predict_future for FIXD [2025-12-02T20:31:49.785687] [DEBUG] [LOCAL ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt [2025-12-02T20:31:49.785734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:49.785764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:49.785788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:49.785842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:49.840088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:49.840686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:49.840762] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:49.840792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:49.960360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:49.960504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:49.960542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:49.960585] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:49.963786] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=32.76%) [2025-12-02T20:31:49.964040] [INFO ] [FORECASTER] Completed predict_future for FIXD [2025-12-02T20:31:49.964155] [INFO ] [sig ] FIXD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:50.103515] [INFO ] [LOCAL ] Saved forecast: FIXD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FIXD.txt [2025-12-02T20:31:50.103645] [INFO ] [sig ] [1195/3544] Completed FIXD in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:50.103683] [INFO ] [sig ] [1196/3544] Forecasting FJP... [2025-12-02T20:31:50.103710] [INFO ] [sig ] Generating forecast for: FJP [2025-12-02T20:31:50.103739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'. [2025-12-02T20:31:50.116407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FJP'. [2025-12-02T20:31:50.116686] [INFO ] [FORECASTER] Starting predict_future for FJP [2025-12-02T20:31:50.117439] [DEBUG] [LOCAL ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt [2025-12-02T20:31:50.117487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:50.117516] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:50.117541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:50.117610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:50.172878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:50.173441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:50.173524] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:50.173566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:50.284009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:50.284108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:50.284142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:50.284169] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:50.287178] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=38.41%) [2025-12-02T20:31:50.287427] [INFO ] [FORECASTER] Completed predict_future for FJP [2025-12-02T20:31:50.287537] [INFO ] [sig ] FJP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:50.425177] [INFO ] [LOCAL ] Saved forecast: FJP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FJP.txt [2025-12-02T20:31:50.425311] [INFO ] [sig ] [1196/3544] Completed FJP in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:50.425347] [INFO ] [sig ] [1197/3544] Forecasting FLEX... [2025-12-02T20:31:50.425375] [INFO ] [sig ] Generating forecast for: FLEX [2025-12-02T20:31:50.425402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'. [2025-12-02T20:31:50.435272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLEX'. [2025-12-02T20:31:50.435529] [INFO ] [FORECASTER] Starting predict_future for FLEX [2025-12-02T20:31:50.436290] [DEBUG] [LOCAL ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt [2025-12-02T20:31:50.436337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:50.436368] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:50.436395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:50.436456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:50.492927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:50.493488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:50.493563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:50.493612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:50.615510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:50.615618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:50.615651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:50.615677] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:50.618710] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=20.22%) [2025-12-02T20:31:50.618961] [INFO ] [FORECASTER] Completed predict_future for FLEX [2025-12-02T20:31:50.619074] [INFO ] [sig ] FLEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:50.754840] [INFO ] [LOCAL ] Saved forecast: FLEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FLEX.txt [2025-12-02T20:31:50.754940] [INFO ] [sig ] [1197/3544] Completed FLEX in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:50.754976] [INFO ] [sig ] [1198/3544] Forecasting FLGC... [2025-12-02T20:31:50.755002] [INFO ] [sig ] Generating forecast for: FLGC [2025-12-02T20:31:50.755029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'. [2025-12-02T20:31:50.766530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLGC'. [2025-12-02T20:31:50.767027] [INFO ] [FORECASTER] Starting predict_future for FLGC [2025-12-02T20:31:50.767852] [DEBUG] [LOCAL ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt [2025-12-02T20:31:50.767917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:50.767948] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:50.767983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:50.768045] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:50.823707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:50.824274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:50.824347] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:50.824380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:50.936839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:50.936973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:50.937011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:50.937037] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:50.940292] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=47.17%) [2025-12-02T20:31:50.940547] [INFO ] [FORECASTER] Completed predict_future for FLGC [2025-12-02T20:31:50.940678] [INFO ] [sig ] FLGC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:51.077306] [INFO ] [LOCAL ] Saved forecast: FLGC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FLGC.txt [2025-12-02T20:31:51.077410] [INFO ] [sig ] [1198/3544] Completed FLGC in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:51.077446] [INFO ] [sig ] [1199/3544] Forecasting FLL... [2025-12-02T20:31:51.077472] [INFO ] [sig ] Generating forecast for: FLL [2025-12-02T20:31:51.077499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'. [2025-12-02T20:31:51.088971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLL'. [2025-12-02T20:31:51.089239] [INFO ] [FORECASTER] Starting predict_future for FLL [2025-12-02T20:31:51.090194] [DEBUG] [LOCAL ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt [2025-12-02T20:31:51.090242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:51.090272] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:51.090297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:51.090351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:51.147244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:51.148145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:51.148221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:51.148251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:51.267976] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:51.268071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:51.268108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:51.268134] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:51.271490] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=91.94%) [2025-12-02T20:31:51.271914] [INFO ] [FORECASTER] Completed predict_future for FLL [2025-12-02T20:31:51.272028] [INFO ] [sig ] FLL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:51.421382] [INFO ] [LOCAL ] Saved forecast: FLL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FLL.txt [2025-12-02T20:31:51.421531] [INFO ] [sig ] [1199/3544] Completed FLL in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:51.421587] [INFO ] [sig ] [1200/3544] Forecasting FLNC... [2025-12-02T20:31:51.421617] [INFO ] [sig ] Generating forecast for: FLNC [2025-12-02T20:31:51.421647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'. [2025-12-02T20:31:51.433207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNC'. [2025-12-02T20:31:51.433598] [INFO ] [FORECASTER] Starting predict_future for FLNC [2025-12-02T20:31:51.434376] [DEBUG] [LOCAL ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt [2025-12-02T20:31:51.434428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:51.434486] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:51.434513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:51.434568] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:51.493271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:51.494132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:51.494216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:51.494246] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:51.615436] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:51.615601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:51.615642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:51.615668] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:51.618981] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-12-02T20:31:51.619249] [INFO ] [FORECASTER] Completed predict_future for FLNC [2025-12-02T20:31:51.619374] [INFO ] [sig ] FLNC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:51.761323] [INFO ] [LOCAL ] Saved forecast: FLNC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FLNC.txt [2025-12-02T20:31:51.761452] [INFO ] [sig ] [1200/3544] Completed FLNC in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:51.761490] [INFO ] [sig ] [1201/3544] Forecasting FLNG... [2025-12-02T20:31:51.761517] [INFO ] [sig ] Generating forecast for: FLNG [2025-12-02T20:31:51.761546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-12-02T20:31:51.773118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNG'. [2025-12-02T20:31:51.773415] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-12-02T20:31:51.774256] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-12-02T20:31:51.774305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:51.774337] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:51.774362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:51.774418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:51.832350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:51.833106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:51.833181] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:51.833214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:51.950849] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:51.950943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:51.950978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:51.951004] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:51.954028] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=27.54%) [2025-12-02T20:31:51.954277] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-12-02T20:31:51.954389] [INFO ] [sig ] FLNG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:52.094370] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FLNG.txt [2025-12-02T20:31:52.094473] [INFO ] [sig ] [1201/3544] Completed FLNG in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:52.094508] [INFO ] [sig ] [1202/3544] Forecasting FLO... [2025-12-02T20:31:52.094534] [INFO ] [sig ] Generating forecast for: FLO [2025-12-02T20:31:52.094584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-12-02T20:31:52.105979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLO'. [2025-12-02T20:31:52.106236] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-12-02T20:31:52.107002] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-12-02T20:31:52.107050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:52.107081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:52.107107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:52.107161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:52.162189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:52.162763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:52.162839] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:52.162868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:52.282776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:52.282868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:52.282901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:52.282927] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:52.285911] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=31.24%) [2025-12-02T20:31:52.286159] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-12-02T20:31:52.286272] [INFO ] [sig ] FLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:52.423360] [INFO ] [LOCAL ] Saved forecast: FLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FLO.txt [2025-12-02T20:31:52.423463] [INFO ] [sig ] [1202/3544] Completed FLO in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:52.423498] [INFO ] [sig ] [1203/3544] Forecasting FLS... [2025-12-02T20:31:52.423525] [INFO ] [sig ] Generating forecast for: FLS [2025-12-02T20:31:52.423553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-12-02T20:31:52.434942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLS'. [2025-12-02T20:31:52.435216] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-12-02T20:31:52.436041] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-12-02T20:31:52.436089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:52.436118] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:52.436143] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:52.436197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:52.492941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:52.493522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:52.493625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:52.493656] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:52.618530] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:52.618652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:52.618689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:52.618744] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:52.622291] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=53.88%) [2025-12-02T20:31:52.622546] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-12-02T20:31:52.622679] [INFO ] [sig ] FLS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:52.763128] [INFO ] [LOCAL ] Saved forecast: FLS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FLS.txt [2025-12-02T20:31:52.763236] [INFO ] [sig ] [1203/3544] Completed FLS in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:52.763271] [INFO ] [sig ] [1204/3544] Forecasting FLUX... [2025-12-02T20:31:52.763298] [INFO ] [sig ] Generating forecast for: FLUX [2025-12-02T20:31:52.763327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'. [2025-12-02T20:31:52.773220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLUX'. [2025-12-02T20:31:52.773480] [INFO ] [FORECASTER] Starting predict_future for FLUX [2025-12-02T20:31:52.774252] [DEBUG] [LOCAL ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt [2025-12-02T20:31:52.774301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:52.774331] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:52.774356] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:52.774415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:52.829250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:52.829872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:52.829945] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:52.829975] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:52.949953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:52.950068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:52.950105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:52.950132] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:52.953686] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=98.64%) [2025-12-02T20:31:52.953938] [INFO ] [FORECASTER] Completed predict_future for FLUX [2025-12-02T20:31:52.954052] [INFO ] [sig ] FLUX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:53.089460] [INFO ] [LOCAL ] Saved forecast: FLUX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FLUX.txt [2025-12-02T20:31:53.089587] [INFO ] [sig ] [1204/3544] Completed FLUX in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:53.089625] [INFO ] [sig ] [1205/3544] Forecasting FLWS... [2025-12-02T20:31:53.089652] [INFO ] [sig ] Generating forecast for: FLWS [2025-12-02T20:31:53.089680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'. [2025-12-02T20:31:53.100898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLWS'. [2025-12-02T20:31:53.101145] [INFO ] [FORECASTER] Starting predict_future for FLWS [2025-12-02T20:31:53.101902] [DEBUG] [LOCAL ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt [2025-12-02T20:31:53.101949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:53.101979] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:53.102004] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:53.102059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:53.158514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:53.159109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:53.159182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:53.159211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:53.279359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:53.279468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:53.279503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:53.279529] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:53.283109] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=84.45%) [2025-12-02T20:31:53.283357] [INFO ] [FORECASTER] Completed predict_future for FLWS [2025-12-02T20:31:53.283484] [INFO ] [sig ] FLWS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:53.419158] [INFO ] [LOCAL ] Saved forecast: FLWS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FLWS.txt [2025-12-02T20:31:53.419259] [INFO ] [sig ] [1205/3544] Completed FLWS in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:53.419294] [INFO ] [sig ] [1206/3544] Forecasting FLXS... [2025-12-02T20:31:53.419320] [INFO ] [sig ] Generating forecast for: FLXS [2025-12-02T20:31:53.419349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'. [2025-12-02T20:31:53.429632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLXS'. [2025-12-02T20:31:53.429881] [INFO ] [FORECASTER] Starting predict_future for FLXS [2025-12-02T20:31:53.430641] [DEBUG] [LOCAL ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt [2025-12-02T20:31:53.430690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:53.430719] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:53.430744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:53.430798] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:53.489383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:53.489999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:53.490073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:53.490103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:53.606583] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:53.606698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:53.606739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:53.606765] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:53.609963] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=0.85%) [2025-12-02T20:31:53.610216] [INFO ] [FORECASTER] Completed predict_future for FLXS [2025-12-02T20:31:53.610330] [INFO ] [sig ] FLXS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:53.746432] [INFO ] [LOCAL ] Saved forecast: FLXS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FLXS.txt [2025-12-02T20:31:53.746547] [INFO ] [sig ] [1206/3544] Completed FLXS in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:53.746600] [INFO ] [sig ] [1207/3544] Forecasting FLYE... [2025-12-02T20:31:53.746630] [INFO ] [sig ] Generating forecast for: FLYE [2025-12-02T20:31:53.746659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'. [2025-12-02T20:31:53.762352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLYE'. [2025-12-02T20:31:53.762847] [INFO ] [FORECASTER] Starting predict_future for FLYE [2025-12-02T20:31:53.763633] [DEBUG] [LOCAL ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt [2025-12-02T20:31:53.763869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:53.763899] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:53.763923] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:53.763982] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:53.820961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:53.821567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:53.821659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:53.821689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:53.937402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:53.937540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:53.937593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:53.937812] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:53.941157] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=34.01%) [2025-12-02T20:31:53.941411] [INFO ] [FORECASTER] Completed predict_future for FLYE [2025-12-02T20:31:53.941549] [INFO ] [sig ] FLYE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:54.081755] [INFO ] [LOCAL ] Saved forecast: FLYE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FLYE.txt [2025-12-02T20:31:54.081902] [INFO ] [sig ] [1207/3544] Completed FLYE in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.1m [2025-12-02T20:31:54.081940] [INFO ] [sig ] [1208/3544] Forecasting FMAO... [2025-12-02T20:31:54.081967] [INFO ] [sig ] Generating forecast for: FMAO [2025-12-02T20:31:54.081995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'. [2025-12-02T20:31:54.094192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMAO'. [2025-12-02T20:31:54.094543] [INFO ] [FORECASTER] Starting predict_future for FMAO [2025-12-02T20:31:54.095521] [DEBUG] [LOCAL ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt [2025-12-02T20:31:54.095586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:54.095620] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:54.095652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:54.095722] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:54.154393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:54.155239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:54.155320] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:54.155353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:54.270671] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:54.270828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:54.270870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:54.270899] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:54.274255] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=58.87%) [2025-12-02T20:31:54.274551] [INFO ] [FORECASTER] Completed predict_future for FMAO [2025-12-02T20:31:54.274700] [INFO ] [sig ] FMAO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:54.418899] [INFO ] [LOCAL ] Saved forecast: FMAO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FMAO.txt [2025-12-02T20:31:54.419050] [INFO ] [sig ] [1208/3544] Completed FMAO in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.0m [2025-12-02T20:31:54.419086] [INFO ] [sig ] [1209/3544] Forecasting FMB... [2025-12-02T20:31:54.419114] [INFO ] [sig ] Generating forecast for: FMB [2025-12-02T20:31:54.419144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'. [2025-12-02T20:31:54.430438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMB'. [2025-12-02T20:31:54.430835] [INFO ] [FORECASTER] Starting predict_future for FMB [2025-12-02T20:31:54.431691] [DEBUG] [LOCAL ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt [2025-12-02T20:31:54.431742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:54.431773] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:54.431798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:54.431853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:54.489290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:54.490133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:54.490214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:54.490244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:54.618144] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:54.618321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:54.618366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:54.618394] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:54.621765] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=52.44%) [2025-12-02T20:31:54.622023] [INFO ] [FORECASTER] Completed predict_future for FMB [2025-12-02T20:31:54.622143] [INFO ] [sig ] FMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:54.763330] [INFO ] [LOCAL ] Saved forecast: FMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FMB.txt [2025-12-02T20:31:54.763462] [INFO ] [sig ] [1209/3544] Completed FMB in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:54.763497] [INFO ] [sig ] [1210/3544] Forecasting FMBH... [2025-12-02T20:31:54.763525] [INFO ] [sig ] Generating forecast for: FMBH [2025-12-02T20:31:54.763554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'. [2025-12-02T20:31:54.775513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMBH'. [2025-12-02T20:31:54.775932] [INFO ] [FORECASTER] Starting predict_future for FMBH [2025-12-02T20:31:54.776764] [DEBUG] [LOCAL ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt [2025-12-02T20:31:54.776812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:54.776842] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:54.776867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:54.776921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:54.833239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:54.834180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:54.834300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:54.834331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:54.952228] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:54.952384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:54.952423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:54.952450] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:54.955704] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=69.41%) [2025-12-02T20:31:54.955965] [INFO ] [FORECASTER] Completed predict_future for FMBH [2025-12-02T20:31:54.956081] [INFO ] [sig ] FMBH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:55.093638] [INFO ] [LOCAL ] Saved forecast: FMBH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FMBH.txt [2025-12-02T20:31:55.093783] [INFO ] [sig ] [1210/3544] Completed FMBH in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:55.093820] [INFO ] [sig ] [1211/3544] Forecasting FMC... [2025-12-02T20:31:55.093848] [INFO ] [sig ] Generating forecast for: FMC [2025-12-02T20:31:55.093878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-12-02T20:31:55.105809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMC'. [2025-12-02T20:31:55.106217] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-12-02T20:31:55.107073] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-12-02T20:31:55.107135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:55.107167] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:55.107201] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:55.107258] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:55.164743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:55.165590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:55.165673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:55.165705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:55.289049] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:55.289195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:55.289233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:55.289260] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:55.292554] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=85.19%) [2025-12-02T20:31:55.292841] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-12-02T20:31:55.292959] [INFO ] [sig ] FMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:55.432453] [INFO ] [LOCAL ] Saved forecast: FMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FMC.txt [2025-12-02T20:31:55.432604] [INFO ] [sig ] [1211/3544] Completed FMC in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:55.432643] [INFO ] [sig ] [1212/3544] Forecasting FMHI... [2025-12-02T20:31:55.432679] [INFO ] [sig ] Generating forecast for: FMHI [2025-12-02T20:31:55.432706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'. [2025-12-02T20:31:55.444496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMHI'. [2025-12-02T20:31:55.444928] [INFO ] [FORECASTER] Starting predict_future for FMHI [2025-12-02T20:31:55.445777] [DEBUG] [LOCAL ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt [2025-12-02T20:31:55.445826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:55.445856] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:55.445881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:55.445940] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:55.503428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:55.504403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:55.504495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:55.504527] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:55.626896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:55.627056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:55.627097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:55.627123] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:55.630477] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=95.51%) [2025-12-02T20:31:55.630756] [INFO ] [FORECASTER] Completed predict_future for FMHI [2025-12-02T20:31:55.630878] [INFO ] [sig ] FMHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:55.773111] [INFO ] [LOCAL ] Saved forecast: FMHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FMHI.txt [2025-12-02T20:31:55.773250] [INFO ] [sig ] [1212/3544] Completed FMHI in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:55.773286] [INFO ] [sig ] [1213/3544] Forecasting FMN... [2025-12-02T20:31:55.773312] [INFO ] [sig ] Generating forecast for: FMN [2025-12-02T20:31:55.773339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-12-02T20:31:55.785293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMN'. [2025-12-02T20:31:55.785721] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-12-02T20:31:55.786690] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-12-02T20:31:55.786741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:55.786774] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:55.786801] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:55.786857] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:55.847287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:55.848213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:55.848317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:55.848351] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:55.966104] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:55.966266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:55.966308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:55.966337] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:55.969807] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=34.09%) [2025-12-02T20:31:55.970073] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-12-02T20:31:55.970194] [INFO ] [sig ] FMN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:56.109409] [INFO ] [LOCAL ] Saved forecast: FMN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FMN.txt [2025-12-02T20:31:56.109603] [INFO ] [sig ] [1213/3544] Completed FMN in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:56.109643] [INFO ] [sig ] [1214/3544] Forecasting FMNB... [2025-12-02T20:31:56.109671] [INFO ] [sig ] Generating forecast for: FMNB [2025-12-02T20:31:56.109699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'. [2025-12-02T20:31:56.121037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMNB'. [2025-12-02T20:31:56.121393] [INFO ] [FORECASTER] Starting predict_future for FMNB [2025-12-02T20:31:56.122205] [DEBUG] [LOCAL ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt [2025-12-02T20:31:56.122254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:56.122285] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:56.122310] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:56.122364] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:56.181881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:56.182749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:56.182834] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:56.182868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:56.305466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:56.305636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:56.305680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:56.305708] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:56.309355] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=23.36%) [2025-12-02T20:31:56.309683] [INFO ] [FORECASTER] Completed predict_future for FMNB [2025-12-02T20:31:56.309823] [INFO ] [sig ] FMNB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:56.460422] [INFO ] [LOCAL ] Saved forecast: FMNB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FMNB.txt [2025-12-02T20:31:56.460598] [INFO ] [sig ] [1214/3544] Completed FMNB in 0.4s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:56.460647] [INFO ] [sig ] [1215/3544] Forecasting FMS... [2025-12-02T20:31:56.460682] [INFO ] [sig ] Generating forecast for: FMS [2025-12-02T20:31:56.460723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-12-02T20:31:56.473129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMS'. [2025-12-02T20:31:56.473449] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-12-02T20:31:56.474231] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-12-02T20:31:56.474279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:56.474309] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:56.474336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:56.474390] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:56.529330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:56.529944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:56.530020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:56.530050] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:56.644956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:56.645107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:56.645147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:56.645172] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:56.648532] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-12-02T20:31:56.648811] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-12-02T20:31:56.648931] [INFO ] [sig ] FMS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:56.785237] [INFO ] [LOCAL ] Saved forecast: FMS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FMS.txt [2025-12-02T20:31:56.785368] [INFO ] [sig ] [1215/3544] Completed FMS in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:56.785421] [INFO ] [sig ] [1216/3544] Forecasting FMX... [2025-12-02T20:31:56.785464] [INFO ] [sig ] Generating forecast for: FMX [2025-12-02T20:31:56.785511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-12-02T20:31:56.796525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMX'. [2025-12-02T20:31:56.796821] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-12-02T20:31:56.797587] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-12-02T20:31:56.797638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:56.797668] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:56.797693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:56.797746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:56.852277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:56.852877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:56.852951] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:56.852981] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:56.974345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:56.974490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:56.974530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:56.974556] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:56.977954] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=46.99%) [2025-12-02T20:31:56.978216] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-12-02T20:31:56.978352] [INFO ] [sig ] FMX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:57.118156] [INFO ] [LOCAL ] Saved forecast: FMX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FMX.txt [2025-12-02T20:31:57.118286] [INFO ] [sig ] [1216/3544] Completed FMX in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:57.118323] [INFO ] [sig ] [1217/3544] Forecasting FN... [2025-12-02T20:31:57.118350] [INFO ] [sig ] Generating forecast for: FN [2025-12-02T20:31:57.118378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-12-02T20:31:57.129593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FN'. [2025-12-02T20:31:57.129889] [INFO ] [FORECASTER] Starting predict_future for FN [2025-12-02T20:31:57.130658] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-12-02T20:31:57.130706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:57.130761] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:57.130788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:57.130843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:57.190008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:57.190891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:57.190969] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:57.191002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:57.321683] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:57.321849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:57.321899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:57.321934] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:57.325705] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=97.39%) [2025-12-02T20:31:57.326004] [INFO ] [FORECASTER] Completed predict_future for FN [2025-12-02T20:31:57.326134] [INFO ] [sig ] FN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:57.484504] [INFO ] [LOCAL ] Saved forecast: FN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FN.txt [2025-12-02T20:31:57.484677] [INFO ] [sig ] [1217/3544] Completed FN in 0.4s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:57.484716] [INFO ] [sig ] [1218/3544] Forecasting FNB... [2025-12-02T20:31:57.484744] [INFO ] [sig ] Generating forecast for: FNB [2025-12-02T20:31:57.484772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-12-02T20:31:57.496650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNB'. [2025-12-02T20:31:57.497242] [INFO ] [FORECASTER] Starting predict_future for FNB [2025-12-02T20:31:57.498129] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-12-02T20:31:57.498177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:57.498207] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:57.498232] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:57.498287] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:57.554480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:57.555314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:57.555395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:57.555427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:57.682003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:57.682174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:57.682223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:57.682267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:57.685827] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=29.87%) [2025-12-02T20:31:57.686105] [INFO ] [FORECASTER] Completed predict_future for FNB [2025-12-02T20:31:57.686231] [INFO ] [sig ] FNB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:57.825749] [INFO ] [LOCAL ] Saved forecast: FNB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FNB.txt [2025-12-02T20:31:57.825936] [INFO ] [sig ] [1218/3544] Completed FNB in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:57.825975] [INFO ] [sig ] [1219/3544] Forecasting FNF... [2025-12-02T20:31:57.826004] [INFO ] [sig ] Generating forecast for: FNF [2025-12-02T20:31:57.826033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-12-02T20:31:57.838401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNF'. [2025-12-02T20:31:57.838810] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-12-02T20:31:57.839681] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-12-02T20:31:57.839733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:57.839765] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:57.839791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:57.839846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:57.896136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:57.896868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:57.896950] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:57.896983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:58.016142] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:58.016297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:58.016339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:58.016364] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:58.019688] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=44.92%) [2025-12-02T20:31:58.019947] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-12-02T20:31:58.020063] [INFO ] [sig ] FNF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:58.157160] [INFO ] [LOCAL ] Saved forecast: FNF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FNF.txt [2025-12-02T20:31:58.157311] [INFO ] [sig ] [1219/3544] Completed FNF in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:58.157351] [INFO ] [sig ] [1220/3544] Forecasting FNKO... [2025-12-02T20:31:58.157381] [INFO ] [sig ] Generating forecast for: FNKO [2025-12-02T20:31:58.157413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'. [2025-12-02T20:31:58.169699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNKO'. [2025-12-02T20:31:58.170011] [INFO ] [FORECASTER] Starting predict_future for FNKO [2025-12-02T20:31:58.170815] [DEBUG] [LOCAL ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt [2025-12-02T20:31:58.170866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:58.170897] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:58.170924] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:58.170981] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:58.227407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:58.228071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:58.228164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:58.228197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:58.344236] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:58.344384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:58.344423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:58.344486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:58.347825] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=17.11%) [2025-12-02T20:31:58.348105] [INFO ] [FORECASTER] Completed predict_future for FNKO [2025-12-02T20:31:58.348222] [INFO ] [sig ] FNKO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:58.485261] [INFO ] [LOCAL ] Saved forecast: FNKO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FNKO.txt [2025-12-02T20:31:58.485389] [INFO ] [sig ] [1220/3544] Completed FNKO in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:58.485424] [INFO ] [sig ] [1221/3544] Forecasting FNLC... [2025-12-02T20:31:58.485453] [INFO ] [sig ] Generating forecast for: FNLC [2025-12-02T20:31:58.485481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'. [2025-12-02T20:31:58.496978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNLC'. [2025-12-02T20:31:58.497331] [INFO ] [FORECASTER] Starting predict_future for FNLC [2025-12-02T20:31:58.498185] [DEBUG] [LOCAL ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt [2025-12-02T20:31:58.498234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:58.498263] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:58.498288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:58.498341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:58.555536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:58.556399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:58.556480] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:58.556512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:58.667950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:58.668121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:58.668164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:58.668191] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:58.671630] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=17.12%) [2025-12-02T20:31:58.671910] [INFO ] [FORECASTER] Completed predict_future for FNLC [2025-12-02T20:31:58.672043] [INFO ] [sig ] FNLC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:58.812934] [INFO ] [LOCAL ] Saved forecast: FNLC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FNLC.txt [2025-12-02T20:31:58.813098] [INFO ] [sig ] [1221/3544] Completed FNLC in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:58.813143] [INFO ] [sig ] [1222/3544] Forecasting FNX... [2025-12-02T20:31:58.813176] [INFO ] [sig ] Generating forecast for: FNX [2025-12-02T20:31:58.813206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'. [2025-12-02T20:31:58.825100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNX'. [2025-12-02T20:31:58.825454] [INFO ] [FORECASTER] Starting predict_future for FNX [2025-12-02T20:31:58.826273] [DEBUG] [LOCAL ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt [2025-12-02T20:31:58.826322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:58.826363] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:58.826391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:58.826447] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:58.886478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:58.887347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:58.887425] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:58.887457] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:59.010079] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:59.010237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:59.010277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:59.010304] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:59.013608] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=33.41%) [2025-12-02T20:31:59.013874] [INFO ] [FORECASTER] Completed predict_future for FNX [2025-12-02T20:31:59.013996] [INFO ] [sig ] FNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:59.152120] [INFO ] [LOCAL ] Saved forecast: FNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FNX.txt [2025-12-02T20:31:59.152272] [INFO ] [sig ] [1222/3544] Completed FNX in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:59.152312] [INFO ] [sig ] [1223/3544] Forecasting FOA... [2025-12-02T20:31:59.152342] [INFO ] [sig ] Generating forecast for: FOA [2025-12-02T20:31:59.152372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-12-02T20:31:59.164757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOA'. [2025-12-02T20:31:59.165125] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-12-02T20:31:59.165946] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-12-02T20:31:59.165998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:59.166030] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:59.166057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:59.166113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:59.222101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:59.223040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:59.223129] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:59.223161] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:59.344690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:59.344844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:59.344885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:59.344911] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:59.348180] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=88.48%) [2025-12-02T20:31:59.348469] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-12-02T20:31:59.348623] [INFO ] [sig ] FOA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:31:59.486567] [INFO ] [LOCAL ] Saved forecast: FOA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FOA.txt [2025-12-02T20:31:59.486733] [INFO ] [sig ] [1223/3544] Completed FOA in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:59.486770] [INFO ] [sig ] [1224/3544] Forecasting FOF... [2025-12-02T20:31:59.486797] [INFO ] [sig ] Generating forecast for: FOF [2025-12-02T20:31:59.486825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-12-02T20:31:59.498857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOF'. [2025-12-02T20:31:59.499151] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-12-02T20:31:59.499947] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-12-02T20:31:59.499996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:59.500028] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:59.500057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:59.500129] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:59.556236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:59.557151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:59.557233] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:59.557264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:59.669366] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:59.669521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:59.669564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:59.669612] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:59.673064] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-12-02T20:31:59.673322] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-12-02T20:31:59.673443] [INFO ] [sig ] FOF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:31:59.810058] [INFO ] [LOCAL ] Saved forecast: FOF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FOF.txt [2025-12-02T20:31:59.810226] [INFO ] [sig ] [1224/3544] Completed FOF in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:31:59.810266] [INFO ] [sig ] [1225/3544] Forecasting FOLD... [2025-12-02T20:31:59.810295] [INFO ] [sig ] Generating forecast for: FOLD [2025-12-02T20:31:59.810324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'. [2025-12-02T20:31:59.822143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOLD'. [2025-12-02T20:31:59.822518] [INFO ] [FORECASTER] Starting predict_future for FOLD [2025-12-02T20:31:59.823334] [DEBUG] [LOCAL ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt [2025-12-02T20:31:59.823384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:31:59.823414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:31:59.823439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:31:59.823494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:31:59.877815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:31:59.878531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:31:59.878633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:31:59.878666] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:31:59.996265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:31:59.996432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:31:59.996474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:31:59.996501] [INFO ] [FORECASTER] Training complete [2025-12-02T20:31:59.999858] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=63.01%) [2025-12-02T20:32:00.000125] [INFO ] [FORECASTER] Completed predict_future for FOLD [2025-12-02T20:32:00.000252] [INFO ] [sig ] FOLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:00.137098] [INFO ] [LOCAL ] Saved forecast: FOLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FOLD.txt [2025-12-02T20:32:00.137250] [INFO ] [sig ] [1225/3544] Completed FOLD in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.0m [2025-12-02T20:32:00.137288] [INFO ] [sig ] [1226/3544] Forecasting FORM... [2025-12-02T20:32:00.137318] [INFO ] [sig ] Generating forecast for: FORM [2025-12-02T20:32:00.137354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'. [2025-12-02T20:32:00.148269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FORM'. [2025-12-02T20:32:00.148618] [INFO ] [FORECASTER] Starting predict_future for FORM [2025-12-02T20:32:00.149372] [DEBUG] [LOCAL ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt [2025-12-02T20:32:00.149420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:00.149449] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:00.149474] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:00.149528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:00.203893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:00.204745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:00.204822] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:00.204853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:00.328064] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:00.328236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:00.328277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:00.328303] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:00.331622] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=19.51%) [2025-12-02T20:32:00.331891] [INFO ] [FORECASTER] Completed predict_future for FORM [2025-12-02T20:32:00.332010] [INFO ] [sig ] FORM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:00.468120] [INFO ] [LOCAL ] Saved forecast: FORM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FORM.txt [2025-12-02T20:32:00.468276] [INFO ] [sig ] [1226/3544] Completed FORM in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 12.9m [2025-12-02T20:32:00.468313] [INFO ] [sig ] [1227/3544] Forecasting FOSL... [2025-12-02T20:32:00.468340] [INFO ] [sig ] Generating forecast for: FOSL [2025-12-02T20:32:00.468368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'. [2025-12-02T20:32:00.479870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOSL'. [2025-12-02T20:32:00.480160] [INFO ] [FORECASTER] Starting predict_future for FOSL [2025-12-02T20:32:00.480937] [DEBUG] [LOCAL ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt [2025-12-02T20:32:00.480985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:00.481014] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:00.481039] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:00.481093] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:00.535658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:00.536330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:00.536439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:00.536471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:00.653447] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:00.653611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:00.653651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:00.653680] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:00.656918] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=4.40%) [2025-12-02T20:32:00.657191] [INFO ] [FORECASTER] Completed predict_future for FOSL [2025-12-02T20:32:00.657313] [INFO ] [sig ] FOSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:00.792556] [INFO ] [LOCAL ] Saved forecast: FOSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FOSL.txt [2025-12-02T20:32:00.792710] [INFO ] [sig ] [1227/3544] Completed FOSL in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:00.792746] [INFO ] [sig ] [1228/3544] Forecasting FOX... [2025-12-02T20:32:00.792775] [INFO ] [sig ] Generating forecast for: FOX [2025-12-02T20:32:00.792802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'. [2025-12-02T20:32:00.803861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOX'. [2025-12-02T20:32:00.804182] [INFO ] [FORECASTER] Starting predict_future for FOX [2025-12-02T20:32:00.805034] [DEBUG] [LOCAL ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt [2025-12-02T20:32:00.805084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:00.805115] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:00.805142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:00.805199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:00.864798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:00.865595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:00.865681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:00.865714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:00.992953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:00.993064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:00.993105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:00.993134] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:00.996607] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=49.51%) [2025-12-02T20:32:00.996909] [INFO ] [FORECASTER] Completed predict_future for FOX [2025-12-02T20:32:00.997036] [INFO ] [sig ] FOX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:01.135542] [INFO ] [LOCAL ] Saved forecast: FOX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FOX.txt [2025-12-02T20:32:01.135712] [INFO ] [sig ] [1228/3544] Completed FOX in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:01.135751] [INFO ] [sig ] [1229/3544] Forecasting FOXA... [2025-12-02T20:32:01.135780] [INFO ] [sig ] Generating forecast for: FOXA [2025-12-02T20:32:01.135808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'. [2025-12-02T20:32:01.153077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXA'. [2025-12-02T20:32:01.153397] [INFO ] [FORECASTER] Starting predict_future for FOXA [2025-12-02T20:32:01.154238] [DEBUG] [LOCAL ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt [2025-12-02T20:32:01.154289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:01.154320] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:01.154347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:01.154413] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:01.220510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:01.221367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:01.221451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:01.221483] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:01.346925] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:01.347089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:01.347130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:01.347203] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:01.350798] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=36.20%) [2025-12-02T20:32:01.351079] [INFO ] [FORECASTER] Completed predict_future for FOXA [2025-12-02T20:32:01.351205] [INFO ] [sig ] FOXA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:01.491386] [INFO ] [LOCAL ] Saved forecast: FOXA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FOXA.txt [2025-12-02T20:32:01.491530] [INFO ] [sig ] [1229/3544] Completed FOXA in 0.4s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:01.491568] [INFO ] [sig ] [1230/3544] Forecasting FOXF... [2025-12-02T20:32:01.491629] [INFO ] [sig ] Generating forecast for: FOXF [2025-12-02T20:32:01.491663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'. [2025-12-02T20:32:01.503631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXF'. [2025-12-02T20:32:01.504156] [INFO ] [FORECASTER] Starting predict_future for FOXF [2025-12-02T20:32:01.505123] [DEBUG] [LOCAL ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt [2025-12-02T20:32:01.505170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:01.505200] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:01.505225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:01.505278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:01.560643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:01.561463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:01.561542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:01.561590] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:01.687052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:01.687205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:01.687244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:01.687272] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:01.690535] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=11.30%) [2025-12-02T20:32:01.690809] [INFO ] [FORECASTER] Completed predict_future for FOXF [2025-12-02T20:32:01.690923] [INFO ] [sig ] FOXF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:01.829169] [INFO ] [LOCAL ] Saved forecast: FOXF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FOXF.txt [2025-12-02T20:32:01.829347] [INFO ] [sig ] [1230/3544] Completed FOXF in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:01.829388] [INFO ] [sig ] [1231/3544] Forecasting FPF... [2025-12-02T20:32:01.829415] [INFO ] [sig ] Generating forecast for: FPF [2025-12-02T20:32:01.829444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-12-02T20:32:01.841773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPF'. [2025-12-02T20:32:01.842064] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-12-02T20:32:01.842880] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-12-02T20:32:01.842930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:01.842961] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:01.842986] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:01.843041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:01.900244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:01.900953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:01.901040] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:01.901081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:02.022274] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:02.022426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:02.022465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:02.022492] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:02.026058] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=68.24%) [2025-12-02T20:32:02.026324] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-12-02T20:32:02.026446] [INFO ] [sig ] FPF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:02.168144] [INFO ] [LOCAL ] Saved forecast: FPF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FPF.txt [2025-12-02T20:32:02.168273] [INFO ] [sig ] [1231/3544] Completed FPF in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:02.168311] [INFO ] [sig ] [1232/3544] Forecasting FPH... [2025-12-02T20:32:02.168341] [INFO ] [sig ] Generating forecast for: FPH [2025-12-02T20:32:02.168371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-12-02T20:32:02.179808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPH'. [2025-12-02T20:32:02.180116] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-12-02T20:32:02.180910] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-12-02T20:32:02.180958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:02.180988] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:02.181013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:02.181067] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:02.236855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:02.237480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:02.237561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:02.237611] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:02.358888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:02.359037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:02.359075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:02.359100] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:02.362362] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=82.52%) [2025-12-02T20:32:02.362640] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-12-02T20:32:02.362755] [INFO ] [sig ] FPH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:02.499666] [INFO ] [LOCAL ] Saved forecast: FPH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FPH.txt [2025-12-02T20:32:02.499786] [INFO ] [sig ] [1232/3544] Completed FPH in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:02.499822] [INFO ] [sig ] [1233/3544] Forecasting FPI... [2025-12-02T20:32:02.499849] [INFO ] [sig ] Generating forecast for: FPI [2025-12-02T20:32:02.499878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-12-02T20:32:02.511095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPI'. [2025-12-02T20:32:02.511362] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-12-02T20:32:02.512134] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-12-02T20:32:02.512181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:02.512211] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:02.512235] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:02.512304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:02.567426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:02.568102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:02.568179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:02.568210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:02.684330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:02.684480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:02.684521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:02.684548] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:02.687824] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=61.62%) [2025-12-02T20:32:02.688102] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-12-02T20:32:02.688223] [INFO ] [sig ] FPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:02.824039] [INFO ] [LOCAL ] Saved forecast: FPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FPI.txt [2025-12-02T20:32:02.824175] [INFO ] [sig ] [1233/3544] Completed FPI in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:02.824211] [INFO ] [sig ] [1234/3544] Forecasting FPXI... [2025-12-02T20:32:02.824239] [INFO ] [sig ] Generating forecast for: FPXI [2025-12-02T20:32:02.824267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'. [2025-12-02T20:32:02.835175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPXI'. [2025-12-02T20:32:02.835477] [INFO ] [FORECASTER] Starting predict_future for FPXI [2025-12-02T20:32:02.836234] [DEBUG] [LOCAL ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt [2025-12-02T20:32:02.836283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:02.836342] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:02.836369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:02.836424] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:02.892109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:02.892833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:02.892911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:02.892942] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:03.005406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:03.005599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:03.005652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:03.005682] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:03.009334] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=80.20%) [2025-12-02T20:32:03.009636] [INFO ] [FORECASTER] Completed predict_future for FPXI [2025-12-02T20:32:03.009766] [INFO ] [sig ] FPXI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:03.152792] [INFO ] [LOCAL ] Saved forecast: FPXI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FPXI.txt [2025-12-02T20:32:03.152942] [INFO ] [sig ] [1234/3544] Completed FPXI in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:03.152980] [INFO ] [sig ] [1235/3544] Forecasting FRA... [2025-12-02T20:32:03.153008] [INFO ] [sig ] Generating forecast for: FRA [2025-12-02T20:32:03.153037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-12-02T20:32:03.164812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRA'. [2025-12-02T20:32:03.165152] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-12-02T20:32:03.165956] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-12-02T20:32:03.166017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:03.166049] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:03.166075] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:03.166131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:03.224169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:03.224997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:03.225093] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:03.225142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:03.343991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:03.344153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:03.344195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:03.344222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:03.347659] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=58.04%) [2025-12-02T20:32:03.348014] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-12-02T20:32:03.348153] [INFO ] [sig ] FRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:03.486380] [INFO ] [LOCAL ] Saved forecast: FRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FRA.txt [2025-12-02T20:32:03.486505] [INFO ] [sig ] [1235/3544] Completed FRA in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:03.486542] [INFO ] [sig ] [1236/3544] Forecasting FRBA... [2025-12-02T20:32:03.486586] [INFO ] [sig ] Generating forecast for: FRBA [2025-12-02T20:32:03.486619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'. [2025-12-02T20:32:03.497262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRBA'. [2025-12-02T20:32:03.497542] [INFO ] [FORECASTER] Starting predict_future for FRBA [2025-12-02T20:32:03.498442] [DEBUG] [LOCAL ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt [2025-12-02T20:32:03.498492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:03.498522] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:03.498547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:03.498620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:03.555593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:03.556218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:03.556295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:03.556328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:03.672265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:03.672416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:03.672455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:03.672481] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:03.675729] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=9.15%) [2025-12-02T20:32:03.675985] [INFO ] [FORECASTER] Completed predict_future for FRBA [2025-12-02T20:32:03.676102] [INFO ] [sig ] FRBA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:03.810992] [INFO ] [LOCAL ] Saved forecast: FRBA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FRBA.txt [2025-12-02T20:32:03.811115] [INFO ] [sig ] [1236/3544] Completed FRBA in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:03.811152] [INFO ] [sig ] [1237/3544] Forecasting FRGE... [2025-12-02T20:32:03.811180] [INFO ] [sig ] Generating forecast for: FRGE [2025-12-02T20:32:03.811209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-12-02T20:32:03.822092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRGE'. [2025-12-02T20:32:03.822381] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-12-02T20:32:03.823193] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-12-02T20:32:03.823242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:03.823272] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:03.823297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:03.823350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:03.879968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:03.880629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:03.880707] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:03.880739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:04.008931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:04.009086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:04.009131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:04.009193] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:04.012515] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=11.92%) [2025-12-02T20:32:04.012788] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-12-02T20:32:04.012904] [INFO ] [sig ] FRGE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:04.151426] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FRGE.txt [2025-12-02T20:32:04.151539] [INFO ] [sig ] [1237/3544] Completed FRGE in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:04.151592] [INFO ] [sig ] [1238/3544] Forecasting FRHC... [2025-12-02T20:32:04.151623] [INFO ] [sig ] Generating forecast for: FRHC [2025-12-02T20:32:04.151651] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'. [2025-12-02T20:32:04.162056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRHC'. [2025-12-02T20:32:04.162364] [INFO ] [FORECASTER] Starting predict_future for FRHC [2025-12-02T20:32:04.163272] [DEBUG] [LOCAL ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt [2025-12-02T20:32:04.163323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:04.163356] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:04.163384] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:04.163441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:04.220211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:04.220830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:04.220907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:04.220940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:04.344274] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:04.344416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:04.344455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:04.344482] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:04.347836] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=31.82%) [2025-12-02T20:32:04.348118] [INFO ] [FORECASTER] Completed predict_future for FRHC [2025-12-02T20:32:04.348238] [INFO ] [sig ] FRHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:04.484017] [INFO ] [LOCAL ] Saved forecast: FRHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FRHC.txt [2025-12-02T20:32:04.484142] [INFO ] [sig ] [1238/3544] Completed FRHC in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:04.484179] [INFO ] [sig ] [1239/3544] Forecasting FRME... [2025-12-02T20:32:04.484208] [INFO ] [sig ] Generating forecast for: FRME [2025-12-02T20:32:04.484236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'. [2025-12-02T20:32:04.495858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRME'. [2025-12-02T20:32:04.496134] [INFO ] [FORECASTER] Starting predict_future for FRME [2025-12-02T20:32:04.496901] [DEBUG] [LOCAL ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt [2025-12-02T20:32:04.496949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:04.496979] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:04.497005] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:04.497060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:04.554448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:04.555296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:04.555380] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:04.555412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:04.673337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:04.673484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:04.673522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:04.673550] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:04.676840] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-12-02T20:32:04.677092] [INFO ] [FORECASTER] Completed predict_future for FRME [2025-12-02T20:32:04.677207] [INFO ] [sig ] FRME: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:04.819586] [INFO ] [LOCAL ] Saved forecast: FRME 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FRME.txt [2025-12-02T20:32:04.819711] [INFO ] [sig ] [1239/3544] Completed FRME in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:04.819755] [INFO ] [sig ] [1240/3544] Forecasting FRO... [2025-12-02T20:32:04.819789] [INFO ] [sig ] Generating forecast for: FRO [2025-12-02T20:32:04.819825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-12-02T20:32:04.830773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRO'. [2025-12-02T20:32:04.831051] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-12-02T20:32:04.831805] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-12-02T20:32:04.831853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:04.831884] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:04.831909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:04.831963] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:04.886767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:04.887345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:04.887420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:04.887451] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:05.014320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:05.014461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:05.014512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:05.014541] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:05.017785] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=83.66%) [2025-12-02T20:32:05.018117] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-12-02T20:32:05.018241] [INFO ] [sig ] FRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:05.154358] [INFO ] [LOCAL ] Saved forecast: FRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FRO.txt [2025-12-02T20:32:05.154485] [INFO ] [sig ] [1240/3544] Completed FRO in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:05.154522] [INFO ] [sig ] [1241/3544] Forecasting FROG... [2025-12-02T20:32:05.154550] [INFO ] [sig ] Generating forecast for: FROG [2025-12-02T20:32:05.154595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'. [2025-12-02T20:32:05.165541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FROG'. [2025-12-02T20:32:05.165851] [INFO ] [FORECASTER] Starting predict_future for FROG [2025-12-02T20:32:05.166623] [DEBUG] [LOCAL ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt [2025-12-02T20:32:05.166672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:05.166703] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:05.166728] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:05.166783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:05.223373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:05.224095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:05.224177] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:05.224211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:05.343460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:05.343624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:05.343667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:05.343694] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:05.346916] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=1.78%) [2025-12-02T20:32:05.347171] [INFO ] [FORECASTER] Completed predict_future for FROG [2025-12-02T20:32:05.347286] [INFO ] [sig ] FROG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:05.483391] [INFO ] [LOCAL ] Saved forecast: FROG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FROG.txt [2025-12-02T20:32:05.483509] [INFO ] [sig ] [1241/3544] Completed FROG in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:05.483545] [INFO ] [sig ] [1242/3544] Forecasting FRPH... [2025-12-02T20:32:05.483589] [INFO ] [sig ] Generating forecast for: FRPH [2025-12-02T20:32:05.483621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'. [2025-12-02T20:32:05.494704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRPH'. [2025-12-02T20:32:05.494981] [INFO ] [FORECASTER] Starting predict_future for FRPH [2025-12-02T20:32:05.495763] [DEBUG] [LOCAL ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt [2025-12-02T20:32:05.495822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:05.495858] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:05.495889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:05.495943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:05.552820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:05.553437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:05.553515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:05.553548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:05.672905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:05.673061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:05.673100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:05.673127] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:05.676364] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=75.01%) [2025-12-02T20:32:05.676635] [INFO ] [FORECASTER] Completed predict_future for FRPH [2025-12-02T20:32:05.676754] [INFO ] [sig ] FRPH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:05.814365] [INFO ] [LOCAL ] Saved forecast: FRPH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FRPH.txt [2025-12-02T20:32:05.814515] [INFO ] [sig ] [1242/3544] Completed FRPH in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:05.814553] [INFO ] [sig ] [1243/3544] Forecasting FRSH... [2025-12-02T20:32:05.814602] [INFO ] [sig ] Generating forecast for: FRSH [2025-12-02T20:32:05.814634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'. [2025-12-02T20:32:05.826286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSH'. [2025-12-02T20:32:05.826599] [INFO ] [FORECASTER] Starting predict_future for FRSH [2025-12-02T20:32:05.827440] [DEBUG] [LOCAL ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt [2025-12-02T20:32:05.827490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:05.827521] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:05.827547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:05.827624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:05.883357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:05.884206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:05.884286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:05.884317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:06.006631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:06.006781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:06.006821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:06.006848] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:06.010168] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=36.20%) [2025-12-02T20:32:06.010454] [INFO ] [FORECASTER] Completed predict_future for FRSH [2025-12-02T20:32:06.010594] [INFO ] [sig ] FRSH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:06.154225] [INFO ] [LOCAL ] Saved forecast: FRSH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FRSH.txt [2025-12-02T20:32:06.154374] [INFO ] [sig ] [1243/3544] Completed FRSH in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.9m [2025-12-02T20:32:06.154413] [INFO ] [sig ] [1244/3544] Forecasting FRSX... [2025-12-02T20:32:06.154441] [INFO ] [sig ] Generating forecast for: FRSX [2025-12-02T20:32:06.154471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'. [2025-12-02T20:32:06.164728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSX'. [2025-12-02T20:32:06.165110] [INFO ] [FORECASTER] Starting predict_future for FRSX [2025-12-02T20:32:06.165945] [DEBUG] [LOCAL ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt [2025-12-02T20:32:06.165996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:06.166028] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:06.166057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:06.166114] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:06.221766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:06.222591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:06.222705] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:06.222744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:06.342870] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:06.343024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:06.343063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:06.343091] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:06.346453] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=88.92%) [2025-12-02T20:32:06.346750] [INFO ] [FORECASTER] Completed predict_future for FRSX [2025-12-02T20:32:06.346873] [INFO ] [sig ] FRSX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:06.484992] [INFO ] [LOCAL ] Saved forecast: FRSX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FRSX.txt [2025-12-02T20:32:06.485123] [INFO ] [sig ] [1244/3544] Completed FRSX in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 12.8m [2025-12-02T20:32:06.485160] [INFO ] [sig ] [1245/3544] Forecasting FSBC... [2025-12-02T20:32:06.485188] [INFO ] [sig ] Generating forecast for: FSBC [2025-12-02T20:32:06.485216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'. [2025-12-02T20:32:06.495901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSBC'. [2025-12-02T20:32:06.496269] [INFO ] [FORECASTER] Starting predict_future for FSBC [2025-12-02T20:32:06.497071] [DEBUG] [LOCAL ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt [2025-12-02T20:32:06.497119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:06.497149] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:06.497175] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:06.497229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:06.553079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:06.553913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:06.553994] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:06.554024] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:06.672903] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:06.673053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:06.673091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:06.673118] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:06.676412] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=60.24%) [2025-12-02T20:32:06.676710] [INFO ] [FORECASTER] Completed predict_future for FSBC [2025-12-02T20:32:06.676841] [INFO ] [sig ] FSBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:06.814079] [INFO ] [LOCAL ] Saved forecast: FSBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FSBC.txt [2025-12-02T20:32:06.814223] [INFO ] [sig ] [1245/3544] Completed FSBC in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:06.814260] [INFO ] [sig ] [1246/3544] Forecasting FSCO... [2025-12-02T20:32:06.814290] [INFO ] [sig ] Generating forecast for: FSCO [2025-12-02T20:32:06.814319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-12-02T20:32:06.825629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSCO'. [2025-12-02T20:32:06.825972] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-12-02T20:32:06.826787] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-12-02T20:32:06.826837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:06.826882] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:06.826909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:06.826964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:06.883298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:06.884175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:06.884254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:06.884285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:07.000822] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:07.000950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:07.000987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:07.001013] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:07.004804] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=43.45%) [2025-12-02T20:32:07.005128] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-12-02T20:32:07.005275] [INFO ] [sig ] FSCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:07.144807] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FSCO.txt [2025-12-02T20:32:07.144920] [INFO ] [sig ] [1246/3544] Completed FSCO in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:07.144958] [INFO ] [sig ] [1247/3544] Forecasting FSK... [2025-12-02T20:32:07.144987] [INFO ] [sig ] Generating forecast for: FSK [2025-12-02T20:32:07.145018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-12-02T20:32:07.156136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSK'. [2025-12-02T20:32:07.156394] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-12-02T20:32:07.157155] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-12-02T20:32:07.157204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:07.157234] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:07.157259] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:07.157313] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:07.212812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:07.213391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:07.213464] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:07.213494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:07.328630] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:07.328743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:07.328778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:07.328806] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:07.331934] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=26.01%) [2025-12-02T20:32:07.332186] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-12-02T20:32:07.332300] [INFO ] [sig ] FSK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:07.470246] [INFO ] [LOCAL ] Saved forecast: FSK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FSK.txt [2025-12-02T20:32:07.470373] [INFO ] [sig ] [1247/3544] Completed FSK in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:07.470409] [INFO ] [sig ] [1248/3544] Forecasting FSLY... [2025-12-02T20:32:07.470435] [INFO ] [sig ] Generating forecast for: FSLY [2025-12-02T20:32:07.470462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-12-02T20:32:07.482362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSLY'. [2025-12-02T20:32:07.482775] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-12-02T20:32:07.483603] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-12-02T20:32:07.483652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:07.483684] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:07.483709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:07.483764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:07.543285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:07.544174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:07.544259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:07.544292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:07.667617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:07.667786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:07.667836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:07.667891] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:07.671593] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=15.69%) [2025-12-02T20:32:07.671925] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-12-02T20:32:07.672070] [INFO ] [sig ] FSLY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:07.819722] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FSLY.txt [2025-12-02T20:32:07.819895] [INFO ] [sig ] [1248/3544] Completed FSLY in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:07.819943] [INFO ] [sig ] [1249/3544] Forecasting FSM... [2025-12-02T20:32:07.819973] [INFO ] [sig ] Generating forecast for: FSM [2025-12-02T20:32:07.820003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-12-02T20:32:07.831914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSM'. [2025-12-02T20:32:07.832230] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-12-02T20:32:07.833011] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-12-02T20:32:07.833059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:07.833089] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:07.833115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:07.833169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:07.888154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:07.888786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:07.888873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:07.888911] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:08.003929] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:08.004081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:08.004120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:08.004148] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:08.007397] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=18.67%) [2025-12-02T20:32:08.007689] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-12-02T20:32:08.007843] [INFO ] [sig ] FSM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:08.146244] [INFO ] [LOCAL ] Saved forecast: FSM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FSM.txt [2025-12-02T20:32:08.146363] [INFO ] [sig ] [1249/3544] Completed FSM in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:08.146405] [INFO ] [sig ] [1250/3544] Forecasting FSS... [2025-12-02T20:32:08.146433] [INFO ] [sig ] Generating forecast for: FSS [2025-12-02T20:32:08.146461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-12-02T20:32:08.159827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSS'. [2025-12-02T20:32:08.160416] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-12-02T20:32:08.161375] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-12-02T20:32:08.161429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:08.161474] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:08.161512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:08.161591] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:08.222132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:08.223100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:08.223186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:08.223218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:08.348325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:08.348469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:08.348508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:08.348536] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:08.352450] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=95.68%) [2025-12-02T20:32:08.352727] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-12-02T20:32:08.352843] [INFO ] [sig ] FSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:08.492985] [INFO ] [LOCAL ] Saved forecast: FSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FSS.txt [2025-12-02T20:32:08.493113] [INFO ] [sig ] [1250/3544] Completed FSS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:08.493150] [INFO ] [sig ] [1251/3544] Forecasting FTA... [2025-12-02T20:32:08.493178] [INFO ] [sig ] Generating forecast for: FTA [2025-12-02T20:32:08.493208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'. [2025-12-02T20:32:08.505152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTA'. [2025-12-02T20:32:08.505464] [INFO ] [FORECASTER] Starting predict_future for FTA [2025-12-02T20:32:08.506413] [DEBUG] [LOCAL ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt [2025-12-02T20:32:08.506465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:08.506523] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:08.506551] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:08.506629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:08.563954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:08.564665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:08.564744] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:08.564775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:08.689799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:08.689948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:08.690015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:08.690055] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:08.693504] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=9.59%) [2025-12-02T20:32:08.693791] [INFO ] [FORECASTER] Completed predict_future for FTA [2025-12-02T20:32:08.693932] [INFO ] [sig ] FTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:08.839804] [INFO ] [LOCAL ] Saved forecast: FTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTA.txt [2025-12-02T20:32:08.839977] [INFO ] [sig ] [1251/3544] Completed FTA in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:08.840028] [INFO ] [sig ] [1252/3544] Forecasting FTAI... [2025-12-02T20:32:08.840058] [INFO ] [sig ] Generating forecast for: FTAI [2025-12-02T20:32:08.840088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'. [2025-12-02T20:32:08.852514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTAI'. [2025-12-02T20:32:08.852915] [INFO ] [FORECASTER] Starting predict_future for FTAI [2025-12-02T20:32:08.853725] [DEBUG] [LOCAL ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt [2025-12-02T20:32:08.853774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:08.853807] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:08.853833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:08.853887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:08.909401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:08.910249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:08.910333] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:08.910364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:09.031302] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:09.031457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:09.031498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:09.031525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:09.034860] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=73.18%) [2025-12-02T20:32:09.035143] [INFO ] [FORECASTER] Completed predict_future for FTAI [2025-12-02T20:32:09.035267] [INFO ] [sig ] FTAI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:09.175935] [INFO ] [LOCAL ] Saved forecast: FTAI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTAI.txt [2025-12-02T20:32:09.176088] [INFO ] [sig ] [1252/3544] Completed FTAI in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:09.176127] [INFO ] [sig ] [1253/3544] Forecasting FTC... [2025-12-02T20:32:09.176154] [INFO ] [sig ] Generating forecast for: FTC [2025-12-02T20:32:09.176185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'. [2025-12-02T20:32:09.188150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTC'. [2025-12-02T20:32:09.188606] [INFO ] [FORECASTER] Starting predict_future for FTC [2025-12-02T20:32:09.189428] [DEBUG] [LOCAL ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt [2025-12-02T20:32:09.189478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:09.189510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:09.189536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:09.189605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:09.245971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:09.246822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:09.246906] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:09.246938] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:09.365691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:09.365848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:09.365890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:09.365935] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:09.369519] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=96.64%) [2025-12-02T20:32:09.369897] [INFO ] [FORECASTER] Completed predict_future for FTC [2025-12-02T20:32:09.370048] [INFO ] [sig ] FTC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:09.521492] [INFO ] [LOCAL ] Saved forecast: FTC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTC.txt [2025-12-02T20:32:09.521667] [INFO ] [sig ] [1253/3544] Completed FTC in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:09.521707] [INFO ] [sig ] [1254/3544] Forecasting FTCI... [2025-12-02T20:32:09.521734] [INFO ] [sig ] Generating forecast for: FTCI [2025-12-02T20:32:09.521765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'. [2025-12-02T20:32:09.533037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCI'. [2025-12-02T20:32:09.533413] [INFO ] [FORECASTER] Starting predict_future for FTCI [2025-12-02T20:32:09.534200] [DEBUG] [LOCAL ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt [2025-12-02T20:32:09.534250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:09.534280] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:09.534305] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:09.534359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:09.591815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:09.592694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:09.592787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:09.592821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:09.719040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:09.719196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:09.719238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:09.719306] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:09.722936] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=22.45%) [2025-12-02T20:32:09.723263] [INFO ] [FORECASTER] Completed predict_future for FTCI [2025-12-02T20:32:09.723401] [INFO ] [sig ] FTCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:09.869242] [INFO ] [LOCAL ] Saved forecast: FTCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTCI.txt [2025-12-02T20:32:09.869378] [INFO ] [sig ] [1254/3544] Completed FTCI in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:09.869416] [INFO ] [sig ] [1255/3544] Forecasting FTCS... [2025-12-02T20:32:09.869444] [INFO ] [sig ] Generating forecast for: FTCS [2025-12-02T20:32:09.869473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'. [2025-12-02T20:32:09.880560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCS'. [2025-12-02T20:32:09.880841] [INFO ] [FORECASTER] Starting predict_future for FTCS [2025-12-02T20:32:09.881599] [DEBUG] [LOCAL ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt [2025-12-02T20:32:09.881649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:09.881679] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:09.881705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:09.881759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:09.938365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:09.939022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:09.939114] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:09.939147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:10.058717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:10.058886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:10.058931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:10.058961] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:10.062570] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=69.55%) [2025-12-02T20:32:10.063003] [INFO ] [FORECASTER] Completed predict_future for FTCS [2025-12-02T20:32:10.063186] [INFO ] [sig ] FTCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:10.212137] [INFO ] [LOCAL ] Saved forecast: FTCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTCS.txt [2025-12-02T20:32:10.212266] [INFO ] [sig ] [1255/3544] Completed FTCS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:10.212303] [INFO ] [sig ] [1256/3544] Forecasting FTEK... [2025-12-02T20:32:10.212330] [INFO ] [sig ] Generating forecast for: FTEK [2025-12-02T20:32:10.212359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'. [2025-12-02T20:32:10.224254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTEK'. [2025-12-02T20:32:10.224747] [INFO ] [FORECASTER] Starting predict_future for FTEK [2025-12-02T20:32:10.225608] [DEBUG] [LOCAL ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt [2025-12-02T20:32:10.225658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:10.225689] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:10.225714] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:10.225770] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:10.283011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:10.283891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:10.283977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:10.284009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:10.401010] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:10.401164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:10.401204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:10.401232] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:10.404520] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-12-02T20:32:10.404813] [INFO ] [FORECASTER] Completed predict_future for FTEK [2025-12-02T20:32:10.404944] [INFO ] [sig ] FTEK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:10.550400] [INFO ] [LOCAL ] Saved forecast: FTEK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTEK.txt [2025-12-02T20:32:10.550554] [INFO ] [sig ] [1256/3544] Completed FTEK in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:10.550611] [INFO ] [sig ] [1257/3544] Forecasting FTGC... [2025-12-02T20:32:10.550639] [INFO ] [sig ] Generating forecast for: FTGC [2025-12-02T20:32:10.550670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'. [2025-12-02T20:32:10.562421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGC'. [2025-12-02T20:32:10.562876] [INFO ] [FORECASTER] Starting predict_future for FTGC [2025-12-02T20:32:10.563731] [DEBUG] [LOCAL ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt [2025-12-02T20:32:10.563781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:10.563835] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:10.563871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:10.563939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:10.623998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:10.624885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:10.624972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:10.625006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:10.753732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:10.753914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:10.753958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:10.753992] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:10.757594] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=96.50%) [2025-12-02T20:32:10.757916] [INFO ] [FORECASTER] Completed predict_future for FTGC [2025-12-02T20:32:10.758048] [INFO ] [sig ] FTGC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:10.903300] [INFO ] [LOCAL ] Saved forecast: FTGC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTGC.txt [2025-12-02T20:32:10.903455] [INFO ] [sig ] [1257/3544] Completed FTGC in 0.4s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:10.903491] [INFO ] [sig ] [1258/3544] Forecasting FTGS... [2025-12-02T20:32:10.903519] [INFO ] [sig ] Generating forecast for: FTGS [2025-12-02T20:32:10.903548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'. [2025-12-02T20:32:10.915155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGS'. [2025-12-02T20:32:10.915491] [INFO ] [FORECASTER] Starting predict_future for FTGS [2025-12-02T20:32:10.916308] [DEBUG] [LOCAL ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt [2025-12-02T20:32:10.916357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:10.916388] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:10.916413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:10.916468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:10.973501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:10.974410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:10.974496] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:10.974530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:11.096280] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:11.096429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:11.096469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:11.096496] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:11.099755] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=76.95%) [2025-12-02T20:32:11.100012] [INFO ] [FORECASTER] Completed predict_future for FTGS [2025-12-02T20:32:11.100126] [INFO ] [sig ] FTGS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:11.235858] [INFO ] [LOCAL ] Saved forecast: FTGS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTGS.txt [2025-12-02T20:32:11.235978] [INFO ] [sig ] [1258/3544] Completed FTGS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:11.236015] [INFO ] [sig ] [1259/3544] Forecasting FTHI... [2025-12-02T20:32:11.236042] [INFO ] [sig ] Generating forecast for: FTHI [2025-12-02T20:32:11.236071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'. [2025-12-02T20:32:11.247857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHI'. [2025-12-02T20:32:11.248230] [INFO ] [FORECASTER] Starting predict_future for FTHI [2025-12-02T20:32:11.249092] [DEBUG] [LOCAL ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt [2025-12-02T20:32:11.249142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:11.249171] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:11.249196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:11.249250] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:11.302959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:11.303648] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:11.303727] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:11.303758] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:11.417899] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:11.418049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:11.418088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:11.418115] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:11.421320] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=10.56%) [2025-12-02T20:32:11.421593] [INFO ] [FORECASTER] Completed predict_future for FTHI [2025-12-02T20:32:11.421709] [INFO ] [sig ] FTHI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:11.556374] [INFO ] [LOCAL ] Saved forecast: FTHI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTHI.txt [2025-12-02T20:32:11.556493] [INFO ] [sig ] [1259/3544] Completed FTHI in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:11.556529] [INFO ] [sig ] [1260/3544] Forecasting FTHM... [2025-12-02T20:32:11.556556] [INFO ] [sig ] Generating forecast for: FTHM [2025-12-02T20:32:11.556603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'. [2025-12-02T20:32:11.568565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHM'. [2025-12-02T20:32:11.568900] [INFO ] [FORECASTER] Starting predict_future for FTHM [2025-12-02T20:32:11.569685] [DEBUG] [LOCAL ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt [2025-12-02T20:32:11.569733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:11.569763] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:11.569788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:11.569841] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:11.628210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:11.629069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:11.629155] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:11.629188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:11.754024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:11.754172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:11.754212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:11.754239] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:11.757476] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=78.24%) [2025-12-02T20:32:11.757755] [INFO ] [FORECASTER] Completed predict_future for FTHM [2025-12-02T20:32:11.757896] [INFO ] [sig ] FTHM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:11.900697] [INFO ] [LOCAL ] Saved forecast: FTHM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTHM.txt [2025-12-02T20:32:11.900848] [INFO ] [sig ] [1260/3544] Completed FTHM in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:11.900888] [INFO ] [sig ] [1261/3544] Forecasting FTHY... [2025-12-02T20:32:11.900923] [INFO ] [sig ] Generating forecast for: FTHY [2025-12-02T20:32:11.900954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-12-02T20:32:11.916619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHY'. [2025-12-02T20:32:11.917107] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-12-02T20:32:11.918305] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-12-02T20:32:11.918377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:11.918420] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:11.918456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:11.918536] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:11.980223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:11.981177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:11.981321] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:11.981354] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:12.093709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:12.093859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:12.093906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:12.093939] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:12.097172] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=89.75%) [2025-12-02T20:32:12.097429] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-12-02T20:32:12.097545] [INFO ] [sig ] FTHY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:12.232694] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTHY.txt [2025-12-02T20:32:12.232805] [INFO ] [sig ] [1261/3544] Completed FTHY in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.8m [2025-12-02T20:32:12.232841] [INFO ] [sig ] [1262/3544] Forecasting FTI... [2025-12-02T20:32:12.232869] [INFO ] [sig ] Generating forecast for: FTI [2025-12-02T20:32:12.232898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-12-02T20:32:12.243617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTI'. [2025-12-02T20:32:12.243907] [INFO ] [FORECASTER] Starting predict_future for FTI [2025-12-02T20:32:12.244746] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-12-02T20:32:12.244797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:12.244830] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:12.244857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:12.244914] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:12.299856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:12.300433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:12.300507] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:12.300538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:12.427812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:12.427961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:12.428001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:12.428028] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:12.431391] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=97.50%) [2025-12-02T20:32:12.431703] [INFO ] [FORECASTER] Completed predict_future for FTI [2025-12-02T20:32:12.431825] [INFO ] [sig ] FTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:12.573407] [INFO ] [LOCAL ] Saved forecast: FTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTI.txt [2025-12-02T20:32:12.573554] [INFO ] [sig ] [1262/3544] Completed FTI in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 12.7m [2025-12-02T20:32:12.573625] [INFO ] [sig ] [1263/3544] Forecasting FTK... [2025-12-02T20:32:12.573656] [INFO ] [sig ] Generating forecast for: FTK [2025-12-02T20:32:12.573685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-12-02T20:32:12.586077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTK'. [2025-12-02T20:32:12.586464] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-12-02T20:32:12.587398] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-12-02T20:32:12.587450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:12.587482] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:12.587522] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:12.587608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:12.643255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:12.644135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:12.644216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:12.644247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:12.761311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:12.761464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:12.761507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:12.761535] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:12.764870] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=43.11%) [2025-12-02T20:32:12.765146] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-12-02T20:32:12.765268] [INFO ] [sig ] FTK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:12.901161] [INFO ] [LOCAL ] Saved forecast: FTK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTK.txt [2025-12-02T20:32:12.901301] [INFO ] [sig ] [1263/3544] Completed FTK in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:12.901339] [INFO ] [sig ] [1264/3544] Forecasting FTLF... [2025-12-02T20:32:12.901366] [INFO ] [sig ] Generating forecast for: FTLF [2025-12-02T20:32:12.901395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'. [2025-12-02T20:32:12.912798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTLF'. [2025-12-02T20:32:12.913128] [INFO ] [FORECASTER] Starting predict_future for FTLF [2025-12-02T20:32:12.914022] [DEBUG] [LOCAL ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt [2025-12-02T20:32:12.914071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:12.914103] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:12.914128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:12.914182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:12.969433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:12.970282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:12.970362] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:12.970393] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:13.080955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:13.081103] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:32:13.081143] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:13.081191] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:13.084651] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=57.71%) [2025-12-02T20:32:13.084917] [INFO ] [FORECASTER] Completed predict_future for FTLF [2025-12-02T20:32:13.085039] [INFO ] [sig ] FTLF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:13.224935] [INFO ] [LOCAL ] Saved forecast: FTLF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTLF.txt [2025-12-02T20:32:13.225088] [INFO ] [sig ] [1264/3544] Completed FTLF in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:13.225125] [INFO ] [sig ] [1265/3544] Forecasting FTQI... [2025-12-02T20:32:13.225153] [INFO ] [sig ] Generating forecast for: FTQI [2025-12-02T20:32:13.225182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'. [2025-12-02T20:32:13.236528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTQI'. [2025-12-02T20:32:13.236846] [INFO ] [FORECASTER] Starting predict_future for FTQI [2025-12-02T20:32:13.237613] [DEBUG] [LOCAL ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt [2025-12-02T20:32:13.237662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:13.237693] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:13.237718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:13.237771] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:13.292464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:13.293313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:13.293401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:13.293432] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:13.415111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:13.415260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:13.415302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:13.415331] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:13.418846] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=71.69%) [2025-12-02T20:32:13.419209] [INFO ] [FORECASTER] Completed predict_future for FTQI [2025-12-02T20:32:13.419348] [INFO ] [sig ] FTQI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:13.560443] [INFO ] [LOCAL ] Saved forecast: FTQI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTQI.txt [2025-12-02T20:32:13.560597] [INFO ] [sig ] [1265/3544] Completed FTQI in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:13.560636] [INFO ] [sig ] [1266/3544] Forecasting FTRE... [2025-12-02T20:32:13.560663] [INFO ] [sig ] Generating forecast for: FTRE [2025-12-02T20:32:13.560693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'. [2025-12-02T20:32:13.572006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRE'. [2025-12-02T20:32:13.572325] [INFO ] [FORECASTER] Starting predict_future for FTRE [2025-12-02T20:32:13.573179] [DEBUG] [LOCAL ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt [2025-12-02T20:32:13.573242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:13.573288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:13.573329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:13.573413] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:13.630238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:13.631088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:13.631170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:13.631218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:13.753462] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:13.753630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:13.753672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:13.753701] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:13.757027] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=40.92%) [2025-12-02T20:32:13.757290] [INFO ] [FORECASTER] Completed predict_future for FTRE [2025-12-02T20:32:13.757408] [INFO ] [sig ] FTRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:13.897899] [INFO ] [LOCAL ] Saved forecast: FTRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTRE.txt [2025-12-02T20:32:13.898062] [INFO ] [sig ] [1266/3544] Completed FTRE in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:13.898106] [INFO ] [sig ] [1267/3544] Forecasting FTRI... [2025-12-02T20:32:13.898139] [INFO ] [sig ] Generating forecast for: FTRI [2025-12-02T20:32:13.898172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'. [2025-12-02T20:32:13.909662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRI'. [2025-12-02T20:32:13.909953] [INFO ] [FORECASTER] Starting predict_future for FTRI [2025-12-02T20:32:13.910716] [DEBUG] [LOCAL ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt [2025-12-02T20:32:13.910765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:13.910796] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:13.910821] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:13.910876] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:13.965965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:13.966686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:13.966761] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:13.966792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:14.083027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:14.083170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:14.083209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:14.083236] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:14.086545] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=3.48%) [2025-12-02T20:32:14.086828] [INFO ] [FORECASTER] Completed predict_future for FTRI [2025-12-02T20:32:14.086962] [INFO ] [sig ] FTRI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:14.224453] [INFO ] [LOCAL ] Saved forecast: FTRI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTRI.txt [2025-12-02T20:32:14.224596] [INFO ] [sig ] [1267/3544] Completed FTRI in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:14.224635] [INFO ] [sig ] [1268/3544] Forecasting FTS... [2025-12-02T20:32:14.224663] [INFO ] [sig ] Generating forecast for: FTS [2025-12-02T20:32:14.224692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-12-02T20:32:14.236660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTS'. [2025-12-02T20:32:14.236979] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-12-02T20:32:14.237805] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-12-02T20:32:14.237856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:14.237941] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:14.237968] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:14.238034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:14.296842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:14.297621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:14.297703] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:14.297734] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:14.423804] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:14.423957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:14.423998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:14.424025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:14.427257] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=27.97%) [2025-12-02T20:32:14.427512] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-12-02T20:32:14.427645] [INFO ] [sig ] FTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:14.575187] [INFO ] [LOCAL ] Saved forecast: FTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTS.txt [2025-12-02T20:32:14.575323] [INFO ] [sig ] [1268/3544] Completed FTS in 0.4s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:14.575360] [INFO ] [sig ] [1269/3544] Forecasting FTSL... [2025-12-02T20:32:14.575387] [INFO ] [sig ] Generating forecast for: FTSL [2025-12-02T20:32:14.575415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'. [2025-12-02T20:32:14.586310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSL'. [2025-12-02T20:32:14.586554] [INFO ] [FORECASTER] Starting predict_future for FTSL [2025-12-02T20:32:14.587338] [DEBUG] [LOCAL ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt [2025-12-02T20:32:14.587386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:14.587416] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:14.587441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:14.587494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:14.644194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:14.644849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:14.644925] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:14.644961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:14.758987] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:14.759119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:14.759158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:14.759185] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:14.762379] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=49.11%) [2025-12-02T20:32:14.762664] [INFO ] [FORECASTER] Completed predict_future for FTSL [2025-12-02T20:32:14.762778] [INFO ] [sig ] FTSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:14.902145] [INFO ] [LOCAL ] Saved forecast: FTSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTSL.txt [2025-12-02T20:32:14.902273] [INFO ] [sig ] [1269/3544] Completed FTSL in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:14.902310] [INFO ] [sig ] [1270/3544] Forecasting FTSM... [2025-12-02T20:32:14.902337] [INFO ] [sig ] Generating forecast for: FTSM [2025-12-02T20:32:14.902366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'. [2025-12-02T20:32:14.913648] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSM'. [2025-12-02T20:32:14.913936] [INFO ] [FORECASTER] Starting predict_future for FTSM [2025-12-02T20:32:14.914735] [DEBUG] [LOCAL ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt [2025-12-02T20:32:14.914784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:14.914814] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:14.914840] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:14.914894] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:14.971598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:14.972507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:14.972608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:14.972643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:15.075729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:15.075883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:15.075924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:15.075954] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:15.080302] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=96.01%) [2025-12-02T20:32:15.080844] [INFO ] [FORECASTER] Completed predict_future for FTSM [2025-12-02T20:32:15.081082] [INFO ] [sig ] FTSM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:15.228918] [INFO ] [LOCAL ] Saved forecast: FTSM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTSM.txt [2025-12-02T20:32:15.229089] [INFO ] [sig ] [1270/3544] Completed FTSM in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:15.229136] [INFO ] [sig ] [1271/3544] Forecasting FTXG... [2025-12-02T20:32:15.229164] [INFO ] [sig ] Generating forecast for: FTXG [2025-12-02T20:32:15.229195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'. [2025-12-02T20:32:15.244370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXG'. [2025-12-02T20:32:15.244772] [INFO ] [FORECASTER] Starting predict_future for FTXG [2025-12-02T20:32:15.245559] [DEBUG] [LOCAL ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt [2025-12-02T20:32:15.245628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:15.245660] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:15.245687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:15.245742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:15.304940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:15.305674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:15.305752] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:15.305784] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:15.417996] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:15.418146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:15.418186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:15.418244] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:15.421568] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: DOWN (p=1.35%) [2025-12-02T20:32:15.421852] [INFO ] [FORECASTER] Completed predict_future for FTXG [2025-12-02T20:32:15.421970] [INFO ] [sig ] FTXG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:15.559495] [INFO ] [LOCAL ] Saved forecast: FTXG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTXG.txt [2025-12-02T20:32:15.559686] [INFO ] [sig ] [1271/3544] Completed FTXG in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:15.559731] [INFO ] [sig ] [1272/3544] Forecasting FTXL... [2025-12-02T20:32:15.559758] [INFO ] [sig ] Generating forecast for: FTXL [2025-12-02T20:32:15.559794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'. [2025-12-02T20:32:15.571048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXL'. [2025-12-02T20:32:15.571375] [INFO ] [FORECASTER] Starting predict_future for FTXL [2025-12-02T20:32:15.572151] [DEBUG] [LOCAL ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt [2025-12-02T20:32:15.572200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:15.572229] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:15.572255] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:15.572308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:15.628552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:15.629399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:15.629481] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:15.629512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:15.753417] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:15.753595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:15.753640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:15.753668] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:15.757154] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=96.74%) [2025-12-02T20:32:15.757422] [INFO ] [FORECASTER] Completed predict_future for FTXL [2025-12-02T20:32:15.757544] [INFO ] [sig ] FTXL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:15.901943] [INFO ] [LOCAL ] Saved forecast: FTXL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FTXL.txt [2025-12-02T20:32:15.902073] [INFO ] [sig ] [1272/3544] Completed FTXL in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:15.902112] [INFO ] [sig ] [1273/3544] Forecasting FTXN... [2025-12-02T20:32:15.902140] [INFO ] [sig ] Generating forecast for: FTXN [2025-12-02T20:32:15.902170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'. [2025-12-02T20:32:15.913409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXN'. [2025-12-02T20:32:15.913721] [INFO ] [FORECASTER] Starting predict_future for FTXN [2025-12-02T20:32:15.914536] [DEBUG] [LOCAL ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt [2025-12-02T20:32:15.914611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:15.914643] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:15.914668] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:15.914725] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:15.975667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:15.976418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:15.976497] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:15.976528] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:16.091848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:16.092002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:16.092041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:16.092070] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:16.095295] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=34.09%) [2025-12-02T20:32:16.095553] [INFO ] [FORECASTER] Completed predict_future for FTXN [2025-12-02T20:32:16.095690] [INFO ] [sig ] FTXN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:16.230204] [INFO ] [LOCAL ] Saved forecast: FTXN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTXN.txt [2025-12-02T20:32:16.230338] [INFO ] [sig ] [1273/3544] Completed FTXN in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:16.230376] [INFO ] [sig ] [1274/3544] Forecasting FTXO... [2025-12-02T20:32:16.230404] [INFO ] [sig ] Generating forecast for: FTXO [2025-12-02T20:32:16.230435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'. [2025-12-02T20:32:16.241685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXO'. [2025-12-02T20:32:16.241988] [INFO ] [FORECASTER] Starting predict_future for FTXO [2025-12-02T20:32:16.242770] [DEBUG] [LOCAL ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt [2025-12-02T20:32:16.242819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:16.242849] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:16.242875] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:16.242932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:16.296913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:16.297590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:16.297668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:16.297699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:16.416432] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:16.416612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:16.416656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:16.416682] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:16.420105] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=39.00%) [2025-12-02T20:32:16.420396] [INFO ] [FORECASTER] Completed predict_future for FTXO [2025-12-02T20:32:16.420525] [INFO ] [sig ] FTXO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:16.568661] [INFO ] [LOCAL ] Saved forecast: FTXO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FTXO.txt [2025-12-02T20:32:16.568789] [INFO ] [sig ] [1274/3544] Completed FTXO in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:16.568826] [INFO ] [sig ] [1275/3544] Forecasting FUBO... [2025-12-02T20:32:16.568853] [INFO ] [sig ] Generating forecast for: FUBO [2025-12-02T20:32:16.568886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-12-02T20:32:16.580604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUBO'. [2025-12-02T20:32:16.580903] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-12-02T20:32:16.581692] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-12-02T20:32:16.581741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:16.581772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:16.581798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:16.581853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:16.640119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:16.641029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:16.641129] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:16.641170] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:16.769347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:16.769501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:16.769542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:16.769570] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:16.773019] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=29.48%) [2025-12-02T20:32:16.773357] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-12-02T20:32:16.773498] [INFO ] [sig ] FUBO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:16.920631] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FUBO.txt [2025-12-02T20:32:16.920801] [INFO ] [sig ] [1275/3544] Completed FUBO in 0.4s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:16.920854] [INFO ] [sig ] [1276/3544] Forecasting FUL... [2025-12-02T20:32:16.920886] [INFO ] [sig ] Generating forecast for: FUL [2025-12-02T20:32:16.920916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-12-02T20:32:16.933365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUL'. [2025-12-02T20:32:16.933731] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-12-02T20:32:16.934523] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-12-02T20:32:16.934592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:16.934634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:16.934669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:16.934726] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:16.994133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:16.994944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:16.995030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:16.995061] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:17.121788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:17.121939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:17.121978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:17.122005] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:17.125394] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=12.10%) [2025-12-02T20:32:17.125685] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-12-02T20:32:17.125807] [INFO ] [sig ] FUL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:17.271970] [INFO ] [LOCAL ] Saved forecast: FUL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FUL.txt [2025-12-02T20:32:17.272115] [INFO ] [sig ] [1276/3544] Completed FUL in 0.4s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:17.272153] [INFO ] [sig ] [1277/3544] Forecasting FULC... [2025-12-02T20:32:17.272182] [INFO ] [sig ] Generating forecast for: FULC [2025-12-02T20:32:17.272213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'. [2025-12-02T20:32:17.283686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FULC'. [2025-12-02T20:32:17.283981] [INFO ] [FORECASTER] Starting predict_future for FULC [2025-12-02T20:32:17.284773] [DEBUG] [LOCAL ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt [2025-12-02T20:32:17.284822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:17.284853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:17.284879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:17.284936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:17.344482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:17.345437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:17.345532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:17.345602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:17.480609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:17.480781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:17.480821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:17.480848] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:17.484283] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=17.59%) [2025-12-02T20:32:17.484550] [INFO ] [FORECASTER] Completed predict_future for FULC [2025-12-02T20:32:17.484693] [INFO ] [sig ] FULC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:17.632148] [INFO ] [LOCAL ] Saved forecast: FULC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FULC.txt [2025-12-02T20:32:17.632292] [INFO ] [sig ] [1277/3544] Completed FULC in 0.4s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:17.632330] [INFO ] [sig ] [1278/3544] Forecasting FUN... [2025-12-02T20:32:17.632357] [INFO ] [sig ] Generating forecast for: FUN [2025-12-02T20:32:17.632386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-12-02T20:32:17.643862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUN'. [2025-12-02T20:32:17.644257] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-12-02T20:32:17.645112] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-12-02T20:32:17.645162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:17.645192] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:17.645219] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:17.645274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:17.704454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:17.705299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:17.705411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:17.705441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:17.827784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:17.827954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:17.827996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:17.828025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:17.831469] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=51.18%) [2025-12-02T20:32:17.831753] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-12-02T20:32:17.831874] [INFO ] [sig ] FUN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:17.974248] [INFO ] [LOCAL ] Saved forecast: FUN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FUN.txt [2025-12-02T20:32:17.974379] [INFO ] [sig ] [1278/3544] Completed FUN in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:17.974428] [INFO ] [sig ] [1279/3544] Forecasting FUNC... [2025-12-02T20:32:17.974458] [INFO ] [sig ] Generating forecast for: FUNC [2025-12-02T20:32:17.974486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'. [2025-12-02T20:32:17.985547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUNC'. [2025-12-02T20:32:17.985900] [INFO ] [FORECASTER] Starting predict_future for FUNC [2025-12-02T20:32:17.986707] [DEBUG] [LOCAL ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt [2025-12-02T20:32:17.986756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:17.986786] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:17.986812] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:17.986867] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:18.044759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:18.045513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:18.045616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:18.045651] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:18.169010] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:18.169185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:18.169226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:18.169253] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:18.172479] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=45.03%) [2025-12-02T20:32:18.172761] [INFO ] [FORECASTER] Completed predict_future for FUNC [2025-12-02T20:32:18.172883] [INFO ] [sig ] FUNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:18.310910] [INFO ] [LOCAL ] Saved forecast: FUNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FUNC.txt [2025-12-02T20:32:18.311045] [INFO ] [sig ] [1279/3544] Completed FUNC in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 12.7m [2025-12-02T20:32:18.311080] [INFO ] [sig ] [1280/3544] Forecasting FUND... [2025-12-02T20:32:18.311107] [INFO ] [sig ] Generating forecast for: FUND [2025-12-02T20:32:18.311135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'. [2025-12-02T20:32:18.322707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUND'. [2025-12-02T20:32:18.323056] [INFO ] [FORECASTER] Starting predict_future for FUND [2025-12-02T20:32:18.323831] [DEBUG] [LOCAL ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt [2025-12-02T20:32:18.323879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:18.323909] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:18.323934] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:18.323988] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:18.379395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:18.380225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:18.380310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:18.380340] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:18.493745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:18.493907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:18.493947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:18.493974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:18.497791] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=72.18%) [2025-12-02T20:32:18.498089] [INFO ] [FORECASTER] Completed predict_future for FUND [2025-12-02T20:32:18.498403] [INFO ] [sig ] FUND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:18.638339] [INFO ] [LOCAL ] Saved forecast: FUND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FUND.txt [2025-12-02T20:32:18.638494] [INFO ] [sig ] [1280/3544] Completed FUND in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:18.638532] [INFO ] [sig ] [1281/3544] Forecasting FVCB... [2025-12-02T20:32:18.638559] [INFO ] [sig ] Generating forecast for: FVCB [2025-12-02T20:32:18.638613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'. [2025-12-02T20:32:18.649971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FVCB'. [2025-12-02T20:32:18.650359] [INFO ] [FORECASTER] Starting predict_future for FVCB [2025-12-02T20:32:18.651146] [DEBUG] [LOCAL ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt [2025-12-02T20:32:18.651206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:18.651237] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:18.651263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:18.651317] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:18.706651] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:18.707373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:18.707451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:18.707483] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:18.818309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:18.818467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:18.818506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:18.818533] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:18.821802] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=32.69%) [2025-12-02T20:32:18.822063] [INFO ] [FORECASTER] Completed predict_future for FVCB [2025-12-02T20:32:18.822183] [INFO ] [sig ] FVCB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:18.958318] [INFO ] [LOCAL ] Saved forecast: FVCB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FVCB.txt [2025-12-02T20:32:18.958477] [INFO ] [sig ] [1281/3544] Completed FVCB in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:18.958514] [INFO ] [sig ] [1282/3544] Forecasting FWONA... [2025-12-02T20:32:18.958543] [INFO ] [sig ] Generating forecast for: FWONA [2025-12-02T20:32:18.958589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'. [2025-12-02T20:32:18.969614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONA'. [2025-12-02T20:32:18.969910] [INFO ] [FORECASTER] Starting predict_future for FWONA [2025-12-02T20:32:18.970752] [DEBUG] [LOCAL ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt [2025-12-02T20:32:18.970801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:18.970830] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:18.970855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:18.970913] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:19.025471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:19.026217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:19.026294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:19.026325] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:19.145243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:19.145408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:19.145447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:19.145473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:19.148772] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=60.99%) [2025-12-02T20:32:19.149039] [INFO ] [FORECASTER] Completed predict_future for FWONA [2025-12-02T20:32:19.149158] [INFO ] [sig ] FWONA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:19.283907] [INFO ] [LOCAL ] Saved forecast: FWONA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FWONA.txt [2025-12-02T20:32:19.284043] [INFO ] [sig ] [1282/3544] Completed FWONA in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:19.284079] [INFO ] [sig ] [1283/3544] Forecasting FWONK... [2025-12-02T20:32:19.284106] [INFO ] [sig ] Generating forecast for: FWONK [2025-12-02T20:32:19.284136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'. [2025-12-02T20:32:19.295158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONK'. [2025-12-02T20:32:19.295490] [INFO ] [FORECASTER] Starting predict_future for FWONK [2025-12-02T20:32:19.296256] [DEBUG] [LOCAL ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt [2025-12-02T20:32:19.296304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:19.296335] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:19.296360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:19.296414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:19.350409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:19.351147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:19.351224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:19.351254] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:19.464007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:19.464164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:19.464205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:19.464232] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:19.467492] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=95.35%) [2025-12-02T20:32:19.467768] [INFO ] [FORECASTER] Completed predict_future for FWONK [2025-12-02T20:32:19.467913] [INFO ] [sig ] FWONK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:19.617548] [INFO ] [LOCAL ] Saved forecast: FWONK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FWONK.txt [2025-12-02T20:32:19.617708] [INFO ] [sig ] [1283/3544] Completed FWONK in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:19.617746] [INFO ] [sig ] [1284/3544] Forecasting FWRD... [2025-12-02T20:32:19.617773] [INFO ] [sig ] Generating forecast for: FWRD [2025-12-02T20:32:19.617801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'. [2025-12-02T20:32:19.630345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRD'. [2025-12-02T20:32:19.630711] [INFO ] [FORECASTER] Starting predict_future for FWRD [2025-12-02T20:32:19.631490] [DEBUG] [LOCAL ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt [2025-12-02T20:32:19.631538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:19.631587] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:19.631617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:19.631671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:19.690177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:19.691096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:19.691190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:19.691220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:19.819047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:19.819204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:19.819249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:19.819277] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:19.822947] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=28.97%) [2025-12-02T20:32:19.823215] [INFO ] [FORECASTER] Completed predict_future for FWRD [2025-12-02T20:32:19.823336] [INFO ] [sig ] FWRD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:19.971484] [INFO ] [LOCAL ] Saved forecast: FWRD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/FWRD.txt [2025-12-02T20:32:19.971643] [INFO ] [sig ] [1284/3544] Completed FWRD in 0.4s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:19.971685] [INFO ] [sig ] [1285/3544] Forecasting FWRG... [2025-12-02T20:32:19.971714] [INFO ] [sig ] Generating forecast for: FWRG [2025-12-02T20:32:19.971742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'. [2025-12-02T20:32:19.983824] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRG'. [2025-12-02T20:32:19.984142] [INFO ] [FORECASTER] Starting predict_future for FWRG [2025-12-02T20:32:19.984987] [DEBUG] [LOCAL ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt [2025-12-02T20:32:19.985037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:19.985093] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:19.985120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:19.985175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:20.043536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:20.044311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:20.044397] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:20.044440] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:20.168410] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:20.168566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:20.168628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:20.168655] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:20.171985] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=62.72%) [2025-12-02T20:32:20.172252] [INFO ] [FORECASTER] Completed predict_future for FWRG [2025-12-02T20:32:20.172373] [INFO ] [sig ] FWRG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:20.321616] [INFO ] [LOCAL ] Saved forecast: FWRG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FWRG.txt [2025-12-02T20:32:20.321764] [INFO ] [sig ] [1285/3544] Completed FWRG in 0.4s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:20.321802] [INFO ] [sig ] [1286/3544] Forecasting FYC... [2025-12-02T20:32:20.321831] [INFO ] [sig ] Generating forecast for: FYC [2025-12-02T20:32:20.321866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'. [2025-12-02T20:32:20.333745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYC'. [2025-12-02T20:32:20.334085] [INFO ] [FORECASTER] Starting predict_future for FYC [2025-12-02T20:32:20.334900] [DEBUG] [LOCAL ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt [2025-12-02T20:32:20.334956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:20.334995] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:20.335023] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:20.335077] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:20.393522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:20.394310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:20.394394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:20.394438] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:20.520405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:20.520555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:20.520615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:20.520644] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:20.523945] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=89.32%) [2025-12-02T20:32:20.524226] [INFO ] [FORECASTER] Completed predict_future for FYC [2025-12-02T20:32:20.524345] [INFO ] [sig ] FYC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:20.661990] [INFO ] [LOCAL ] Saved forecast: FYC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FYC.txt [2025-12-02T20:32:20.662114] [INFO ] [sig ] [1286/3544] Completed FYC in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:20.662150] [INFO ] [sig ] [1287/3544] Forecasting FYX... [2025-12-02T20:32:20.662178] [INFO ] [sig ] Generating forecast for: FYX [2025-12-02T20:32:20.662205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'. [2025-12-02T20:32:20.674153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYX'. [2025-12-02T20:32:20.674535] [INFO ] [FORECASTER] Starting predict_future for FYX [2025-12-02T20:32:20.675326] [DEBUG] [LOCAL ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt [2025-12-02T20:32:20.675375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:20.675406] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:20.675430] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:20.675484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:20.732741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:20.733557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:20.733658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:20.733690] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:20.859064] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:20.859216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:20.859254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:20.859280] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:20.862564] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=69.26%) [2025-12-02T20:32:20.862863] [INFO ] [FORECASTER] Completed predict_future for FYX [2025-12-02T20:32:20.862988] [INFO ] [sig ] FYX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:21.002882] [INFO ] [LOCAL ] Saved forecast: FYX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/FYX.txt [2025-12-02T20:32:21.003030] [INFO ] [sig ] [1287/3544] Completed FYX in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:21.003067] [INFO ] [sig ] [1288/3544] Forecasting G... [2025-12-02T20:32:21.003095] [INFO ] [sig ] Generating forecast for: G [2025-12-02T20:32:21.003125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-12-02T20:32:21.014621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'G'. [2025-12-02T20:32:21.015005] [INFO ] [FORECASTER] Starting predict_future for G [2025-12-02T20:32:21.015878] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-12-02T20:32:21.015930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:21.015960] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:21.015987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:21.016040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:21.078286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:21.079218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:21.079328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:21.079362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:21.201963] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:21.202107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:21.202163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:21.202192] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:21.205616] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=29.67%) [2025-12-02T20:32:21.205880] [INFO ] [FORECASTER] Completed predict_future for G [2025-12-02T20:32:21.205999] [INFO ] [sig ] G: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:21.349199] [INFO ] [LOCAL ] Saved forecast: G 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/G.txt [2025-12-02T20:32:21.349322] [INFO ] [sig ] [1288/3544] Completed G in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:21.349358] [INFO ] [sig ] [1289/3544] Forecasting GAB... [2025-12-02T20:32:21.349385] [INFO ] [sig ] Generating forecast for: GAB [2025-12-02T20:32:21.349415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-12-02T20:32:21.360475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAB'. [2025-12-02T20:32:21.360772] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-12-02T20:32:21.361553] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-12-02T20:32:21.361622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:21.361655] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:21.361681] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:21.361736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:21.421753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:21.422487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:21.422565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:21.422617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:21.544464] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:21.544604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:21.544642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:21.544669] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:21.547862] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=14.81%) [2025-12-02T20:32:21.548155] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-12-02T20:32:21.548274] [INFO ] [sig ] GAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:21.692125] [INFO ] [LOCAL ] Saved forecast: GAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GAB.txt [2025-12-02T20:32:21.692256] [INFO ] [sig ] [1289/3544] Completed GAB in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:21.692292] [INFO ] [sig ] [1290/3544] Forecasting GABC... [2025-12-02T20:32:21.692320] [INFO ] [sig ] Generating forecast for: GABC [2025-12-02T20:32:21.692348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'. [2025-12-02T20:32:21.703723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GABC'. [2025-12-02T20:32:21.703986] [INFO ] [FORECASTER] Starting predict_future for GABC [2025-12-02T20:32:21.704753] [DEBUG] [LOCAL ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt [2025-12-02T20:32:21.704801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:21.704830] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:21.704855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:21.704910] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:21.761265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:21.761882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:21.761959] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:21.761989] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:21.876815] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:21.876951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:21.876989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:21.877014] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:21.880246] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=5.89%) [2025-12-02T20:32:21.880508] [INFO ] [FORECASTER] Completed predict_future for GABC [2025-12-02T20:32:21.880640] [INFO ] [sig ] GABC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:22.021006] [INFO ] [LOCAL ] Saved forecast: GABC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GABC.txt [2025-12-02T20:32:22.021148] [INFO ] [sig ] [1290/3544] Completed GABC in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:22.021184] [INFO ] [sig ] [1291/3544] Forecasting GAIA... [2025-12-02T20:32:22.021211] [INFO ] [sig ] Generating forecast for: GAIA [2025-12-02T20:32:22.021238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'. [2025-12-02T20:32:22.032064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIA'. [2025-12-02T20:32:22.032399] [INFO ] [FORECASTER] Starting predict_future for GAIA [2025-12-02T20:32:22.033228] [DEBUG] [LOCAL ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt [2025-12-02T20:32:22.033277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:22.033308] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:22.033334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:22.033402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:22.091005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:22.091897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:22.091981] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:22.092014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:22.210116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:22.210270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:22.210320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:22.210359] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:22.213701] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=92.93%) [2025-12-02T20:32:22.213972] [INFO ] [FORECASTER] Completed predict_future for GAIA [2025-12-02T20:32:22.214093] [INFO ] [sig ] GAIA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:22.359493] [INFO ] [LOCAL ] Saved forecast: GAIA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GAIA.txt [2025-12-02T20:32:22.359711] [INFO ] [sig ] [1291/3544] Completed GAIA in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:22.359788] [INFO ] [sig ] [1292/3544] Forecasting GAIN... [2025-12-02T20:32:22.359819] [INFO ] [sig ] Generating forecast for: GAIN [2025-12-02T20:32:22.359846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'. [2025-12-02T20:32:22.371680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIN'. [2025-12-02T20:32:22.372104] [INFO ] [FORECASTER] Starting predict_future for GAIN [2025-12-02T20:32:22.372949] [DEBUG] [LOCAL ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt [2025-12-02T20:32:22.372999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:22.373041] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:22.373067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:22.373121] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:22.428919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:22.429820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:22.429903] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:22.429934] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:22.550247] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:22.550406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:22.550494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:22.550525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:22.554037] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=52.28%) [2025-12-02T20:32:22.554332] [INFO ] [FORECASTER] Completed predict_future for GAIN [2025-12-02T20:32:22.554462] [INFO ] [sig ] GAIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:22.710139] [INFO ] [LOCAL ] Saved forecast: GAIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GAIN.txt [2025-12-02T20:32:22.710300] [INFO ] [sig ] [1292/3544] Completed GAIN in 0.4s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:22.710337] [INFO ] [sig ] [1293/3544] Forecasting GAM... [2025-12-02T20:32:22.710364] [INFO ] [sig ] Generating forecast for: GAM [2025-12-02T20:32:22.710393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-12-02T20:32:22.723594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAM'. [2025-12-02T20:32:22.724077] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-12-02T20:32:22.725329] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-12-02T20:32:22.725406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:22.725458] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:22.725504] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:22.725605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:22.785487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:22.786403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:22.786509] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:22.786547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:22.904275] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:22.904438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:22.904483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:22.904512] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:22.907997] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=23.67%) [2025-12-02T20:32:22.908340] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-12-02T20:32:22.908484] [INFO ] [sig ] GAM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:23.104259] [INFO ] [LOCAL ] Saved forecast: GAM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GAM.txt [2025-12-02T20:32:23.104474] [INFO ] [sig ] [1293/3544] Completed GAM in 0.4s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:23.104539] [INFO ] [sig ] [1294/3544] Forecasting GAMB... [2025-12-02T20:32:23.104623] [INFO ] [sig ] Generating forecast for: GAMB [2025-12-02T20:32:23.104677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'. [2025-12-02T20:32:23.120653] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAMB'. [2025-12-02T20:32:23.121150] [INFO ] [FORECASTER] Starting predict_future for GAMB [2025-12-02T20:32:23.122329] [DEBUG] [LOCAL ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt [2025-12-02T20:32:23.122397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:23.122444] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:23.122487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:23.122600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:23.198809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:23.199756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:23.199854] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:23.199885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:23.328988] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:23.329158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:23.329203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:23.329230] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:23.332779] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=87.60%) [2025-12-02T20:32:23.333088] [INFO ] [FORECASTER] Completed predict_future for GAMB [2025-12-02T20:32:23.333227] [INFO ] [sig ] GAMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:23.542106] [INFO ] [LOCAL ] Saved forecast: GAMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GAMB.txt [2025-12-02T20:32:23.542333] [INFO ] [sig ] [1294/3544] Completed GAMB in 0.4s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:23.542390] [INFO ] [sig ] [1295/3544] Forecasting GANX... [2025-12-02T20:32:23.542437] [INFO ] [sig ] Generating forecast for: GANX [2025-12-02T20:32:23.542483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'. [2025-12-02T20:32:23.556240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GANX'. [2025-12-02T20:32:23.556634] [INFO ] [FORECASTER] Starting predict_future for GANX [2025-12-02T20:32:23.557516] [DEBUG] [LOCAL ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt [2025-12-02T20:32:23.557568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:23.557623] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:23.557650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:23.557705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:23.615404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:23.616319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:23.616445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:23.616478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:23.742757] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:23.742936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:23.742988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:23.743016] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:23.746531] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=83.53%) [2025-12-02T20:32:23.746838] [INFO ] [FORECASTER] Completed predict_future for GANX [2025-12-02T20:32:23.746968] [INFO ] [sig ] GANX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:23.893600] [INFO ] [LOCAL ] Saved forecast: GANX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GANX.txt [2025-12-02T20:32:23.893761] [INFO ] [sig ] [1295/3544] Completed GANX in 0.4s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:23.893799] [INFO ] [sig ] [1296/3544] Forecasting GASS... [2025-12-02T20:32:23.893832] [INFO ] [sig ] Generating forecast for: GASS [2025-12-02T20:32:23.893880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'. [2025-12-02T20:32:23.905746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GASS'. [2025-12-02T20:32:23.906115] [INFO ] [FORECASTER] Starting predict_future for GASS [2025-12-02T20:32:23.906991] [DEBUG] [LOCAL ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt [2025-12-02T20:32:23.907049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:23.907082] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:23.907107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:23.907167] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:23.966348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:23.967444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:23.967528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:23.967559] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:24.090169] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:24.090326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:24.090365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:24.090391] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:24.093910] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-12-02T20:32:24.094176] [INFO ] [FORECASTER] Completed predict_future for GASS [2025-12-02T20:32:24.094298] [INFO ] [sig ] GASS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:24.236289] [INFO ] [LOCAL ] Saved forecast: GASS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GASS.txt [2025-12-02T20:32:24.236425] [INFO ] [sig ] [1296/3544] Completed GASS in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:24.236462] [INFO ] [sig ] [1297/3544] Forecasting GATX... [2025-12-02T20:32:24.236490] [INFO ] [sig ] Generating forecast for: GATX [2025-12-02T20:32:24.236518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-12-02T20:32:24.249773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GATX'. [2025-12-02T20:32:24.250110] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-12-02T20:32:24.251172] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-12-02T20:32:24.251232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:24.251273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:24.251305] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:24.251374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:24.310037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:24.310841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:24.310926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:24.310956] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:24.436118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:24.436298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:24.436352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:24.436389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:24.439893] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=95.59%) [2025-12-02T20:32:24.440186] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-12-02T20:32:24.440334] [INFO ] [sig ] GATX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:24.581347] [INFO ] [LOCAL ] Saved forecast: GATX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GATX.txt [2025-12-02T20:32:24.581498] [INFO ] [sig ] [1297/3544] Completed GATX in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 12.6m [2025-12-02T20:32:24.581537] [INFO ] [sig ] [1298/3544] Forecasting GAUZ... [2025-12-02T20:32:24.581564] [INFO ] [sig ] Generating forecast for: GAUZ [2025-12-02T20:32:24.581617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'. [2025-12-02T20:32:24.593126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'. [2025-12-02T20:32:24.593445] [INFO ] [FORECASTER] Starting predict_future for GAUZ [2025-12-02T20:32:24.594267] [DEBUG] [LOCAL ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt [2025-12-02T20:32:24.594325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:24.594356] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:24.594383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:24.594437] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:24.651284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:24.652007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:24.652088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:24.652119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:24.783727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:24.783894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:24.783942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:24.783971] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:24.787645] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=28.96%) [2025-12-02T20:32:24.787918] [INFO ] [FORECASTER] Completed predict_future for GAUZ [2025-12-02T20:32:24.788034] [INFO ] [sig ] GAUZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:24.927709] [INFO ] [LOCAL ] Saved forecast: GAUZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GAUZ.txt [2025-12-02T20:32:24.927865] [INFO ] [sig ] [1298/3544] Completed GAUZ in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.6m [2025-12-02T20:32:24.927922] [INFO ] [sig ] [1299/3544] Forecasting GBAB... [2025-12-02T20:32:24.927952] [INFO ] [sig ] Generating forecast for: GBAB [2025-12-02T20:32:24.927988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-12-02T20:32:24.940697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBAB'. [2025-12-02T20:32:24.941060] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-12-02T20:32:24.941902] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-12-02T20:32:24.941952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:24.941982] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:24.942008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:24.942066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:25.002323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:25.003189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:25.003285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:25.003324] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:25.129699] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:25.129851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:25.129890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:25.129936] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:25.133326] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=87.49%) [2025-12-02T20:32:25.133612] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-12-02T20:32:25.133736] [INFO ] [sig ] GBAB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:25.276082] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GBAB.txt [2025-12-02T20:32:25.276247] [INFO ] [sig ] [1299/3544] Completed GBAB in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:25.276285] [INFO ] [sig ] [1300/3544] Forecasting GBCI... [2025-12-02T20:32:25.276313] [INFO ] [sig ] Generating forecast for: GBCI [2025-12-02T20:32:25.276342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-12-02T20:32:25.287434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBCI'. [2025-12-02T20:32:25.287805] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-12-02T20:32:25.288623] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-12-02T20:32:25.288674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:25.288706] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:25.288733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:25.288791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:25.346984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:25.347814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:25.347912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:25.347947] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:25.471641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:25.471798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:25.471839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:25.471866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:25.475322] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=90.36%) [2025-12-02T20:32:25.475613] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-12-02T20:32:25.475744] [INFO ] [sig ] GBCI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:25.619045] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GBCI.txt [2025-12-02T20:32:25.619178] [INFO ] [sig ] [1300/3544] Completed GBCI in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:25.619222] [INFO ] [sig ] [1301/3544] Forecasting GBDC... [2025-12-02T20:32:25.619255] [INFO ] [sig ] Generating forecast for: GBDC [2025-12-02T20:32:25.619289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'. [2025-12-02T20:32:25.631946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBDC'. [2025-12-02T20:32:25.632223] [INFO ] [FORECASTER] Starting predict_future for GBDC [2025-12-02T20:32:25.633020] [DEBUG] [LOCAL ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt [2025-12-02T20:32:25.633069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:25.633100] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:25.633126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:25.633180] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:25.690687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:25.691392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:25.691491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:25.691522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:25.809783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:25.809935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:25.809976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:25.810005] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:25.813394] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=3.32%) [2025-12-02T20:32:25.813681] [INFO ] [FORECASTER] Completed predict_future for GBDC [2025-12-02T20:32:25.813807] [INFO ] [sig ] GBDC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:25.953964] [INFO ] [LOCAL ] Saved forecast: GBDC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GBDC.txt [2025-12-02T20:32:25.954091] [INFO ] [sig ] [1301/3544] Completed GBDC in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:25.954127] [INFO ] [sig ] [1302/3544] Forecasting GBIO... [2025-12-02T20:32:25.954154] [INFO ] [sig ] Generating forecast for: GBIO [2025-12-02T20:32:25.954183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'. [2025-12-02T20:32:25.965075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBIO'. [2025-12-02T20:32:25.965359] [INFO ] [FORECASTER] Starting predict_future for GBIO [2025-12-02T20:32:25.966124] [DEBUG] [LOCAL ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt [2025-12-02T20:32:25.966172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:25.966226] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:25.966253] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:25.966308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:26.021277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:26.022087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:26.022166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:26.022197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:26.138770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:26.138920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:26.138960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:26.138986] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:26.142205] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=13.44%) [2025-12-02T20:32:26.142459] [INFO ] [FORECASTER] Completed predict_future for GBIO [2025-12-02T20:32:26.142591] [INFO ] [sig ] GBIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:26.282852] [INFO ] [LOCAL ] Saved forecast: GBIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GBIO.txt [2025-12-02T20:32:26.282978] [INFO ] [sig ] [1302/3544] Completed GBIO in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:26.283015] [INFO ] [sig ] [1303/3544] Forecasting GBTG... [2025-12-02T20:32:26.283043] [INFO ] [sig ] Generating forecast for: GBTG [2025-12-02T20:32:26.283080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-12-02T20:32:26.294939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBTG'. [2025-12-02T20:32:26.295315] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-12-02T20:32:26.296123] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-12-02T20:32:26.296172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:26.296203] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:26.296239] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:26.296295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:26.354098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:26.354970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:26.355055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:26.355085] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:26.478117] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:26.478268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:26.478308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:26.478335] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:26.481704] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=63.06%) [2025-12-02T20:32:26.481985] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-12-02T20:32:26.482106] [INFO ] [sig ] GBTG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:26.624187] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GBTG.txt [2025-12-02T20:32:26.624334] [INFO ] [sig ] [1303/3544] Completed GBTG in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:26.624371] [INFO ] [sig ] [1304/3544] Forecasting GBX... [2025-12-02T20:32:26.624400] [INFO ] [sig ] Generating forecast for: GBX [2025-12-02T20:32:26.624428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-12-02T20:32:26.635101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBX'. [2025-12-02T20:32:26.635369] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-12-02T20:32:26.636329] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-12-02T20:32:26.636377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:26.636620] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:26.636648] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:26.636703] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:26.695320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:26.696007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:26.696086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:26.696118] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:26.808543] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:26.808699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:26.808738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:26.808764] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:26.811965] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=99.55%) [2025-12-02T20:32:26.812219] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-12-02T20:32:26.812335] [INFO ] [sig ] GBX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:26.948164] [INFO ] [LOCAL ] Saved forecast: GBX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GBX.txt [2025-12-02T20:32:26.948287] [INFO ] [sig ] [1304/3544] Completed GBX in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:26.948323] [INFO ] [sig ] [1305/3544] Forecasting GCBC... [2025-12-02T20:32:26.948351] [INFO ] [sig ] Generating forecast for: GCBC [2025-12-02T20:32:26.948380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'. [2025-12-02T20:32:26.960481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCBC'. [2025-12-02T20:32:26.960915] [INFO ] [FORECASTER] Starting predict_future for GCBC [2025-12-02T20:32:26.961751] [DEBUG] [LOCAL ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt [2025-12-02T20:32:26.961801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:26.961833] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:26.961858] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:26.961917] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:27.019214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:27.019975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:27.020057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:27.020089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:27.131937] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:27.132097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:27.132138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:27.132211] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:27.135807] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=30.28%) [2025-12-02T20:32:27.136142] [INFO ] [FORECASTER] Completed predict_future for GCBC [2025-12-02T20:32:27.136277] [INFO ] [sig ] GCBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:27.280867] [INFO ] [LOCAL ] Saved forecast: GCBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GCBC.txt [2025-12-02T20:32:27.281039] [INFO ] [sig ] [1305/3544] Completed GCBC in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:27.281079] [INFO ] [sig ] [1306/3544] Forecasting GCMG... [2025-12-02T20:32:27.281108] [INFO ] [sig ] Generating forecast for: GCMG [2025-12-02T20:32:27.281138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'. [2025-12-02T20:32:27.293776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCMG'. [2025-12-02T20:32:27.294101] [INFO ] [FORECASTER] Starting predict_future for GCMG [2025-12-02T20:32:27.294904] [DEBUG] [LOCAL ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt [2025-12-02T20:32:27.294955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:27.294988] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:27.295017] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:27.295074] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:27.358319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:27.359193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:27.359274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:27.359308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:27.489817] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:27.489979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:27.490024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:27.490053] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:27.493908] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=85.86%) [2025-12-02T20:32:27.494182] [INFO ] [FORECASTER] Completed predict_future for GCMG [2025-12-02T20:32:27.494308] [INFO ] [sig ] GCMG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:27.636615] [INFO ] [LOCAL ] Saved forecast: GCMG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GCMG.txt [2025-12-02T20:32:27.636757] [INFO ] [sig ] [1306/3544] Completed GCMG in 0.4s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:27.636794] [INFO ] [sig ] [1307/3544] Forecasting GCO... [2025-12-02T20:32:27.636821] [INFO ] [sig ] Generating forecast for: GCO [2025-12-02T20:32:27.636857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-12-02T20:32:27.649727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCO'. [2025-12-02T20:32:27.650133] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-12-02T20:32:27.650997] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-12-02T20:32:27.651049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:27.651081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:27.651109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:27.651166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:27.710679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:27.711478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:27.711555] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:27.711604] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:27.832257] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:27.832389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:27.832426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:27.832454] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:27.835950] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=85.60%) [2025-12-02T20:32:27.836227] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-12-02T20:32:27.836355] [INFO ] [sig ] GCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:27.971686] [INFO ] [LOCAL ] Saved forecast: GCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GCO.txt [2025-12-02T20:32:27.971810] [INFO ] [sig ] [1307/3544] Completed GCO in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:27.971846] [INFO ] [sig ] [1308/3544] Forecasting GD... [2025-12-02T20:32:27.971874] [INFO ] [sig ] Generating forecast for: GD [2025-12-02T20:32:27.971904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-12-02T20:32:27.982678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GD'. [2025-12-02T20:32:27.982952] [INFO ] [FORECASTER] Starting predict_future for GD [2025-12-02T20:32:27.983705] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-12-02T20:32:27.983754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:27.983783] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:27.983809] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:27.983863] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:28.040040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:28.040741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:28.040821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:28.040854] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:28.157074] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:28.157211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:28.157249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:28.157282] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:28.160642] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=65.90%) [2025-12-02T20:32:28.160957] [INFO ] [FORECASTER] Completed predict_future for GD [2025-12-02T20:32:28.161086] [INFO ] [sig ] GD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:28.345973] [INFO ] [LOCAL ] Saved forecast: GD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GD.txt [2025-12-02T20:32:28.346111] [INFO ] [sig ] [1308/3544] Completed GD in 0.4s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:28.346148] [INFO ] [sig ] [1309/3544] Forecasting GDC... [2025-12-02T20:32:28.346176] [INFO ] [sig ] Generating forecast for: GDC [2025-12-02T20:32:28.346205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'. [2025-12-02T20:32:28.356860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDC'. [2025-12-02T20:32:28.357140] [INFO ] [FORECASTER] Starting predict_future for GDC [2025-12-02T20:32:28.357930] [DEBUG] [LOCAL ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt [2025-12-02T20:32:28.357979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:28.358009] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:28.358033] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:28.358087] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:28.413267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:28.413969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:28.414045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:28.414076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:28.533195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:28.533365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:28.533411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:28.533438] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:28.536873] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=4.04%) [2025-12-02T20:32:28.537145] [INFO ] [FORECASTER] Completed predict_future for GDC [2025-12-02T20:32:28.537280] [INFO ] [sig ] GDC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:28.676603] [INFO ] [LOCAL ] Saved forecast: GDC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GDC.txt [2025-12-02T20:32:28.676747] [INFO ] [sig ] [1309/3544] Completed GDC in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:28.676790] [INFO ] [sig ] [1310/3544] Forecasting GDDY... [2025-12-02T20:32:28.676819] [INFO ] [sig ] Generating forecast for: GDDY [2025-12-02T20:32:28.676847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-12-02T20:32:28.688921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDDY'. [2025-12-02T20:32:28.689173] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-12-02T20:32:28.689949] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-12-02T20:32:28.689997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:28.690027] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:28.690053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:28.690110] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:28.745594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:28.746435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:28.746517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:28.746547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:28.868740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:28.868882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:28.868922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:28.868948] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:28.872397] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=95.58%) [2025-12-02T20:32:28.872675] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-12-02T20:32:28.872793] [INFO ] [sig ] GDDY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:29.013107] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GDDY.txt [2025-12-02T20:32:29.013243] [INFO ] [sig ] [1310/3544] Completed GDDY in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:29.013301] [INFO ] [sig ] [1311/3544] Forecasting GDEN... [2025-12-02T20:32:29.013329] [INFO ] [sig ] Generating forecast for: GDEN [2025-12-02T20:32:29.013356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'. [2025-12-02T20:32:29.024312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDEN'. [2025-12-02T20:32:29.024637] [INFO ] [FORECASTER] Starting predict_future for GDEN [2025-12-02T20:32:29.025418] [DEBUG] [LOCAL ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt [2025-12-02T20:32:29.025468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:29.025499] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:29.025526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:29.025600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:29.081898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:29.082758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:29.082833] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:29.082864] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:29.205779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:29.205930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:29.205971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:29.205999] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:29.209347] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=99.04%) [2025-12-02T20:32:29.209637] [INFO ] [FORECASTER] Completed predict_future for GDEN [2025-12-02T20:32:29.209758] [INFO ] [sig ] GDEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:29.355873] [INFO ] [LOCAL ] Saved forecast: GDEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GDEN.txt [2025-12-02T20:32:29.356047] [INFO ] [sig ] [1311/3544] Completed GDEN in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:29.356093] [INFO ] [sig ] [1312/3544] Forecasting GDHG... [2025-12-02T20:32:29.356124] [INFO ] [sig ] Generating forecast for: GDHG [2025-12-02T20:32:29.356154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'. [2025-12-02T20:32:29.368029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDHG'. [2025-12-02T20:32:29.368349] [INFO ] [FORECASTER] Starting predict_future for GDHG [2025-12-02T20:32:29.369118] [DEBUG] [LOCAL ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt [2025-12-02T20:32:29.369167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:29.369196] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:29.369223] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:29.369277] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:29.425432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:29.426013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:29.426111] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:29.426142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:29.537017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:29.537169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:29.537209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:29.537241] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:29.540601] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=70.57%) [2025-12-02T20:32:29.540861] [INFO ] [FORECASTER] Completed predict_future for GDHG [2025-12-02T20:32:29.540981] [INFO ] [sig ] GDHG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:29.683539] [INFO ] [LOCAL ] Saved forecast: GDHG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GDHG.txt [2025-12-02T20:32:29.683706] [INFO ] [sig ] [1312/3544] Completed GDHG in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:29.683743] [INFO ] [sig ] [1313/3544] Forecasting GDRX... [2025-12-02T20:32:29.683772] [INFO ] [sig ] Generating forecast for: GDRX [2025-12-02T20:32:29.683802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'. [2025-12-02T20:32:29.695804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDRX'. [2025-12-02T20:32:29.696120] [INFO ] [FORECASTER] Starting predict_future for GDRX [2025-12-02T20:32:29.696925] [DEBUG] [LOCAL ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt [2025-12-02T20:32:29.696974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:29.697005] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:29.697030] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:29.697084] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:29.751913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:29.752557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:29.752652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:29.752683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:29.870701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:29.870843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:29.870881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:29.870908] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:29.874255] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=82.53%) [2025-12-02T20:32:29.874512] [INFO ] [FORECASTER] Completed predict_future for GDRX [2025-12-02T20:32:29.874645] [INFO ] [sig ] GDRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:30.008657] [INFO ] [LOCAL ] Saved forecast: GDRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GDRX.txt [2025-12-02T20:32:30.008830] [INFO ] [sig ] [1313/3544] Completed GDRX in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:30.008880] [INFO ] [sig ] [1314/3544] Forecasting GDS... [2025-12-02T20:32:30.008909] [INFO ] [sig ] Generating forecast for: GDS [2025-12-02T20:32:30.008938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'. [2025-12-02T20:32:30.019937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDS'. [2025-12-02T20:32:30.020250] [INFO ] [FORECASTER] Starting predict_future for GDS [2025-12-02T20:32:30.021018] [DEBUG] [LOCAL ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt [2025-12-02T20:32:30.021067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:30.021097] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:30.021122] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:30.021176] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:30.076341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:30.077341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:30.077422] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:30.077661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:30.201806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:30.201961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:30.202002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:30.202030] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:30.205328] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=3.83%) [2025-12-02T20:32:30.205606] [INFO ] [FORECASTER] Completed predict_future for GDS [2025-12-02T20:32:30.205731] [INFO ] [sig ] GDS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:30.348147] [INFO ] [LOCAL ] Saved forecast: GDS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GDS.txt [2025-12-02T20:32:30.348310] [INFO ] [sig ] [1314/3544] Completed GDS in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 12.5m [2025-12-02T20:32:30.348351] [INFO ] [sig ] [1315/3544] Forecasting GDYN... [2025-12-02T20:32:30.348380] [INFO ] [sig ] Generating forecast for: GDYN [2025-12-02T20:32:30.348410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'. [2025-12-02T20:32:30.359860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDYN'. [2025-12-02T20:32:30.360132] [INFO ] [FORECASTER] Starting predict_future for GDYN [2025-12-02T20:32:30.360946] [DEBUG] [LOCAL ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt [2025-12-02T20:32:30.360996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:30.361028] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:30.361053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:30.361108] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:30.418481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:30.419168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:30.419262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:30.419297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:30.554325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:30.554493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:30.554534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:30.554563] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:30.557925] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=35.11%) [2025-12-02T20:32:30.558207] [INFO ] [FORECASTER] Completed predict_future for GDYN [2025-12-02T20:32:30.558346] [INFO ] [sig ] GDYN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:30.700035] [INFO ] [LOCAL ] Saved forecast: GDYN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GDYN.txt [2025-12-02T20:32:30.700219] [INFO ] [sig ] [1315/3544] Completed GDYN in 0.4s | 2.98 sym/s | Total: 7.4m | ETA: 12.5m [2025-12-02T20:32:30.700259] [INFO ] [sig ] [1316/3544] Forecasting GE... [2025-12-02T20:32:30.700288] [INFO ] [sig ] Generating forecast for: GE [2025-12-02T20:32:30.700321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-12-02T20:32:30.712392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GE'. [2025-12-02T20:32:30.712762] [INFO ] [FORECASTER] Starting predict_future for GE [2025-12-02T20:32:30.713558] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-12-02T20:32:30.713636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:30.713668] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:30.713694] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:30.713748] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:30.769381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:30.770066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:30.770145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:30.770177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:30.892485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:30.892644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:30.892684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:30.892712] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:30.895985] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=97.30%) [2025-12-02T20:32:30.896245] [INFO ] [FORECASTER] Completed predict_future for GE [2025-12-02T20:32:30.896378] [INFO ] [sig ] GE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:31.033104] [INFO ] [LOCAL ] Saved forecast: GE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GE.txt [2025-12-02T20:32:31.033236] [INFO ] [sig ] [1316/3544] Completed GE in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.5m [2025-12-02T20:32:31.033273] [INFO ] [sig ] [1317/3544] Forecasting GEF... [2025-12-02T20:32:31.033300] [INFO ] [sig ] Generating forecast for: GEF [2025-12-02T20:32:31.033329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-12-02T20:32:31.044032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEF'. [2025-12-02T20:32:31.044297] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-12-02T20:32:31.045060] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-12-02T20:32:31.045108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:31.045138] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:31.045163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:31.045217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:31.099741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:31.100355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:31.100428] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:31.100459] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:31.217353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:31.217499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:31.217537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:31.217564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:31.221002] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=2.66%) [2025-12-02T20:32:31.221267] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-12-02T20:32:31.221388] [INFO ] [sig ] GEF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:31.364041] [INFO ] [LOCAL ] Saved forecast: GEF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GEF.txt [2025-12-02T20:32:31.364193] [INFO ] [sig ] [1317/3544] Completed GEF in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:31.364231] [INFO ] [sig ] [1318/3544] Forecasting GEHC... [2025-12-02T20:32:31.364259] [INFO ] [sig ] Generating forecast for: GEHC [2025-12-02T20:32:31.364288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'. [2025-12-02T20:32:31.377223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEHC'. [2025-12-02T20:32:31.377644] [INFO ] [FORECASTER] Starting predict_future for GEHC [2025-12-02T20:32:31.378628] [DEBUG] [LOCAL ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt [2025-12-02T20:32:31.378684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:31.378724] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:31.378759] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:31.378831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:31.448500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:31.449365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:31.449442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:31.449472] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:31.574206] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:31.574352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:31.574391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:31.574419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:31.577692] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=18.14%) [2025-12-02T20:32:31.577972] [INFO ] [FORECASTER] Completed predict_future for GEHC [2025-12-02T20:32:31.578087] [INFO ] [sig ] GEHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:31.714478] [INFO ] [LOCAL ] Saved forecast: GEHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GEHC.txt [2025-12-02T20:32:31.714603] [INFO ] [sig ] [1318/3544] Completed GEHC in 0.4s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:31.714640] [INFO ] [sig ] [1319/3544] Forecasting GEL... [2025-12-02T20:32:31.714668] [INFO ] [sig ] Generating forecast for: GEL [2025-12-02T20:32:31.714696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-12-02T20:32:31.730724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEL'. [2025-12-02T20:32:31.731214] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-12-02T20:32:31.732296] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-12-02T20:32:31.732359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:31.732442] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:31.732483] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:31.732565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:31.810752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:31.811693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:31.811784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:31.811817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:31.932370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:31.932499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:31.932538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:31.932564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:31.935831] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=9.98%) [2025-12-02T20:32:31.936089] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-12-02T20:32:31.936208] [INFO ] [sig ] GEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:32.071109] [INFO ] [LOCAL ] Saved forecast: GEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GEL.txt [2025-12-02T20:32:32.071212] [INFO ] [sig ] [1319/3544] Completed GEL in 0.4s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:32.071254] [INFO ] [sig ] [1320/3544] Forecasting GEN... [2025-12-02T20:32:32.071282] [INFO ] [sig ] Generating forecast for: GEN [2025-12-02T20:32:32.071309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'. [2025-12-02T20:32:32.082175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEN'. [2025-12-02T20:32:32.082443] [INFO ] [FORECASTER] Starting predict_future for GEN [2025-12-02T20:32:32.083399] [DEBUG] [LOCAL ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt [2025-12-02T20:32:32.083446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:32.083678] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:32.083705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:32.083760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:32.138243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:32.138915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:32.138991] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:32.139022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:32.257278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:32.257381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:32.257420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:32.257447] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:32.260674] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=52.04%) [2025-12-02T20:32:32.260929] [INFO ] [FORECASTER] Completed predict_future for GEN [2025-12-02T20:32:32.261043] [INFO ] [sig ] GEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:32.397171] [INFO ] [LOCAL ] Saved forecast: GEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GEN.txt [2025-12-02T20:32:32.397273] [INFO ] [sig ] [1320/3544] Completed GEN in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:32.397309] [INFO ] [sig ] [1321/3544] Forecasting GENI... [2025-12-02T20:32:32.397336] [INFO ] [sig ] Generating forecast for: GENI [2025-12-02T20:32:32.397365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-12-02T20:32:32.408699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENI'. [2025-12-02T20:32:32.408965] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-12-02T20:32:32.409734] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-12-02T20:32:32.409782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:32.409812] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:32.409837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:32.409891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:32.465398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:32.465992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:32.466067] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:32.466097] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:32.580938] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:32.581028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:32.581061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:32.581086] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:32.584085] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=64.48%) [2025-12-02T20:32:32.584332] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-12-02T20:32:32.584459] [INFO ] [sig ] GENI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:32.721721] [INFO ] [LOCAL ] Saved forecast: GENI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GENI.txt [2025-12-02T20:32:32.721823] [INFO ] [sig ] [1321/3544] Completed GENI in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:32.721857] [INFO ] [sig ] [1322/3544] Forecasting GENK... [2025-12-02T20:32:32.721884] [INFO ] [sig ] Generating forecast for: GENK [2025-12-02T20:32:32.721912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'. [2025-12-02T20:32:32.732446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENK'. [2025-12-02T20:32:32.732725] [INFO ] [FORECASTER] Starting predict_future for GENK [2025-12-02T20:32:32.733486] [DEBUG] [LOCAL ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt [2025-12-02T20:32:32.733538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:32.733567] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:32.733615] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:32.733675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:32.792430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:32.793150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:32.793227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:32.793258] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:32.915117] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:32.915256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:32.915293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:32.915357] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:32.918674] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=52.19%) [2025-12-02T20:32:32.918932] [INFO ] [FORECASTER] Completed predict_future for GENK [2025-12-02T20:32:32.919048] [INFO ] [sig ] GENK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:33.054239] [INFO ] [LOCAL ] Saved forecast: GENK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GENK.txt [2025-12-02T20:32:33.054366] [INFO ] [sig ] [1322/3544] Completed GENK in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:33.054407] [INFO ] [sig ] [1323/3544] Forecasting GEOS... [2025-12-02T20:32:33.054434] [INFO ] [sig ] Generating forecast for: GEOS [2025-12-02T20:32:33.054463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'. [2025-12-02T20:32:33.065182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEOS'. [2025-12-02T20:32:33.065456] [INFO ] [FORECASTER] Starting predict_future for GEOS [2025-12-02T20:32:33.066234] [DEBUG] [LOCAL ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt [2025-12-02T20:32:33.066283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:33.066313] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:33.066338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:33.066392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:33.121359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:33.121969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:33.122043] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:33.122074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:33.241645] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:33.241767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:33.241821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:33.241848] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:33.245322] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-12-02T20:32:33.245599] [INFO ] [FORECASTER] Completed predict_future for GEOS [2025-12-02T20:32:33.245722] [INFO ] [sig ] GEOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:33.382310] [INFO ] [LOCAL ] Saved forecast: GEOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GEOS.txt [2025-12-02T20:32:33.382435] [INFO ] [sig ] [1323/3544] Completed GEOS in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:33.382470] [INFO ] [sig ] [1324/3544] Forecasting GERN... [2025-12-02T20:32:33.382498] [INFO ] [sig ] Generating forecast for: GERN [2025-12-02T20:32:33.382526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'. [2025-12-02T20:32:33.393534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GERN'. [2025-12-02T20:32:33.393830] [INFO ] [FORECASTER] Starting predict_future for GERN [2025-12-02T20:32:33.394597] [DEBUG] [LOCAL ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt [2025-12-02T20:32:33.394646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:33.394676] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:33.394701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:33.394756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:33.451088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:33.451720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:33.451795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:33.451825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:33.573516] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:33.573850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:33.573889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:33.573917] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:33.577117] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=80.18%) [2025-12-02T20:32:33.577372] [INFO ] [FORECASTER] Completed predict_future for GERN [2025-12-02T20:32:33.577491] [INFO ] [sig ] GERN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:33.715733] [INFO ] [LOCAL ] Saved forecast: GERN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GERN.txt [2025-12-02T20:32:33.715861] [INFO ] [sig ] [1324/3544] Completed GERN in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:33.715899] [INFO ] [sig ] [1325/3544] Forecasting GES... [2025-12-02T20:32:33.715935] [INFO ] [sig ] Generating forecast for: GES [2025-12-02T20:32:33.715968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-12-02T20:32:33.727350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GES'. [2025-12-02T20:32:33.727671] [INFO ] [FORECASTER] Starting predict_future for GES [2025-12-02T20:32:33.728523] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-12-02T20:32:33.728592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:33.728631] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:33.728658] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:33.728714] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:33.788146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:33.788850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:33.788942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:33.788974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:33.907202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:33.907345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:33.907383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:33.907409] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:33.910690] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=10.00%) [2025-12-02T20:32:33.910947] [INFO ] [FORECASTER] Completed predict_future for GES [2025-12-02T20:32:33.911064] [INFO ] [sig ] GES: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:34.046692] [INFO ] [LOCAL ] Saved forecast: GES 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GES.txt [2025-12-02T20:32:34.046810] [INFO ] [sig ] [1325/3544] Completed GES in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:34.046846] [INFO ] [sig ] [1326/3544] Forecasting GEVO... [2025-12-02T20:32:34.046873] [INFO ] [sig ] Generating forecast for: GEVO [2025-12-02T20:32:34.046902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'. [2025-12-02T20:32:34.058165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEVO'. [2025-12-02T20:32:34.058450] [INFO ] [FORECASTER] Starting predict_future for GEVO [2025-12-02T20:32:34.059263] [DEBUG] [LOCAL ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt [2025-12-02T20:32:34.059312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:34.059344] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:34.059371] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:34.059427] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:34.114424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:34.115215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:34.115289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:34.115320] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:34.235070] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:34.235176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:34.235211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:34.235238] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:34.238468] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=53.60%) [2025-12-02T20:32:34.238747] [INFO ] [FORECASTER] Completed predict_future for GEVO [2025-12-02T20:32:34.238863] [INFO ] [sig ] GEVO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:34.374801] [INFO ] [LOCAL ] Saved forecast: GEVO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GEVO.txt [2025-12-02T20:32:34.374919] [INFO ] [sig ] [1326/3544] Completed GEVO in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:34.374954] [INFO ] [sig ] [1327/3544] Forecasting GFF... [2025-12-02T20:32:34.374982] [INFO ] [sig ] Generating forecast for: GFF [2025-12-02T20:32:34.375011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-12-02T20:32:34.386006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFF'. [2025-12-02T20:32:34.386285] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-12-02T20:32:34.387317] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-12-02T20:32:34.387367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:34.387408] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:34.387437] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:34.387494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:34.443601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:34.444185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:34.444259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:34.444289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:34.562094] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:34.562260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:34.562311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:34.562339] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:34.565711] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=1.09%) [2025-12-02T20:32:34.565966] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-12-02T20:32:34.566080] [INFO ] [sig ] GFF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:34.702683] [INFO ] [LOCAL ] Saved forecast: GFF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GFF.txt [2025-12-02T20:32:34.702803] [INFO ] [sig ] [1327/3544] Completed GFF in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:34.702839] [INFO ] [sig ] [1328/3544] Forecasting GFI... [2025-12-02T20:32:34.702867] [INFO ] [sig ] Generating forecast for: GFI [2025-12-02T20:32:34.702896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-12-02T20:32:34.714387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFI'. [2025-12-02T20:32:34.714682] [INFO ] [FORECASTER] Starting predict_future for GFI [2025-12-02T20:32:34.715429] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-12-02T20:32:34.715478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:34.715508] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:34.715533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:34.715603] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:34.770109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:34.770726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:34.770799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:34.770830] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:34.893485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:34.893644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:34.893684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:34.893710] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:34.897267] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=24.50%) [2025-12-02T20:32:34.897526] [INFO ] [FORECASTER] Completed predict_future for GFI [2025-12-02T20:32:34.897668] [INFO ] [sig ] GFI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:35.034780] [INFO ] [LOCAL ] Saved forecast: GFI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GFI.txt [2025-12-02T20:32:35.034902] [INFO ] [sig ] [1328/3544] Completed GFI in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:35.034937] [INFO ] [sig ] [1329/3544] Forecasting GFL... [2025-12-02T20:32:35.034965] [INFO ] [sig ] Generating forecast for: GFL [2025-12-02T20:32:35.034992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-12-02T20:32:35.046642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFL'. [2025-12-02T20:32:35.046924] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-12-02T20:32:35.047701] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-12-02T20:32:35.047750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:35.047780] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:35.047806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:35.047861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:35.104422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:35.105043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:35.105143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:35.105176] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:35.231789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:35.231918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:35.231958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:35.231987] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:35.235330] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=53.36%) [2025-12-02T20:32:35.235625] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-12-02T20:32:35.235746] [INFO ] [sig ] GFL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:35.372463] [INFO ] [LOCAL ] Saved forecast: GFL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GFL.txt [2025-12-02T20:32:35.372594] [INFO ] [sig ] [1329/3544] Completed GFL in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:35.372635] [INFO ] [sig ] [1330/3544] Forecasting GFS... [2025-12-02T20:32:35.372664] [INFO ] [sig ] Generating forecast for: GFS [2025-12-02T20:32:35.372692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'. [2025-12-02T20:32:35.383649] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFS'. [2025-12-02T20:32:35.383924] [INFO ] [FORECASTER] Starting predict_future for GFS [2025-12-02T20:32:35.384690] [DEBUG] [LOCAL ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt [2025-12-02T20:32:35.384738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:35.384769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:35.384794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:35.384848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:35.442884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:35.443511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:35.443608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:35.443641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:35.564042] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:35.564186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:35.564234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:35.564263] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:35.567899] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=34.33%) [2025-12-02T20:32:35.568163] [INFO ] [FORECASTER] Completed predict_future for GFS [2025-12-02T20:32:35.568280] [INFO ] [sig ] GFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:35.706424] [INFO ] [LOCAL ] Saved forecast: GFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GFS.txt [2025-12-02T20:32:35.706540] [INFO ] [sig ] [1330/3544] Completed GFS in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:35.706593] [INFO ] [sig ] [1331/3544] Forecasting GGAL... [2025-12-02T20:32:35.706630] [INFO ] [sig ] Generating forecast for: GGAL [2025-12-02T20:32:35.706660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'. [2025-12-02T20:32:35.717688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGAL'. [2025-12-02T20:32:35.717984] [INFO ] [FORECASTER] Starting predict_future for GGAL [2025-12-02T20:32:35.718945] [DEBUG] [LOCAL ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt [2025-12-02T20:32:35.718994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:35.719024] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:35.719049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:35.719103] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:35.774722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:35.775326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:35.775401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:35.775431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:35.896803] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:35.896934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:35.896973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:35.897000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:35.900242] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=6.66%) [2025-12-02T20:32:35.900497] [INFO ] [FORECASTER] Completed predict_future for GGAL [2025-12-02T20:32:35.900637] [INFO ] [sig ] GGAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:36.036647] [INFO ] [LOCAL ] Saved forecast: GGAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GGAL.txt [2025-12-02T20:32:36.036790] [INFO ] [sig ] [1331/3544] Completed GGAL in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:36.036835] [INFO ] [sig ] [1332/3544] Forecasting GGB... [2025-12-02T20:32:36.036863] [INFO ] [sig ] Generating forecast for: GGB [2025-12-02T20:32:36.036893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-12-02T20:32:36.048625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGB'. [2025-12-02T20:32:36.049151] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-12-02T20:32:36.050147] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-12-02T20:32:36.050197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:36.050228] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:36.050253] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:36.050308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:36.109506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:36.110320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:36.110402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:36.110433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:36.238514] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:36.238707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:36.238761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:36.238791] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:36.242546] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=36.55%) [2025-12-02T20:32:36.242840] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-12-02T20:32:36.242964] [INFO ] [sig ] GGB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:36.384726] [INFO ] [LOCAL ] Saved forecast: GGB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GGB.txt [2025-12-02T20:32:36.384902] [INFO ] [sig ] [1332/3544] Completed GGB in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.4m [2025-12-02T20:32:36.384941] [INFO ] [sig ] [1333/3544] Forecasting GGG... [2025-12-02T20:32:36.384970] [INFO ] [sig ] Generating forecast for: GGG [2025-12-02T20:32:36.384999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-12-02T20:32:36.396542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGG'. [2025-12-02T20:32:36.397082] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-12-02T20:32:36.398019] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-12-02T20:32:36.398078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:36.398119] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:36.398151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:36.398227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:36.458374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:36.459248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:36.459330] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:36.459364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:36.584327] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:36.584482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:36.584522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:36.584550] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:36.587984] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=55.44%) [2025-12-02T20:32:36.588255] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-12-02T20:32:36.588376] [INFO ] [sig ] GGG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:36.732372] [INFO ] [LOCAL ] Saved forecast: GGG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GGG.txt [2025-12-02T20:32:36.732517] [INFO ] [sig ] [1333/3544] Completed GGG in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.4m [2025-12-02T20:32:36.732557] [INFO ] [sig ] [1334/3544] Forecasting GGLL... [2025-12-02T20:32:36.732605] [INFO ] [sig ] Generating forecast for: GGLL [2025-12-02T20:32:36.732638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'. [2025-12-02T20:32:36.744623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLL'. [2025-12-02T20:32:36.744978] [INFO ] [FORECASTER] Starting predict_future for GGLL [2025-12-02T20:32:36.745851] [DEBUG] [LOCAL ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt [2025-12-02T20:32:36.745901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:36.745932] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:36.745957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:36.746012] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:36.804341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:36.805179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:36.805283] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:36.805331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:36.928130] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:36.928368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:36.928427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:36.928474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:36.932257] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=7.87%) [2025-12-02T20:32:36.932619] [INFO ] [FORECASTER] Completed predict_future for GGLL [2025-12-02T20:32:36.932754] [INFO ] [sig ] GGLL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:37.080954] [INFO ] [LOCAL ] Saved forecast: GGLL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GGLL.txt [2025-12-02T20:32:37.081095] [INFO ] [sig ] [1334/3544] Completed GGLL in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.4m [2025-12-02T20:32:37.081134] [INFO ] [sig ] [1335/3544] Forecasting GGLS... [2025-12-02T20:32:37.081162] [INFO ] [sig ] Generating forecast for: GGLS [2025-12-02T20:32:37.081191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'. [2025-12-02T20:32:37.094714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLS'. [2025-12-02T20:32:37.095068] [INFO ] [FORECASTER] Starting predict_future for GGLS [2025-12-02T20:32:37.095863] [DEBUG] [LOCAL ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt [2025-12-02T20:32:37.095913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:37.095945] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:37.095970] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:37.096025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:37.158763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:37.159637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:37.159736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:37.159786] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:37.285114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:37.285268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:37.285308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:37.285336] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:37.288751] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=35.55%) [2025-12-02T20:32:37.289107] [INFO ] [FORECASTER] Completed predict_future for GGLS [2025-12-02T20:32:37.289285] [INFO ] [sig ] GGLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:37.437539] [INFO ] [LOCAL ] Saved forecast: GGLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GGLS.txt [2025-12-02T20:32:37.437916] [INFO ] [sig ] [1335/3544] Completed GGLS in 0.4s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:37.437958] [INFO ] [sig ] [1336/3544] Forecasting GH... [2025-12-02T20:32:37.438001] [INFO ] [sig ] Generating forecast for: GH [2025-12-02T20:32:37.438045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'. [2025-12-02T20:32:37.450551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GH'. [2025-12-02T20:32:37.450887] [INFO ] [FORECASTER] Starting predict_future for GH [2025-12-02T20:32:37.451683] [DEBUG] [LOCAL ] No optimal features file found for GH: ./output/feature-sets/GH.txt [2025-12-02T20:32:37.451732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:37.451789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:37.451816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:37.451870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:37.511236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:37.512033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:37.512126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:37.512185] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:37.641676] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:37.641840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:37.641881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:37.641915] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:37.645434] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=0.29%) [2025-12-02T20:32:37.645742] [INFO ] [FORECASTER] Completed predict_future for GH [2025-12-02T20:32:37.645868] [INFO ] [sig ] GH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:37.791478] [INFO ] [LOCAL ] Saved forecast: GH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GH.txt [2025-12-02T20:32:37.791628] [INFO ] [sig ] [1336/3544] Completed GH in 0.4s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:37.791669] [INFO ] [sig ] [1337/3544] Forecasting GHI... [2025-12-02T20:32:37.791698] [INFO ] [sig ] Generating forecast for: GHI [2025-12-02T20:32:37.791728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-12-02T20:32:37.803539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHI'. [2025-12-02T20:32:37.803866] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-12-02T20:32:37.804662] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-12-02T20:32:37.804712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:37.804742] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:37.804768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:37.804822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:37.862888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:37.863615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:37.863695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:37.863726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:37.982861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:37.983018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:37.983074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:37.983117] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:37.986610] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=82.80%) [2025-12-02T20:32:37.986891] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-12-02T20:32:37.987019] [INFO ] [sig ] GHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:38.131179] [INFO ] [LOCAL ] Saved forecast: GHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GHI.txt [2025-12-02T20:32:38.131320] [INFO ] [sig ] [1337/3544] Completed GHI in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:38.131358] [INFO ] [sig ] [1338/3544] Forecasting GHM... [2025-12-02T20:32:38.131391] [INFO ] [sig ] Generating forecast for: GHM [2025-12-02T20:32:38.131436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-12-02T20:32:38.143050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHM'. [2025-12-02T20:32:38.143372] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-12-02T20:32:38.144247] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-12-02T20:32:38.144297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:38.144328] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:38.144354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:38.144420] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:38.202167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:38.202946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:38.203025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:38.203057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:38.333986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:38.334165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:38.334207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:38.334234] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:38.337831] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=5.73%) [2025-12-02T20:32:38.338149] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-12-02T20:32:38.338283] [INFO ] [sig ] GHM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:38.483363] [INFO ] [LOCAL ] Saved forecast: GHM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GHM.txt [2025-12-02T20:32:38.483524] [INFO ] [sig ] [1338/3544] Completed GHM in 0.4s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:38.483585] [INFO ] [sig ] [1339/3544] Forecasting GHRS... [2025-12-02T20:32:38.483617] [INFO ] [sig ] Generating forecast for: GHRS [2025-12-02T20:32:38.483648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'. [2025-12-02T20:32:38.495705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHRS'. [2025-12-02T20:32:38.496018] [INFO ] [FORECASTER] Starting predict_future for GHRS [2025-12-02T20:32:38.496804] [DEBUG] [LOCAL ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt [2025-12-02T20:32:38.496853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:38.496883] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:38.496909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:38.496964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:38.554771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:38.555596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:38.555680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:38.555712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:38.679997] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:38.680141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:38.680179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:38.680205] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:38.683607] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=14.13%) [2025-12-02T20:32:38.683874] [INFO ] [FORECASTER] Completed predict_future for GHRS [2025-12-02T20:32:38.683994] [INFO ] [sig ] GHRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:38.828059] [INFO ] [LOCAL ] Saved forecast: GHRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GHRS.txt [2025-12-02T20:32:38.828203] [INFO ] [sig ] [1339/3544] Completed GHRS in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:38.828241] [INFO ] [sig ] [1340/3544] Forecasting GHY... [2025-12-02T20:32:38.828268] [INFO ] [sig ] Generating forecast for: GHY [2025-12-02T20:32:38.828298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-12-02T20:32:38.840047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHY'. [2025-12-02T20:32:38.840370] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-12-02T20:32:38.841162] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-12-02T20:32:38.841223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:38.841255] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:38.841281] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:38.841335] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:38.899260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:38.900038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:38.900120] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:38.900152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:39.023248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:39.023409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:39.023452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:39.023479] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:39.027234] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=82.23%) [2025-12-02T20:32:39.027519] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-12-02T20:32:39.027664] [INFO ] [sig ] GHY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:39.172626] [INFO ] [LOCAL ] Saved forecast: GHY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GHY.txt [2025-12-02T20:32:39.172766] [INFO ] [sig ] [1340/3544] Completed GHY in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:39.172804] [INFO ] [sig ] [1341/3544] Forecasting GIB... [2025-12-02T20:32:39.172832] [INFO ] [sig ] Generating forecast for: GIB [2025-12-02T20:32:39.172861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-12-02T20:32:39.184842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIB'. [2025-12-02T20:32:39.185127] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-12-02T20:32:39.185899] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-12-02T20:32:39.185948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:39.185977] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:39.186002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:39.186056] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:39.243732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:39.244373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:39.244447] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:39.244477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:39.365861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:39.366012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:39.366052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:39.366079] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:39.369310] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=65.72%) [2025-12-02T20:32:39.369587] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-12-02T20:32:39.369707] [INFO ] [sig ] GIB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:39.512024] [INFO ] [LOCAL ] Saved forecast: GIB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GIB.txt [2025-12-02T20:32:39.512150] [INFO ] [sig ] [1341/3544] Completed GIB in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:39.512186] [INFO ] [sig ] [1342/3544] Forecasting GIFI... [2025-12-02T20:32:39.512214] [INFO ] [sig ] Generating forecast for: GIFI [2025-12-02T20:32:39.512241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'. [2025-12-02T20:32:39.526919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIFI'. [2025-12-02T20:32:39.527283] [INFO ] [FORECASTER] Starting predict_future for GIFI [2025-12-02T20:32:39.528405] [DEBUG] [LOCAL ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt [2025-12-02T20:32:39.528471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:39.528515] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:39.528555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:39.528669] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:39.593485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:39.594302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:39.594382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:39.594415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:39.709589] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:39.709748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:39.709789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:39.709818] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:39.713154] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=33.21%) [2025-12-02T20:32:39.713419] [INFO ] [FORECASTER] Completed predict_future for GIFI [2025-12-02T20:32:39.713567] [INFO ] [sig ] GIFI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:39.857127] [INFO ] [LOCAL ] Saved forecast: GIFI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GIFI.txt [2025-12-02T20:32:39.857253] [INFO ] [sig ] [1342/3544] Completed GIFI in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:39.857291] [INFO ] [sig ] [1343/3544] Forecasting GIII... [2025-12-02T20:32:39.857319] [INFO ] [sig ] Generating forecast for: GIII [2025-12-02T20:32:39.857346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'. [2025-12-02T20:32:39.868085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIII'. [2025-12-02T20:32:39.868369] [INFO ] [FORECASTER] Starting predict_future for GIII [2025-12-02T20:32:39.869165] [DEBUG] [LOCAL ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt [2025-12-02T20:32:39.869213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:39.869244] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:39.869268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:39.869321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:39.925049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:39.925662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:39.925736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:39.925767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:40.042627] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:40.042778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:40.042817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:40.042844] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:40.046214] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=59.94%) [2025-12-02T20:32:40.046535] [INFO ] [FORECASTER] Completed predict_future for GIII [2025-12-02T20:32:40.046691] [INFO ] [sig ] GIII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:40.186347] [INFO ] [LOCAL ] Saved forecast: GIII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GIII.txt [2025-12-02T20:32:40.186477] [INFO ] [sig ] [1343/3544] Completed GIII in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:40.186515] [INFO ] [sig ] [1344/3544] Forecasting GIL... [2025-12-02T20:32:40.186542] [INFO ] [sig ] Generating forecast for: GIL [2025-12-02T20:32:40.186588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-12-02T20:32:40.198674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIL'. [2025-12-02T20:32:40.199069] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-12-02T20:32:40.199866] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-12-02T20:32:40.199916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:40.199946] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:40.199971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:40.200026] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:40.256502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:40.257422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:40.257515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:40.257550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:40.382066] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:40.382220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:40.382261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:40.382289] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:40.385609] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=16.89%) [2025-12-02T20:32:40.385896] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-12-02T20:32:40.386022] [INFO ] [sig ] GIL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:40.530219] [INFO ] [LOCAL ] Saved forecast: GIL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GIL.txt [2025-12-02T20:32:40.530399] [INFO ] [sig ] [1344/3544] Completed GIL in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:40.530453] [INFO ] [sig ] [1345/3544] Forecasting GILD... [2025-12-02T20:32:40.530491] [INFO ] [sig ] Generating forecast for: GILD [2025-12-02T20:32:40.530532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'. [2025-12-02T20:32:40.542522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GILD'. [2025-12-02T20:32:40.542936] [INFO ] [FORECASTER] Starting predict_future for GILD [2025-12-02T20:32:40.543798] [DEBUG] [LOCAL ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt [2025-12-02T20:32:40.543850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:40.543882] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:40.543910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:40.543967] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:40.601797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:40.602691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:40.602781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:40.602814] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:40.726879] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:40.727028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:40.727070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:40.727099] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:40.730437] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=7.12%) [2025-12-02T20:32:40.730737] [INFO ] [FORECASTER] Completed predict_future for GILD [2025-12-02T20:32:40.730858] [INFO ] [sig ] GILD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:40.869945] [INFO ] [LOCAL ] Saved forecast: GILD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GILD.txt [2025-12-02T20:32:40.870073] [INFO ] [sig ] [1345/3544] Completed GILD in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:40.870111] [INFO ] [sig ] [1346/3544] Forecasting GIS... [2025-12-02T20:32:40.870138] [INFO ] [sig ] Generating forecast for: GIS [2025-12-02T20:32:40.870167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-12-02T20:32:40.881355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIS'. [2025-12-02T20:32:40.881637] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-12-02T20:32:40.882370] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-12-02T20:32:40.882418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:40.882449] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:40.882475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:40.882530] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:40.938979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:40.939715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:40.939824] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:40.939858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:41.064379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:41.064532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:41.064594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:41.064628] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:41.068667] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=53.18%) [2025-12-02T20:32:41.069006] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-12-02T20:32:41.069161] [INFO ] [sig ] GIS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:41.227286] [INFO ] [LOCAL ] Saved forecast: GIS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GIS.txt [2025-12-02T20:32:41.227460] [INFO ] [sig ] [1346/3544] Completed GIS in 0.4s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:41.227500] [INFO ] [sig ] [1347/3544] Forecasting GKOS... [2025-12-02T20:32:41.227530] [INFO ] [sig ] Generating forecast for: GKOS [2025-12-02T20:32:41.227563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-12-02T20:32:41.239798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GKOS'. [2025-12-02T20:32:41.240225] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-12-02T20:32:41.241211] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-12-02T20:32:41.241275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:41.241322] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:41.241364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:41.241449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:41.302931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:41.303807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:41.303893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:41.303926] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:41.428305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:41.428456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:41.428516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:41.428545] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:41.431843] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=23.80%) [2025-12-02T20:32:41.432100] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-12-02T20:32:41.432216] [INFO ] [sig ] GKOS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:41.570894] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GKOS.txt [2025-12-02T20:32:41.571011] [INFO ] [sig ] [1347/3544] Completed GKOS in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:41.571048] [INFO ] [sig ] [1348/3544] Forecasting GL... [2025-12-02T20:32:41.571075] [INFO ] [sig ] Generating forecast for: GL [2025-12-02T20:32:41.571102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-12-02T20:32:41.583740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GL'. [2025-12-02T20:32:41.584124] [INFO ] [FORECASTER] Starting predict_future for GL [2025-12-02T20:32:41.584922] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-12-02T20:32:41.584971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:41.585002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:41.585027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:41.585080] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:41.643011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:41.643856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:41.643940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:41.643972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:41.768445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:41.768623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:41.768674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:41.768708] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:41.772239] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=97.93%) [2025-12-02T20:32:41.772505] [INFO ] [FORECASTER] Completed predict_future for GL [2025-12-02T20:32:41.772676] [INFO ] [sig ] GL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:41.910750] [INFO ] [LOCAL ] Saved forecast: GL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GL.txt [2025-12-02T20:32:41.910873] [INFO ] [sig ] [1348/3544] Completed GL in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:41.910909] [INFO ] [sig ] [1349/3544] Forecasting GLAD... [2025-12-02T20:32:41.910937] [INFO ] [sig ] Generating forecast for: GLAD [2025-12-02T20:32:41.910965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'. [2025-12-02T20:32:41.922682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLAD'. [2025-12-02T20:32:41.922987] [INFO ] [FORECASTER] Starting predict_future for GLAD [2025-12-02T20:32:41.923799] [DEBUG] [LOCAL ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt [2025-12-02T20:32:41.923847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:41.923878] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:41.923904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:41.923962] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:41.981144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:41.981810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:41.981889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:41.981922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:42.102768] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:42.102928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:42.102971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:42.103000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:42.106392] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=93.02%) [2025-12-02T20:32:42.106683] [INFO ] [FORECASTER] Completed predict_future for GLAD [2025-12-02T20:32:42.106804] [INFO ] [sig ] GLAD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:42.258801] [INFO ] [LOCAL ] Saved forecast: GLAD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GLAD.txt [2025-12-02T20:32:42.258951] [INFO ] [sig ] [1349/3544] Completed GLAD in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:42.258988] [INFO ] [sig ] [1350/3544] Forecasting GLBE... [2025-12-02T20:32:42.259016] [INFO ] [sig ] Generating forecast for: GLBE [2025-12-02T20:32:42.259045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'. [2025-12-02T20:32:42.269932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBE'. [2025-12-02T20:32:42.270223] [INFO ] [FORECASTER] Starting predict_future for GLBE [2025-12-02T20:32:42.270983] [DEBUG] [LOCAL ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt [2025-12-02T20:32:42.271032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:42.271063] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:42.271089] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:42.271143] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:42.325800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:42.326621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:42.326705] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:42.326739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:42.445216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:42.445371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:42.445414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:42.445444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:42.448882] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=75.98%) [2025-12-02T20:32:42.449157] [INFO ] [FORECASTER] Completed predict_future for GLBE [2025-12-02T20:32:42.449280] [INFO ] [sig ] GLBE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:42.586802] [INFO ] [LOCAL ] Saved forecast: GLBE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GLBE.txt [2025-12-02T20:32:42.586925] [INFO ] [sig ] [1350/3544] Completed GLBE in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.3m [2025-12-02T20:32:42.586961] [INFO ] [sig ] [1351/3544] Forecasting GLBS... [2025-12-02T20:32:42.586989] [INFO ] [sig ] Generating forecast for: GLBS [2025-12-02T20:32:42.587017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'. [2025-12-02T20:32:42.598992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBS'. [2025-12-02T20:32:42.599398] [INFO ] [FORECASTER] Starting predict_future for GLBS [2025-12-02T20:32:42.600266] [DEBUG] [LOCAL ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt [2025-12-02T20:32:42.600316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:42.600361] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:42.600388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:42.600444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:42.656816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:42.657703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:42.657785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:42.657817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:42.771828] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:42.771976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:42.772017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:42.772046] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:42.775459] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=57.09%) [2025-12-02T20:32:42.775746] [INFO ] [FORECASTER] Completed predict_future for GLBS [2025-12-02T20:32:42.775866] [INFO ] [sig ] GLBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:42.916622] [INFO ] [LOCAL ] Saved forecast: GLBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GLBS.txt [2025-12-02T20:32:42.916755] [INFO ] [sig ] [1351/3544] Completed GLBS in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.3m [2025-12-02T20:32:42.916791] [INFO ] [sig ] [1352/3544] Forecasting GLDD... [2025-12-02T20:32:42.916821] [INFO ] [sig ] Generating forecast for: GLDD [2025-12-02T20:32:42.916851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'. [2025-12-02T20:32:42.928190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLDD'. [2025-12-02T20:32:42.928538] [INFO ] [FORECASTER] Starting predict_future for GLDD [2025-12-02T20:32:42.929438] [DEBUG] [LOCAL ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt [2025-12-02T20:32:42.929497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:42.929537] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:42.929589] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:42.929672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:42.987991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:42.988844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:42.988924] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:42.988956] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:43.112303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:43.112448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:43.112488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:43.112515] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:43.115743] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=3.54%) [2025-12-02T20:32:43.116005] [INFO ] [FORECASTER] Completed predict_future for GLDD [2025-12-02T20:32:43.116123] [INFO ] [sig ] GLDD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:43.253486] [INFO ] [LOCAL ] Saved forecast: GLDD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GLDD.txt [2025-12-02T20:32:43.253653] [INFO ] [sig ] [1352/3544] Completed GLDD in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.3m [2025-12-02T20:32:43.253693] [INFO ] [sig ] [1353/3544] Forecasting GLNG... [2025-12-02T20:32:43.253720] [INFO ] [sig ] Generating forecast for: GLNG [2025-12-02T20:32:43.253749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'. [2025-12-02T20:32:43.264748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLNG'. [2025-12-02T20:32:43.265072] [INFO ] [FORECASTER] Starting predict_future for GLNG [2025-12-02T20:32:43.265845] [DEBUG] [LOCAL ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt [2025-12-02T20:32:43.265892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:43.265948] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:43.265975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:43.266030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:43.320978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:43.321622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:43.321696] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:43.321727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:43.440915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:43.441059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:43.441099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:43.441126] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:43.444852] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=83.11%) [2025-12-02T20:32:43.445113] [INFO ] [FORECASTER] Completed predict_future for GLNG [2025-12-02T20:32:43.445230] [INFO ] [sig ] GLNG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:43.590185] [INFO ] [LOCAL ] Saved forecast: GLNG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GLNG.txt [2025-12-02T20:32:43.590352] [INFO ] [sig ] [1353/3544] Completed GLNG in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.3m [2025-12-02T20:32:43.590403] [INFO ] [sig ] [1354/3544] Forecasting GLOB... [2025-12-02T20:32:43.590439] [INFO ] [sig ] Generating forecast for: GLOB [2025-12-02T20:32:43.590479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-12-02T20:32:43.601795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLOB'. [2025-12-02T20:32:43.602093] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-12-02T20:32:43.602895] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-12-02T20:32:43.602945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:43.602975] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:43.603001] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:43.603056] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:43.662152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:43.662942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:43.663024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:43.663056] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:43.780784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:43.780935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:43.780980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:43.781009] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:43.784415] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=37.87%) [2025-12-02T20:32:43.784713] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-12-02T20:32:43.784840] [INFO ] [sig ] GLOB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:43.928683] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GLOB.txt [2025-12-02T20:32:43.928844] [INFO ] [sig ] [1354/3544] Completed GLOB in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:43.928891] [INFO ] [sig ] [1355/3544] Forecasting GLP... [2025-12-02T20:32:43.928922] [INFO ] [sig ] Generating forecast for: GLP [2025-12-02T20:32:43.928954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-12-02T20:32:43.940489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLP'. [2025-12-02T20:32:43.940875] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-12-02T20:32:43.941704] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-12-02T20:32:43.941756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:43.941789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:43.941817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:43.941872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:43.997689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:43.998422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:43.998500] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:43.998531] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:44.118156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:44.118297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:44.118338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:44.118366] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:44.121711] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=31.70%) [2025-12-02T20:32:44.122144] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-12-02T20:32:44.122274] [INFO ] [sig ] GLP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:44.266090] [INFO ] [LOCAL ] Saved forecast: GLP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GLP.txt [2025-12-02T20:32:44.266228] [INFO ] [sig ] [1355/3544] Completed GLP in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:44.266272] [INFO ] [sig ] [1356/3544] Forecasting GLPG... [2025-12-02T20:32:44.266301] [INFO ] [sig ] Generating forecast for: GLPG [2025-12-02T20:32:44.266331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'. [2025-12-02T20:32:44.278362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPG'. [2025-12-02T20:32:44.278820] [INFO ] [FORECASTER] Starting predict_future for GLPG [2025-12-02T20:32:44.279638] [DEBUG] [LOCAL ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt [2025-12-02T20:32:44.279691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:44.279722] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:44.279747] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:44.279801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:44.335417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:44.336353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:44.336442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:44.336473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:44.466771] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:44.466926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:44.466969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:44.467039] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:44.470464] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=77.69%) [2025-12-02T20:32:44.470804] [INFO ] [FORECASTER] Completed predict_future for GLPG [2025-12-02T20:32:44.470961] [INFO ] [sig ] GLPG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:44.617704] [INFO ] [LOCAL ] Saved forecast: GLPG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GLPG.txt [2025-12-02T20:32:44.617861] [INFO ] [sig ] [1356/3544] Completed GLPG in 0.4s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:44.617915] [INFO ] [sig ] [1357/3544] Forecasting GLPI... [2025-12-02T20:32:44.617948] [INFO ] [sig ] Generating forecast for: GLPI [2025-12-02T20:32:44.617978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'. [2025-12-02T20:32:44.629718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPI'. [2025-12-02T20:32:44.630075] [INFO ] [FORECASTER] Starting predict_future for GLPI [2025-12-02T20:32:44.630864] [DEBUG] [LOCAL ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt [2025-12-02T20:32:44.630913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:44.630944] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:44.630969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:44.631023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:44.688496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:44.689386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:44.689469] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:44.689501] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:44.805905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:44.806045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:44.806084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:44.806111] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:44.809403] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=35.43%) [2025-12-02T20:32:44.809681] [INFO ] [FORECASTER] Completed predict_future for GLPI [2025-12-02T20:32:44.809795] [INFO ] [sig ] GLPI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:44.946151] [INFO ] [LOCAL ] Saved forecast: GLPI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GLPI.txt [2025-12-02T20:32:44.946264] [INFO ] [sig ] [1357/3544] Completed GLPI in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:44.946300] [INFO ] [sig ] [1358/3544] Forecasting GLRE... [2025-12-02T20:32:44.946327] [INFO ] [sig ] Generating forecast for: GLRE [2025-12-02T20:32:44.946355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'. [2025-12-02T20:32:44.960086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLRE'. [2025-12-02T20:32:44.960678] [INFO ] [FORECASTER] Starting predict_future for GLRE [2025-12-02T20:32:44.961656] [DEBUG] [LOCAL ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt [2025-12-02T20:32:44.961708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:44.961743] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:44.961770] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:44.961830] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:45.020250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:45.021334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:45.021435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:45.021469] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:45.142544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:45.142738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:45.142780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:45.142827] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:45.146268] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=24.47%) [2025-12-02T20:32:45.146533] [INFO ] [FORECASTER] Completed predict_future for GLRE [2025-12-02T20:32:45.146672] [INFO ] [sig ] GLRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:45.284524] [INFO ] [LOCAL ] Saved forecast: GLRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GLRE.txt [2025-12-02T20:32:45.284699] [INFO ] [sig ] [1358/3544] Completed GLRE in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:45.284739] [INFO ] [sig ] [1359/3544] Forecasting GLSI... [2025-12-02T20:32:45.284767] [INFO ] [sig ] Generating forecast for: GLSI [2025-12-02T20:32:45.284796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'. [2025-12-02T20:32:45.296838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLSI'. [2025-12-02T20:32:45.297171] [INFO ] [FORECASTER] Starting predict_future for GLSI [2025-12-02T20:32:45.298028] [DEBUG] [LOCAL ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt [2025-12-02T20:32:45.298078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:45.298109] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:45.298135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:45.298191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:45.355272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:45.356381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:45.356470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:45.356502] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:45.479612] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:45.479781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:45.479829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:45.479857] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:45.483409] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=23.81%) [2025-12-02T20:32:45.483695] [INFO ] [FORECASTER] Completed predict_future for GLSI [2025-12-02T20:32:45.483817] [INFO ] [sig ] GLSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:45.624045] [INFO ] [LOCAL ] Saved forecast: GLSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GLSI.txt [2025-12-02T20:32:45.624191] [INFO ] [sig ] [1359/3544] Completed GLSI in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:45.624228] [INFO ] [sig ] [1360/3544] Forecasting GLTO... [2025-12-02T20:32:45.624256] [INFO ] [sig ] Generating forecast for: GLTO [2025-12-02T20:32:45.624285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'. [2025-12-02T20:32:45.635473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLTO'. [2025-12-02T20:32:45.635857] [INFO ] [FORECASTER] Starting predict_future for GLTO [2025-12-02T20:32:45.636645] [DEBUG] [LOCAL ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt [2025-12-02T20:32:45.636695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:45.636726] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:45.636752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:45.636807] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:45.692912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:45.693733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:45.693887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:45.693941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:45.811879] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:45.812042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:45.812084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:45.812113] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:45.815416] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=13.89%) [2025-12-02T20:32:45.815741] [INFO ] [FORECASTER] Completed predict_future for GLTO [2025-12-02T20:32:45.815880] [INFO ] [sig ] GLTO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:45.953217] [INFO ] [LOCAL ] Saved forecast: GLTO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GLTO.txt [2025-12-02T20:32:45.953361] [INFO ] [sig ] [1360/3544] Completed GLTO in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:45.953398] [INFO ] [sig ] [1361/3544] Forecasting GLUE... [2025-12-02T20:32:45.953426] [INFO ] [sig ] Generating forecast for: GLUE [2025-12-02T20:32:45.953454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'. [2025-12-02T20:32:45.964452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLUE'. [2025-12-02T20:32:45.964767] [INFO ] [FORECASTER] Starting predict_future for GLUE [2025-12-02T20:32:45.965528] [DEBUG] [LOCAL ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt [2025-12-02T20:32:45.965596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:45.965628] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:45.965654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:45.965708] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:46.021186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:46.022091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:46.022179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:46.022212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:46.142362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:46.142511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:46.142551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:46.142598] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:46.145859] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=86.99%) [2025-12-02T20:32:46.146119] [INFO ] [FORECASTER] Completed predict_future for GLUE [2025-12-02T20:32:46.146238] [INFO ] [sig ] GLUE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:46.283642] [INFO ] [LOCAL ] Saved forecast: GLUE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GLUE.txt [2025-12-02T20:32:46.283768] [INFO ] [sig ] [1361/3544] Completed GLUE in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:46.283806] [INFO ] [sig ] [1362/3544] Forecasting GMAB... [2025-12-02T20:32:46.283833] [INFO ] [sig ] Generating forecast for: GMAB [2025-12-02T20:32:46.283862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'. [2025-12-02T20:32:46.295960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMAB'. [2025-12-02T20:32:46.296353] [INFO ] [FORECASTER] Starting predict_future for GMAB [2025-12-02T20:32:46.297166] [DEBUG] [LOCAL ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt [2025-12-02T20:32:46.297215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:46.297257] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:46.297285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:46.297339] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:46.355764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:46.356738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:46.356849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:46.356881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:46.494415] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:46.494585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:46.494629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:46.494658] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:46.498025] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=1.32%) [2025-12-02T20:32:46.498294] [INFO ] [FORECASTER] Completed predict_future for GMAB [2025-12-02T20:32:46.498414] [INFO ] [sig ] GMAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:46.636310] [INFO ] [LOCAL ] Saved forecast: GMAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GMAB.txt [2025-12-02T20:32:46.636435] [INFO ] [sig ] [1362/3544] Completed GMAB in 0.4s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:46.636475] [INFO ] [sig ] [1363/3544] Forecasting GME... [2025-12-02T20:32:46.636502] [INFO ] [sig ] Generating forecast for: GME [2025-12-02T20:32:46.636533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-12-02T20:32:46.648601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GME'. [2025-12-02T20:32:46.648915] [INFO ] [FORECASTER] Starting predict_future for GME [2025-12-02T20:32:46.649705] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-12-02T20:32:46.649754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:46.649785] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:46.649811] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:46.649864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:46.704130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:46.704775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:46.704882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:46.704914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:46.825793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:46.825953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:46.825994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:46.826021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:46.829366] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=1.18%) [2025-12-02T20:32:46.829690] [INFO ] [FORECASTER] Completed predict_future for GME [2025-12-02T20:32:46.829821] [INFO ] [sig ] GME: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:46.969329] [INFO ] [LOCAL ] Saved forecast: GME 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GME.txt [2025-12-02T20:32:46.969484] [INFO ] [sig ] [1363/3544] Completed GME in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:46.969522] [INFO ] [sig ] [1364/3544] Forecasting GMED... [2025-12-02T20:32:46.969550] [INFO ] [sig ] Generating forecast for: GMED [2025-12-02T20:32:46.969597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-12-02T20:32:46.981397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMED'. [2025-12-02T20:32:46.981789] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-12-02T20:32:46.982592] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-12-02T20:32:46.982641] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:46.982671] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:46.982699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:46.982756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:47.038990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:47.039828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:47.039912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:47.039942] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:47.162401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:47.162559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:47.162618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:47.162646] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:47.165916] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=27.10%) [2025-12-02T20:32:47.166182] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-12-02T20:32:47.166304] [INFO ] [sig ] GMED: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:47.304220] [INFO ] [LOCAL ] Saved forecast: GMED 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GMED.txt [2025-12-02T20:32:47.304374] [INFO ] [sig ] [1364/3544] Completed GMED in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:47.304412] [INFO ] [sig ] [1365/3544] Forecasting GMM... [2025-12-02T20:32:47.304438] [INFO ] [sig ] Generating forecast for: GMM [2025-12-02T20:32:47.304468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'. [2025-12-02T20:32:47.316361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMM'. [2025-12-02T20:32:47.316751] [INFO ] [FORECASTER] Starting predict_future for GMM [2025-12-02T20:32:47.317719] [DEBUG] [LOCAL ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt [2025-12-02T20:32:47.317766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:47.317797] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:47.317822] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:47.317907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:47.375745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:47.376619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:47.376706] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:47.376741] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:47.491663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:47.491813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:47.491853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:47.491879] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:47.495090] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=25.94%) [2025-12-02T20:32:47.495348] [INFO ] [FORECASTER] Completed predict_future for GMM [2025-12-02T20:32:47.495470] [INFO ] [sig ] GMM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:47.641056] [INFO ] [LOCAL ] Saved forecast: GMM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GMM.txt [2025-12-02T20:32:47.641209] [INFO ] [sig ] [1365/3544] Completed GMM in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:47.641248] [INFO ] [sig ] [1366/3544] Forecasting GMRE... [2025-12-02T20:32:47.641284] [INFO ] [sig ] Generating forecast for: GMRE [2025-12-02T20:32:47.641316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-12-02T20:32:47.653759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMRE'. [2025-12-02T20:32:47.654091] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-12-02T20:32:47.654872] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-12-02T20:32:47.654920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:47.654950] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:47.654976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:47.655030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:47.711205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:47.711813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:47.712079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:47.712109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:47.831532] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:47.831702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:47.831741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:47.831768] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:47.834991] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=53.69%) [2025-12-02T20:32:47.835243] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-12-02T20:32:47.835357] [INFO ] [sig ] GMRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:47.970737] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GMRE.txt [2025-12-02T20:32:47.970908] [INFO ] [sig ] [1366/3544] Completed GMRE in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:47.970946] [INFO ] [sig ] [1367/3544] Forecasting GNE... [2025-12-02T20:32:47.970974] [INFO ] [sig ] Generating forecast for: GNE [2025-12-02T20:32:47.971006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-12-02T20:32:47.982174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNE'. [2025-12-02T20:32:47.982440] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-12-02T20:32:47.983213] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-12-02T20:32:47.983261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:47.983291] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:47.983317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:47.983370] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:48.037782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:48.038459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:48.038536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:48.038567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:48.153952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:48.154097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:48.154136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:48.154163] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:48.157795] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=2.00%) [2025-12-02T20:32:48.158068] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-12-02T20:32:48.158188] [INFO ] [sig ] GNE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:48.294772] [INFO ] [LOCAL ] Saved forecast: GNE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNE.txt [2025-12-02T20:32:48.294885] [INFO ] [sig ] [1367/3544] Completed GNE in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.2m [2025-12-02T20:32:48.294921] [INFO ] [sig ] [1368/3544] Forecasting GNK... [2025-12-02T20:32:48.294947] [INFO ] [sig ] Generating forecast for: GNK [2025-12-02T20:32:48.294976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-12-02T20:32:48.306910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNK'. [2025-12-02T20:32:48.307304] [INFO ] [FORECASTER] Starting predict_future for GNK [2025-12-02T20:32:48.308221] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-12-02T20:32:48.308275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:48.308316] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:48.308351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:48.308408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:48.364746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:48.365479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:48.365558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:48.365609] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:48.489473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:48.489629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:48.489669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:48.489696] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:48.492889] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=5.27%) [2025-12-02T20:32:48.493153] [INFO ] [FORECASTER] Completed predict_future for GNK [2025-12-02T20:32:48.493273] [INFO ] [sig ] GNK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:48.630009] [INFO ] [LOCAL ] Saved forecast: GNK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNK.txt [2025-12-02T20:32:48.630143] [INFO ] [sig ] [1368/3544] Completed GNK in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.2m [2025-12-02T20:32:48.630178] [INFO ] [sig ] [1369/3544] Forecasting GNL... [2025-12-02T20:32:48.630206] [INFO ] [sig ] Generating forecast for: GNL [2025-12-02T20:32:48.630235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-12-02T20:32:48.640331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNL'. [2025-12-02T20:32:48.640623] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-12-02T20:32:48.641366] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-12-02T20:32:48.641413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:48.641444] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:48.641469] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:48.641523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:48.697652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:48.698298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:48.698375] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:48.698406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:48.815400] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:48.815546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:48.815621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:48.815669] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:48.819089] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=32.09%) [2025-12-02T20:32:48.819349] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-12-02T20:32:48.819467] [INFO ] [sig ] GNL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:48.960019] [INFO ] [LOCAL ] Saved forecast: GNL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNL.txt [2025-12-02T20:32:48.960164] [INFO ] [sig ] [1369/3544] Completed GNL in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.2m [2025-12-02T20:32:48.960202] [INFO ] [sig ] [1370/3544] Forecasting GNLN... [2025-12-02T20:32:48.960230] [INFO ] [sig ] Generating forecast for: GNLN [2025-12-02T20:32:48.960260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'. [2025-12-02T20:32:48.971345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLN'. [2025-12-02T20:32:48.971708] [INFO ] [FORECASTER] Starting predict_future for GNLN [2025-12-02T20:32:48.972464] [DEBUG] [LOCAL ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt [2025-12-02T20:32:48.972512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:48.972590] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:48.972620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:48.972675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:49.029327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:49.030172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:49.030258] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:49.030291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:49.140412] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:49.140565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:49.140624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:49.140651] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:49.143916] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=72.74%) [2025-12-02T20:32:49.144179] [INFO ] [FORECASTER] Completed predict_future for GNLN [2025-12-02T20:32:49.144299] [INFO ] [sig ] GNLN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:49.282166] [INFO ] [LOCAL ] Saved forecast: GNLN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GNLN.txt [2025-12-02T20:32:49.282291] [INFO ] [sig ] [1370/3544] Completed GNLN in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.2m [2025-12-02T20:32:49.282328] [INFO ] [sig ] [1371/3544] Forecasting GNLX... [2025-12-02T20:32:49.282356] [INFO ] [sig ] Generating forecast for: GNLX [2025-12-02T20:32:49.282385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'. [2025-12-02T20:32:49.294308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLX'. [2025-12-02T20:32:49.294745] [INFO ] [FORECASTER] Starting predict_future for GNLX [2025-12-02T20:32:49.295555] [DEBUG] [LOCAL ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt [2025-12-02T20:32:49.295647] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:49.295678] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:49.295703] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:49.295756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:49.351129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:49.352057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:49.352147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:49.352180] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:49.477561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:49.477730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:49.477771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:49.477798] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:49.481074] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=29.71%) [2025-12-02T20:32:49.481336] [INFO ] [FORECASTER] Completed predict_future for GNLX [2025-12-02T20:32:49.481456] [INFO ] [sig ] GNLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:49.619811] [INFO ] [LOCAL ] Saved forecast: GNLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNLX.txt [2025-12-02T20:32:49.619955] [INFO ] [sig ] [1371/3544] Completed GNLX in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.2m [2025-12-02T20:32:49.620181] [INFO ] [sig ] [1372/3544] Forecasting GNMA... [2025-12-02T20:32:49.620208] [INFO ] [sig ] Generating forecast for: GNMA [2025-12-02T20:32:49.620238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'. [2025-12-02T20:32:49.632345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNMA'. [2025-12-02T20:32:49.632683] [INFO ] [FORECASTER] Starting predict_future for GNMA [2025-12-02T20:32:49.633433] [DEBUG] [LOCAL ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt [2025-12-02T20:32:49.633481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:49.633512] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:49.633538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:49.633610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:49.688371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:49.689114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:49.689190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:49.689221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:49.806274] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:49.806414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:49.806451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:49.806478] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:49.809730] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=34.28%) [2025-12-02T20:32:49.810006] [INFO ] [FORECASTER] Completed predict_future for GNMA [2025-12-02T20:32:49.810122] [INFO ] [sig ] GNMA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:49.946657] [INFO ] [LOCAL ] Saved forecast: GNMA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNMA.txt [2025-12-02T20:32:49.946798] [INFO ] [sig ] [1372/3544] Completed GNMA in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:49.946842] [INFO ] [sig ] [1373/3544] Forecasting GNOM... [2025-12-02T20:32:49.946875] [INFO ] [sig ] Generating forecast for: GNOM [2025-12-02T20:32:49.946911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'. [2025-12-02T20:32:49.957659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNOM'. [2025-12-02T20:32:49.958003] [INFO ] [FORECASTER] Starting predict_future for GNOM [2025-12-02T20:32:49.958783] [DEBUG] [LOCAL ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt [2025-12-02T20:32:49.958834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:49.958864] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:49.958889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:49.958954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:50.016243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:50.016976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:50.017051] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:50.017082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:50.129433] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:50.129589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:50.129630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:50.129688] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:50.132932] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-12-02T20:32:50.133194] [INFO ] [FORECASTER] Completed predict_future for GNOM [2025-12-02T20:32:50.133307] [INFO ] [sig ] GNOM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:50.269353] [INFO ] [LOCAL ] Saved forecast: GNOM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNOM.txt [2025-12-02T20:32:50.269480] [INFO ] [sig ] [1373/3544] Completed GNOM in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:50.269516] [INFO ] [sig ] [1374/3544] Forecasting GNPX... [2025-12-02T20:32:50.269543] [INFO ] [sig ] Generating forecast for: GNPX [2025-12-02T20:32:50.269601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'. [2025-12-02T20:32:50.282106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNPX'. [2025-12-02T20:32:50.282390] [INFO ] [FORECASTER] Starting predict_future for GNPX [2025-12-02T20:32:50.283213] [DEBUG] [LOCAL ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt [2025-12-02T20:32:50.283261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:50.283291] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:50.283316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:50.283370] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:50.339505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:50.340354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:50.340435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:50.340467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:50.454954] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:50.455109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:50.455150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:50.455180] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:50.458624] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=67.40%) [2025-12-02T20:32:50.458960] [INFO ] [FORECASTER] Completed predict_future for GNPX [2025-12-02T20:32:50.459095] [INFO ] [sig ] GNPX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:50.607477] [INFO ] [LOCAL ] Saved forecast: GNPX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GNPX.txt [2025-12-02T20:32:50.607679] [INFO ] [sig ] [1374/3544] Completed GNPX in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:50.607721] [INFO ] [sig ] [1375/3544] Forecasting GNRC... [2025-12-02T20:32:50.607749] [INFO ] [sig ] Generating forecast for: GNRC [2025-12-02T20:32:50.607777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-12-02T20:32:50.622214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNRC'. [2025-12-02T20:32:50.622806] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-12-02T20:32:50.623969] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-12-02T20:32:50.624048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:50.624093] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:50.624129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:50.624211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:50.682808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:50.684064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:50.684191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:50.684225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:50.816498] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:50.816752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:50.816800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:50.816829] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:50.820736] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=28.93%) [2025-12-02T20:32:50.821114] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-12-02T20:32:50.821257] [INFO ] [sig ] GNRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:50.965845] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNRC.txt [2025-12-02T20:32:50.966069] [INFO ] [sig ] [1375/3544] Completed GNRC in 0.4s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:50.966115] [INFO ] [sig ] [1376/3544] Forecasting GNSS... [2025-12-02T20:32:50.966146] [INFO ] [sig ] Generating forecast for: GNSS [2025-12-02T20:32:50.966183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'. [2025-12-02T20:32:50.980004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNSS'. [2025-12-02T20:32:50.980567] [INFO ] [FORECASTER] Starting predict_future for GNSS [2025-12-02T20:32:50.981800] [DEBUG] [LOCAL ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt [2025-12-02T20:32:50.981856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:50.982077] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:50.982105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:50.982165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:51.051396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:51.052414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:51.052510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:51.052542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:51.173721] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:51.173882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:51.173922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:51.173949] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:51.177358] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-12-02T20:32:51.177691] [INFO ] [FORECASTER] Completed predict_future for GNSS [2025-12-02T20:32:51.177822] [INFO ] [sig ] GNSS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:51.321104] [INFO ] [LOCAL ] Saved forecast: GNSS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNSS.txt [2025-12-02T20:32:51.321282] [INFO ] [sig ] [1376/3544] Completed GNSS in 0.4s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:51.321322] [INFO ] [sig ] [1377/3544] Forecasting GNTX... [2025-12-02T20:32:51.321350] [INFO ] [sig ] Generating forecast for: GNTX [2025-12-02T20:32:51.321380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'. [2025-12-02T20:32:51.332531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNTX'. [2025-12-02T20:32:51.332945] [INFO ] [FORECASTER] Starting predict_future for GNTX [2025-12-02T20:32:51.333755] [DEBUG] [LOCAL ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt [2025-12-02T20:32:51.333804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:51.333835] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:51.333860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:51.333914] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:51.389545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:51.390428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:51.390514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:51.390545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:51.508906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:51.509064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:51.509104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:51.509132] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:51.512389] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=2.13%) [2025-12-02T20:32:51.512685] [INFO ] [FORECASTER] Completed predict_future for GNTX [2025-12-02T20:32:51.512805] [INFO ] [sig ] GNTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:51.648926] [INFO ] [LOCAL ] Saved forecast: GNTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GNTX.txt [2025-12-02T20:32:51.649079] [INFO ] [sig ] [1377/3544] Completed GNTX in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:51.649117] [INFO ] [sig ] [1378/3544] Forecasting GO... [2025-12-02T20:32:51.649143] [INFO ] [sig ] Generating forecast for: GO [2025-12-02T20:32:51.649173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'. [2025-12-02T20:32:51.660359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GO'. [2025-12-02T20:32:51.660745] [INFO ] [FORECASTER] Starting predict_future for GO [2025-12-02T20:32:51.661509] [DEBUG] [LOCAL ] No optimal features file found for GO: ./output/feature-sets/GO.txt [2025-12-02T20:32:51.661557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:51.661607] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:51.661633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:51.661687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:51.716202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:51.717057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:51.717136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:51.717167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:51.835392] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:51.835537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:51.835593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:51.835623] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:51.838910] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=40.57%) [2025-12-02T20:32:51.839168] [INFO ] [FORECASTER] Completed predict_future for GO [2025-12-02T20:32:51.839285] [INFO ] [sig ] GO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:51.976911] [INFO ] [LOCAL ] Saved forecast: GO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GO.txt [2025-12-02T20:32:51.977059] [INFO ] [sig ] [1378/3544] Completed GO in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:51.977097] [INFO ] [sig ] [1379/3544] Forecasting GOCO... [2025-12-02T20:32:51.977126] [INFO ] [sig ] Generating forecast for: GOCO [2025-12-02T20:32:51.977154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'. [2025-12-02T20:32:51.989353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOCO'. [2025-12-02T20:32:51.989718] [INFO ] [FORECASTER] Starting predict_future for GOCO [2025-12-02T20:32:51.990477] [DEBUG] [LOCAL ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt [2025-12-02T20:32:51.990525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:51.990555] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:51.990598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:51.990655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:52.044993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:52.045828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:52.045909] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:52.045940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:52.162000] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:52.162147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:52.162186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:52.162213] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:52.165416] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=81.71%) [2025-12-02T20:32:52.165689] [INFO ] [FORECASTER] Completed predict_future for GOCO [2025-12-02T20:32:52.165805] [INFO ] [sig ] GOCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:52.301964] [INFO ] [LOCAL ] Saved forecast: GOCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GOCO.txt [2025-12-02T20:32:52.302115] [INFO ] [sig ] [1379/3544] Completed GOCO in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:52.302152] [INFO ] [sig ] [1380/3544] Forecasting GOF... [2025-12-02T20:32:52.302179] [INFO ] [sig ] Generating forecast for: GOF [2025-12-02T20:32:52.302209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-12-02T20:32:52.314113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOF'. [2025-12-02T20:32:52.314485] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-12-02T20:32:52.315295] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-12-02T20:32:52.315345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:52.315376] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:52.315403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:52.315458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:52.371320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:52.372145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:52.372260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:52.372296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:52.495413] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:52.495563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:52.495624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:52.495652] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:52.498933] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=6.64%) [2025-12-02T20:32:52.499217] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-12-02T20:32:52.499336] [INFO ] [sig ] GOF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:52.642315] [INFO ] [LOCAL ] Saved forecast: GOF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GOF.txt [2025-12-02T20:32:52.642474] [INFO ] [sig ] [1380/3544] Completed GOF in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:52.642512] [INFO ] [sig ] [1381/3544] Forecasting GOGO... [2025-12-02T20:32:52.642540] [INFO ] [sig ] Generating forecast for: GOGO [2025-12-02T20:32:52.642588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'. [2025-12-02T20:32:52.654497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOGO'. [2025-12-02T20:32:52.654836] [INFO ] [FORECASTER] Starting predict_future for GOGO [2025-12-02T20:32:52.655608] [DEBUG] [LOCAL ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt [2025-12-02T20:32:52.655656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:52.655686] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:52.655711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:52.655765] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:52.714983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:52.715941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:52.716027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:52.716061] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:52.831711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:52.831882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:52.831925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:52.831955] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:52.835343] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=86.73%) [2025-12-02T20:32:52.835657] [INFO ] [FORECASTER] Completed predict_future for GOGO [2025-12-02T20:32:52.835785] [INFO ] [sig ] GOGO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:52.974051] [INFO ] [LOCAL ] Saved forecast: GOGO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GOGO.txt [2025-12-02T20:32:52.974197] [INFO ] [sig ] [1381/3544] Completed GOGO in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:52.974233] [INFO ] [sig ] [1382/3544] Forecasting GOLF... [2025-12-02T20:32:52.974261] [INFO ] [sig ] Generating forecast for: GOLF [2025-12-02T20:32:52.974290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-12-02T20:32:52.985456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOLF'. [2025-12-02T20:32:52.985733] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-12-02T20:32:52.986485] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-12-02T20:32:52.986533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:52.986563] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:52.986608] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:52.986664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:53.042352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:53.043105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:53.043187] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:53.043220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:53.159526] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:53.159735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:53.159775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:53.159802] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:53.163021] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=72.79%) [2025-12-02T20:32:53.163275] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-12-02T20:32:53.163388] [INFO ] [sig ] GOLF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:53.301731] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GOLF.txt [2025-12-02T20:32:53.301876] [INFO ] [sig ] [1382/3544] Completed GOLF in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:53.301921] [INFO ] [sig ] [1383/3544] Forecasting GOOG... [2025-12-02T20:32:53.301955] [INFO ] [sig ] Generating forecast for: GOOG [2025-12-02T20:32:53.301991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'. [2025-12-02T20:32:53.313097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOG'. [2025-12-02T20:32:53.313462] [INFO ] [FORECASTER] Starting predict_future for GOOG [2025-12-02T20:32:53.314257] [DEBUG] [LOCAL ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt [2025-12-02T20:32:53.314308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:53.314337] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:53.314361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:53.314414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:53.370833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:53.371920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:53.372025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:53.372057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:53.503325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:53.503474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:53.503513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:53.503541] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:53.506802] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=8.91%) [2025-12-02T20:32:53.507083] [INFO ] [FORECASTER] Completed predict_future for GOOG [2025-12-02T20:32:53.507198] [INFO ] [sig ] GOOG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:53.648933] [INFO ] [LOCAL ] Saved forecast: GOOG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GOOG.txt [2025-12-02T20:32:53.649149] [INFO ] [sig ] [1383/3544] Completed GOOG in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:53.649202] [INFO ] [sig ] [1384/3544] Forecasting GOOGL... [2025-12-02T20:32:53.649242] [INFO ] [sig ] Generating forecast for: GOOGL [2025-12-02T20:32:53.649282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'. [2025-12-02T20:32:53.663012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'. [2025-12-02T20:32:53.663396] [INFO ] [FORECASTER] Starting predict_future for GOOGL [2025-12-02T20:32:53.664464] [DEBUG] [LOCAL ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt [2025-12-02T20:32:53.664516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:53.664548] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:53.664595] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:53.664660] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:53.722158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:53.723036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:53.723121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:53.723155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:53.842340] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:53.842488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:53.842529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:53.842556] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:53.845806] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: DOWN (p=34.45%) [2025-12-02T20:32:53.846075] [INFO ] [FORECASTER] Completed predict_future for GOOGL [2025-12-02T20:32:53.846195] [INFO ] [sig ] GOOGL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:53.983396] [INFO ] [LOCAL ] Saved forecast: GOOGL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GOOGL.txt [2025-12-02T20:32:53.983541] [INFO ] [sig ] [1384/3544] Completed GOOGL in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:53.983596] [INFO ] [sig ] [1385/3544] Forecasting GOSS... [2025-12-02T20:32:53.983627] [INFO ] [sig ] Generating forecast for: GOSS [2025-12-02T20:32:53.983656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'. [2025-12-02T20:32:53.995405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOSS'. [2025-12-02T20:32:53.995779] [INFO ] [FORECASTER] Starting predict_future for GOSS [2025-12-02T20:32:53.996646] [DEBUG] [LOCAL ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt [2025-12-02T20:32:53.996696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:53.996728] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:53.996755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:53.996810] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:54.054259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:54.055168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:54.055254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:54.055288] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:54.175837] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:54.175992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:54.176035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:54.176062] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:54.179683] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=82.97%) [2025-12-02T20:32:54.179967] [INFO ] [FORECASTER] Completed predict_future for GOSS [2025-12-02T20:32:54.180095] [INFO ] [sig ] GOSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:54.321879] [INFO ] [LOCAL ] Saved forecast: GOSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GOSS.txt [2025-12-02T20:32:54.322009] [INFO ] [sig ] [1385/3544] Completed GOSS in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.1m [2025-12-02T20:32:54.322047] [INFO ] [sig ] [1386/3544] Forecasting GOVI... [2025-12-02T20:32:54.322075] [INFO ] [sig ] Generating forecast for: GOVI [2025-12-02T20:32:54.322103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'. [2025-12-02T20:32:54.333232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOVI'. [2025-12-02T20:32:54.333505] [INFO ] [FORECASTER] Starting predict_future for GOVI [2025-12-02T20:32:54.334307] [DEBUG] [LOCAL ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt [2025-12-02T20:32:54.334366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:54.334398] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:54.334424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:54.334477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:54.392224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:54.392945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:54.393026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:54.393059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:54.510613] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:54.510759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:54.510800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:54.510830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:54.514214] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=3.70%) [2025-12-02T20:32:54.514472] [INFO ] [FORECASTER] Completed predict_future for GOVI [2025-12-02T20:32:54.514605] [INFO ] [sig ] GOVI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:54.658101] [INFO ] [LOCAL ] Saved forecast: GOVI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GOVI.txt [2025-12-02T20:32:54.658226] [INFO ] [sig ] [1386/3544] Completed GOVI in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.1m [2025-12-02T20:32:54.658262] [INFO ] [sig ] [1387/3544] Forecasting GPC... [2025-12-02T20:32:54.658292] [INFO ] [sig ] Generating forecast for: GPC [2025-12-02T20:32:54.658322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-12-02T20:32:54.670066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPC'. [2025-12-02T20:32:54.670430] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-12-02T20:32:54.671257] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-12-02T20:32:54.671306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:54.671376] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:54.671413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:54.671492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:54.728192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:54.729117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:54.729211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:54.729244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:54.855651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:54.855807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:54.855857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:54.855886] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:54.859316] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=22.16%) [2025-12-02T20:32:54.859604] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-12-02T20:32:54.859740] [INFO ] [sig ] GPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:55.001700] [INFO ] [LOCAL ] Saved forecast: GPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GPC.txt [2025-12-02T20:32:55.001840] [INFO ] [sig ] [1387/3544] Completed GPC in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.1m [2025-12-02T20:32:55.001879] [INFO ] [sig ] [1388/3544] Forecasting GPIQ... [2025-12-02T20:32:55.001908] [INFO ] [sig ] Generating forecast for: GPIQ [2025-12-02T20:32:55.001942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'. [2025-12-02T20:32:55.013335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'. [2025-12-02T20:32:55.013647] [INFO ] [FORECASTER] Starting predict_future for GPIQ [2025-12-02T20:32:55.014409] [DEBUG] [LOCAL ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt [2025-12-02T20:32:55.014457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:55.014487] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:55.014512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:55.014591] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:55.069482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:55.070111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:55.070186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:55.070218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:55.185529] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:55.185682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:55.185720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:55.185746] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:55.189067] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=12.37%) [2025-12-02T20:32:55.189325] [INFO ] [FORECASTER] Completed predict_future for GPIQ [2025-12-02T20:32:55.189444] [INFO ] [sig ] GPIQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:55.332285] [INFO ] [LOCAL ] Saved forecast: GPIQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GPIQ.txt [2025-12-02T20:32:55.332413] [INFO ] [sig ] [1388/3544] Completed GPIQ in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.1m [2025-12-02T20:32:55.332449] [INFO ] [sig ] [1389/3544] Forecasting GPIX... [2025-12-02T20:32:55.332477] [INFO ] [sig ] Generating forecast for: GPIX [2025-12-02T20:32:55.332506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'. [2025-12-02T20:32:55.347092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIX'. [2025-12-02T20:32:55.347506] [INFO ] [FORECASTER] Starting predict_future for GPIX [2025-12-02T20:32:55.348783] [DEBUG] [LOCAL ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt [2025-12-02T20:32:55.348843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:55.348888] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:55.348928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:55.349008] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:55.407290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:55.408184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:55.408270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:55.408301] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:55.531449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:55.531614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:55.531655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:55.531681] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:55.534981] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=57.64%) [2025-12-02T20:32:55.535250] [INFO ] [FORECASTER] Completed predict_future for GPIX [2025-12-02T20:32:55.535367] [INFO ] [sig ] GPIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:55.683937] [INFO ] [LOCAL ] Saved forecast: GPIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GPIX.txt [2025-12-02T20:32:55.684098] [INFO ] [sig ] [1389/3544] Completed GPIX in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.1m [2025-12-02T20:32:55.684143] [INFO ] [sig ] [1390/3544] Forecasting GPJA... [2025-12-02T20:32:55.684173] [INFO ] [sig ] Generating forecast for: GPJA [2025-12-02T20:32:55.684203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-12-02T20:32:55.695135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPJA'. [2025-12-02T20:32:55.695427] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-12-02T20:32:55.696249] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-12-02T20:32:55.696298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:55.696328] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:55.696353] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:55.696408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:55.753986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:55.754894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:55.754982] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:55.755014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:55.866736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:55.866891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:55.866933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:55.866998] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:55.870465] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=97.79%) [2025-12-02T20:32:55.870770] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-12-02T20:32:55.870898] [INFO ] [sig ] GPJA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:56.009462] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GPJA.txt [2025-12-02T20:32:56.009602] [INFO ] [sig ] [1390/3544] Completed GPJA in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:56.009640] [INFO ] [sig ] [1391/3544] Forecasting GPK... [2025-12-02T20:32:56.009668] [INFO ] [sig ] Generating forecast for: GPK [2025-12-02T20:32:56.009697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-12-02T20:32:56.021921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPK'. [2025-12-02T20:32:56.022342] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-12-02T20:32:56.023175] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-12-02T20:32:56.023225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:56.023256] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:56.023281] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:56.023335] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:56.078489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:56.079364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:56.079446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:56.079477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:56.200693] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:56.200846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:56.200885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:56.200911] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:56.204134] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=25.28%) [2025-12-02T20:32:56.204410] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-12-02T20:32:56.204528] [INFO ] [sig ] GPK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:56.346257] [INFO ] [LOCAL ] Saved forecast: GPK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GPK.txt [2025-12-02T20:32:56.346394] [INFO ] [sig ] [1391/3544] Completed GPK in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:56.346432] [INFO ] [sig ] [1392/3544] Forecasting GPN... [2025-12-02T20:32:56.346460] [INFO ] [sig ] Generating forecast for: GPN [2025-12-02T20:32:56.346488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-12-02T20:32:56.357399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPN'. [2025-12-02T20:32:56.357710] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-12-02T20:32:56.358521] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-12-02T20:32:56.358569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:56.358619] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:56.358644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:56.358698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:56.413762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:56.414608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:56.414689] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:56.414722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:56.535175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:56.535320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:56.535362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:56.535393] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:56.538760] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-12-02T20:32:56.539024] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-12-02T20:32:56.539145] [INFO ] [sig ] GPN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:56.676762] [INFO ] [LOCAL ] Saved forecast: GPN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GPN.txt [2025-12-02T20:32:56.676886] [INFO ] [sig ] [1392/3544] Completed GPN in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:56.676923] [INFO ] [sig ] [1393/3544] Forecasting GPRE... [2025-12-02T20:32:56.676955] [INFO ] [sig ] Generating forecast for: GPRE [2025-12-02T20:32:56.676984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'. [2025-12-02T20:32:56.688207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRE'. [2025-12-02T20:32:56.688471] [INFO ] [FORECASTER] Starting predict_future for GPRE [2025-12-02T20:32:56.689233] [DEBUG] [LOCAL ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt [2025-12-02T20:32:56.689281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:56.689311] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:56.689336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:56.689390] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:56.743857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:56.744425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:56.744498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:56.744529] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:56.860617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:56.860752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:56.860807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:56.860835] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:56.864016] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=3.61%) [2025-12-02T20:32:56.864270] [INFO ] [FORECASTER] Completed predict_future for GPRE [2025-12-02T20:32:56.864383] [INFO ] [sig ] GPRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:57.002585] [INFO ] [LOCAL ] Saved forecast: GPRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GPRE.txt [2025-12-02T20:32:57.002712] [INFO ] [sig ] [1393/3544] Completed GPRE in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:57.002749] [INFO ] [sig ] [1394/3544] Forecasting GPRK... [2025-12-02T20:32:57.002778] [INFO ] [sig ] Generating forecast for: GPRK [2025-12-02T20:32:57.002806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-12-02T20:32:57.013655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRK'. [2025-12-02T20:32:57.013936] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-12-02T20:32:57.014706] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-12-02T20:32:57.014754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:57.014785] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:57.014811] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:57.014865] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:57.070364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:57.071064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:57.071139] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:57.071169] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:57.189118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:57.189263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:57.189302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:57.189329] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:57.192634] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=86.17%) [2025-12-02T20:32:57.192888] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-12-02T20:32:57.193003] [INFO ] [sig ] GPRK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:57.339632] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GPRK.txt [2025-12-02T20:32:57.339828] [INFO ] [sig ] [1394/3544] Completed GPRK in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:57.339878] [INFO ] [sig ] [1395/3544] Forecasting GPRO... [2025-12-02T20:32:57.339922] [INFO ] [sig ] Generating forecast for: GPRO [2025-12-02T20:32:57.339978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'. [2025-12-02T20:32:57.352081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRO'. [2025-12-02T20:32:57.352433] [INFO ] [FORECASTER] Starting predict_future for GPRO [2025-12-02T20:32:57.353275] [DEBUG] [LOCAL ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt [2025-12-02T20:32:57.353324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:57.353354] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:57.353380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:57.353434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:57.416113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:57.416987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:57.417067] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:57.417098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:57.560964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:57.561113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:57.561152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:57.561178] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:57.564432] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=62.03%) [2025-12-02T20:32:57.564705] [INFO ] [FORECASTER] Completed predict_future for GPRO [2025-12-02T20:32:57.564824] [INFO ] [sig ] GPRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:57.701026] [INFO ] [LOCAL ] Saved forecast: GPRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GPRO.txt [2025-12-02T20:32:57.701153] [INFO ] [sig ] [1395/3544] Completed GPRO in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:57.701190] [INFO ] [sig ] [1396/3544] Forecasting GRAB... [2025-12-02T20:32:57.701218] [INFO ] [sig ] Generating forecast for: GRAB [2025-12-02T20:32:57.701246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'. [2025-12-02T20:32:57.711781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAB'. [2025-12-02T20:32:57.712045] [INFO ] [FORECASTER] Starting predict_future for GRAB [2025-12-02T20:32:57.712798] [DEBUG] [LOCAL ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt [2025-12-02T20:32:57.712846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:57.712876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:57.712902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:57.712955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:57.768136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:57.768732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:57.768805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:57.768835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:57.890183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:57.890321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:57.890359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:57.890386] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:57.893678] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=48.52%) [2025-12-02T20:32:57.893934] [INFO ] [FORECASTER] Completed predict_future for GRAB [2025-12-02T20:32:57.894060] [INFO ] [sig ] GRAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:58.028656] [INFO ] [LOCAL ] Saved forecast: GRAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRAB.txt [2025-12-02T20:32:58.028767] [INFO ] [sig ] [1396/3544] Completed GRAB in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:58.028802] [INFO ] [sig ] [1397/3544] Forecasting GRAL... [2025-12-02T20:32:58.028830] [INFO ] [sig ] Generating forecast for: GRAL [2025-12-02T20:32:58.028856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'. [2025-12-02T20:32:58.040863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAL'. [2025-12-02T20:32:58.041269] [INFO ] [FORECASTER] Starting predict_future for GRAL [2025-12-02T20:32:58.042111] [DEBUG] [LOCAL ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt [2025-12-02T20:32:58.042160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:58.042203] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:58.042231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:58.042286] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:58.097652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:58.098554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:58.098704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:58.098736] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:58.222863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:58.223033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:58.223073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:58.223100] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:58.226522] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=2.63%) [2025-12-02T20:32:58.226852] [INFO ] [FORECASTER] Completed predict_future for GRAL [2025-12-02T20:32:58.226990] [INFO ] [sig ] GRAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:58.362599] [INFO ] [LOCAL ] Saved forecast: GRAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRAL.txt [2025-12-02T20:32:58.362737] [INFO ] [sig ] [1397/3544] Completed GRAL in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:58.362773] [INFO ] [sig ] [1398/3544] Forecasting GRBK... [2025-12-02T20:32:58.362802] [INFO ] [sig ] Generating forecast for: GRBK [2025-12-02T20:32:58.362831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-12-02T20:32:58.373656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRBK'. [2025-12-02T20:32:58.373967] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-12-02T20:32:58.374754] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-12-02T20:32:58.374802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:58.374833] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:58.374857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:58.374912] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:58.430882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:58.431639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:58.431720] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:58.431752] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:58.552880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:58.553026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:58.553065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:58.553091] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:58.556376] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=14.59%) [2025-12-02T20:32:58.556656] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-12-02T20:32:58.556780] [INFO ] [sig ] GRBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:58.696467] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRBK.txt [2025-12-02T20:32:58.696650] [INFO ] [sig ] [1398/3544] Completed GRBK in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:58.696690] [INFO ] [sig ] [1399/3544] Forecasting GRC... [2025-12-02T20:32:58.696719] [INFO ] [sig ] Generating forecast for: GRC [2025-12-02T20:32:58.696757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-12-02T20:32:58.708304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRC'. [2025-12-02T20:32:58.708657] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-12-02T20:32:58.709463] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-12-02T20:32:58.709514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:58.709545] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:58.709586] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:58.709646] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:58.764523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:58.765216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:58.765296] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:58.765329] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:58.882347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:58.882494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:58.882534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:58.882561] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:58.885819] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=91.00%) [2025-12-02T20:32:58.886109] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-12-02T20:32:58.886229] [INFO ] [sig ] GRC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:59.021656] [INFO ] [LOCAL ] Saved forecast: GRC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GRC.txt [2025-12-02T20:32:59.021792] [INFO ] [sig ] [1399/3544] Completed GRC in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:59.021829] [INFO ] [sig ] [1400/3544] Forecasting GREE... [2025-12-02T20:32:59.021858] [INFO ] [sig ] Generating forecast for: GREE [2025-12-02T20:32:59.021887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'. [2025-12-02T20:32:59.033345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GREE'. [2025-12-02T20:32:59.033655] [INFO ] [FORECASTER] Starting predict_future for GREE [2025-12-02T20:32:59.034426] [DEBUG] [LOCAL ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt [2025-12-02T20:32:59.034476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:59.034507] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:59.034533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:59.034606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:59.092787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:59.093499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:59.093595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:59.093630] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:59.214830] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:59.214981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:59.215023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:59.215052] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:59.218400] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=51.27%) [2025-12-02T20:32:59.218699] [INFO ] [FORECASTER] Completed predict_future for GREE [2025-12-02T20:32:59.218823] [INFO ] [sig ] GREE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:32:59.360701] [INFO ] [LOCAL ] Saved forecast: GREE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GREE.txt [2025-12-02T20:32:59.360877] [INFO ] [sig ] [1400/3544] Completed GREE in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:59.360916] [INFO ] [sig ] [1401/3544] Forecasting GRI... [2025-12-02T20:32:59.360952] [INFO ] [sig ] Generating forecast for: GRI [2025-12-02T20:32:59.360988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'. [2025-12-02T20:32:59.372632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRI'. [2025-12-02T20:32:59.372967] [INFO ] [FORECASTER] Starting predict_future for GRI [2025-12-02T20:32:59.373774] [DEBUG] [LOCAL ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt [2025-12-02T20:32:59.373823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:59.373855] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:59.373883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:59.373937] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:59.432501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:59.433493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:59.433590] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:59.433626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:59.555101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:59.555250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:59.555290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:59.555318] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:59.558722] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=7.95%) [2025-12-02T20:32:59.558997] [INFO ] [FORECASTER] Completed predict_future for GRI [2025-12-02T20:32:59.559119] [INFO ] [sig ] GRI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:32:59.698829] [INFO ] [LOCAL ] Saved forecast: GRI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRI.txt [2025-12-02T20:32:59.698962] [INFO ] [sig ] [1401/3544] Completed GRI in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:32:59.698998] [INFO ] [sig ] [1402/3544] Forecasting GRID... [2025-12-02T20:32:59.699027] [INFO ] [sig ] Generating forecast for: GRID [2025-12-02T20:32:59.699057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'. [2025-12-02T20:32:59.711206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRID'. [2025-12-02T20:32:59.711597] [INFO ] [FORECASTER] Starting predict_future for GRID [2025-12-02T20:32:59.712413] [DEBUG] [LOCAL ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt [2025-12-02T20:32:59.712464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:32:59.712497] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:32:59.712525] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:32:59.712611] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:32:59.771860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:32:59.772848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:32:59.772939] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:32:59.772973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:32:59.896292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:32:59.896451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:32:59.896493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:32:59.896522] [INFO ] [FORECASTER] Training complete [2025-12-02T20:32:59.900040] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=1.48%) [2025-12-02T20:32:59.900375] [INFO ] [FORECASTER] Completed predict_future for GRID [2025-12-02T20:32:59.900510] [INFO ] [sig ] GRID: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:00.038219] [INFO ] [LOCAL ] Saved forecast: GRID 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRID.txt [2025-12-02T20:33:00.038369] [INFO ] [sig ] [1402/3544] Completed GRID in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:33:00.038407] [INFO ] [sig ] [1403/3544] Forecasting GRMN... [2025-12-02T20:33:00.038436] [INFO ] [sig ] Generating forecast for: GRMN [2025-12-02T20:33:00.038464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-12-02T20:33:00.051107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRMN'. [2025-12-02T20:33:00.051507] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-12-02T20:33:00.052347] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-12-02T20:33:00.052399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:00.052433] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:00.052461] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:00.052518] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:00.108414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:00.109315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:00.109414] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:00.109447] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:00.231037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:00.231180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:00.231220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:00.231248] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:00.234550] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=23.53%) [2025-12-02T20:33:00.234834] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-12-02T20:33:00.234954] [INFO ] [sig ] GRMN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:00.369483] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRMN.txt [2025-12-02T20:33:00.369645] [INFO ] [sig ] [1403/3544] Completed GRMN in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.0m [2025-12-02T20:33:00.369685] [INFO ] [sig ] [1404/3544] Forecasting GRND... [2025-12-02T20:33:00.369714] [INFO ] [sig ] Generating forecast for: GRND [2025-12-02T20:33:00.369742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-12-02T20:33:00.381058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRND'. [2025-12-02T20:33:00.381370] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-12-02T20:33:00.382150] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-12-02T20:33:00.382199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:00.382255] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:00.382282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:00.382337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:00.436863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:00.437569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:00.437666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:00.437697] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:00.561801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:00.561969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:00.562013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:00.562067] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:00.565393] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=54.98%) [2025-12-02T20:33:00.565672] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-12-02T20:33:00.565799] [INFO ] [sig ] GRND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:00.701965] [INFO ] [LOCAL ] Saved forecast: GRND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GRND.txt [2025-12-02T20:33:00.702091] [INFO ] [sig ] [1404/3544] Completed GRND in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.0m [2025-12-02T20:33:00.702128] [INFO ] [sig ] [1405/3544] Forecasting GRPN... [2025-12-02T20:33:00.702156] [INFO ] [sig ] Generating forecast for: GRPN [2025-12-02T20:33:00.702184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'. [2025-12-02T20:33:00.714098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRPN'. [2025-12-02T20:33:00.714514] [INFO ] [FORECASTER] Starting predict_future for GRPN [2025-12-02T20:33:00.715383] [DEBUG] [LOCAL ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt [2025-12-02T20:33:00.715434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:00.715466] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:00.715493] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:00.715553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:00.777112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:00.778060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:00.778154] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:00.778186] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:00.906523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:00.906662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:00.906705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:00.906732] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:00.910191] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=33.70%) [2025-12-02T20:33:00.910500] [INFO ] [FORECASTER] Completed predict_future for GRPN [2025-12-02T20:33:00.910657] [INFO ] [sig ] GRPN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:01.061015] [INFO ] [LOCAL ] Saved forecast: GRPN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRPN.txt [2025-12-02T20:33:01.061184] [INFO ] [sig ] [1405/3544] Completed GRPN in 0.4s | 2.98 sym/s | Total: 7.9m | ETA: 12.0m [2025-12-02T20:33:01.061226] [INFO ] [sig ] [1406/3544] Forecasting GRVY... [2025-12-02T20:33:01.061255] [INFO ] [sig ] Generating forecast for: GRVY [2025-12-02T20:33:01.061284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'. [2025-12-02T20:33:01.076331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRVY'. [2025-12-02T20:33:01.076763] [INFO ] [FORECASTER] Starting predict_future for GRVY [2025-12-02T20:33:01.077605] [DEBUG] [LOCAL ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt [2025-12-02T20:33:01.077656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:01.077688] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:01.077714] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:01.077768] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:01.139473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:01.140347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:01.140447] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:01.140478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:01.260108] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:01.260450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:01.260491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:01.260517] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:01.264044] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=36.90%) [2025-12-02T20:33:01.264479] [INFO ] [FORECASTER] Completed predict_future for GRVY [2025-12-02T20:33:01.264619] [INFO ] [sig ] GRVY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:01.408142] [INFO ] [LOCAL ] Saved forecast: GRVY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRVY.txt [2025-12-02T20:33:01.408327] [INFO ] [sig ] [1406/3544] Completed GRVY in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.0m [2025-12-02T20:33:01.408380] [INFO ] [sig ] [1407/3544] Forecasting GRWG... [2025-12-02T20:33:01.408411] [INFO ] [sig ] Generating forecast for: GRWG [2025-12-02T20:33:01.408440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'. [2025-12-02T20:33:01.419511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRWG'. [2025-12-02T20:33:01.419852] [INFO ] [FORECASTER] Starting predict_future for GRWG [2025-12-02T20:33:01.420637] [DEBUG] [LOCAL ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt [2025-12-02T20:33:01.420686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:01.420717] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:01.420742] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:01.420797] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:01.475466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:01.476243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:01.476322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:01.476353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:01.595989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:01.596141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:01.596181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:01.596240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:01.599531] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=63.65%) [2025-12-02T20:33:01.599814] [INFO ] [FORECASTER] Completed predict_future for GRWG [2025-12-02T20:33:01.599933] [INFO ] [sig ] GRWG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:01.737915] [INFO ] [LOCAL ] Saved forecast: GRWG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GRWG.txt [2025-12-02T20:33:01.738079] [INFO ] [sig ] [1407/3544] Completed GRWG in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.0m [2025-12-02T20:33:01.738118] [INFO ] [sig ] [1408/3544] Forecasting GRX... [2025-12-02T20:33:01.738148] [INFO ] [sig ] Generating forecast for: GRX [2025-12-02T20:33:01.738179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-12-02T20:33:01.749799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRX'. [2025-12-02T20:33:01.750159] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-12-02T20:33:01.751023] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-12-02T20:33:01.751079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:01.751111] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:01.751150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:01.751211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:01.809615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:01.810498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:01.810603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:01.810639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:01.921302] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:01.921450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:01.921496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:01.921525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:01.924845] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=11.20%) [2025-12-02T20:33:01.925107] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-12-02T20:33:01.925232] [INFO ] [sig ] GRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:02.065474] [INFO ] [LOCAL ] Saved forecast: GRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GRX.txt [2025-12-02T20:33:02.065626] [INFO ] [sig ] [1408/3544] Completed GRX in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:02.065667] [INFO ] [sig ] [1409/3544] Forecasting GS... [2025-12-02T20:33:02.065695] [INFO ] [sig ] Generating forecast for: GS [2025-12-02T20:33:02.065726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-12-02T20:33:02.078217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GS'. [2025-12-02T20:33:02.078624] [INFO ] [FORECASTER] Starting predict_future for GS [2025-12-02T20:33:02.079495] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-12-02T20:33:02.079549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:02.079605] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:02.079633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:02.079689] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:02.135459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:02.136336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:02.136417] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:02.136448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:02.260264] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:02.260414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:02.260455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:02.260482] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:02.263821] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=37.74%) [2025-12-02T20:33:02.264081] [INFO ] [FORECASTER] Completed predict_future for GS [2025-12-02T20:33:02.264199] [INFO ] [sig ] GS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:02.405334] [INFO ] [LOCAL ] Saved forecast: GS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GS.txt [2025-12-02T20:33:02.405481] [INFO ] [sig ] [1409/3544] Completed GS in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:02.405519] [INFO ] [sig ] [1410/3544] Forecasting GSBC... [2025-12-02T20:33:02.405547] [INFO ] [sig ] Generating forecast for: GSBC [2025-12-02T20:33:02.405598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'. [2025-12-02T20:33:02.417639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBC'. [2025-12-02T20:33:02.418063] [INFO ] [FORECASTER] Starting predict_future for GSBC [2025-12-02T20:33:02.418871] [DEBUG] [LOCAL ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt [2025-12-02T20:33:02.418920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:02.418951] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:02.418977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:02.419032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:02.477271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:02.478211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:02.478308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:02.478342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:02.599376] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:02.599529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:02.599589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:02.599620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:02.602996] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=49.62%) [2025-12-02T20:33:02.603266] [INFO ] [FORECASTER] Completed predict_future for GSBC [2025-12-02T20:33:02.603387] [INFO ] [sig ] GSBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:02.749027] [INFO ] [LOCAL ] Saved forecast: GSBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GSBC.txt [2025-12-02T20:33:02.749195] [INFO ] [sig ] [1410/3544] Completed GSBC in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:02.749237] [INFO ] [sig ] [1411/3544] Forecasting GSBD... [2025-12-02T20:33:02.749267] [INFO ] [sig ] Generating forecast for: GSBD [2025-12-02T20:33:02.749298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-12-02T20:33:02.761510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBD'. [2025-12-02T20:33:02.761883] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-12-02T20:33:02.762697] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-12-02T20:33:02.762746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:02.762779] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:02.762806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:02.762862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:02.820029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:02.820857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:02.820941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:02.820971] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:02.945611] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:02.945763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:02.945803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:02.945830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:02.949153] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=27.95%) [2025-12-02T20:33:02.949432] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-12-02T20:33:02.949552] [INFO ] [sig ] GSBD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:03.089977] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GSBD.txt [2025-12-02T20:33:03.090107] [INFO ] [sig ] [1411/3544] Completed GSBD in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:03.090144] [INFO ] [sig ] [1412/3544] Forecasting GSHD... [2025-12-02T20:33:03.090171] [INFO ] [sig ] Generating forecast for: GSHD [2025-12-02T20:33:03.090208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'. [2025-12-02T20:33:03.101434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSHD'. [2025-12-02T20:33:03.101740] [INFO ] [FORECASTER] Starting predict_future for GSHD [2025-12-02T20:33:03.102479] [DEBUG] [LOCAL ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt [2025-12-02T20:33:03.102528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:03.102558] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:03.102604] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:03.102660] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:03.157177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:03.157836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:03.157931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:03.157962] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:03.279691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:03.279842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:03.279886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:03.279915] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:03.283738] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=28.42%) [2025-12-02T20:33:03.284055] [INFO ] [FORECASTER] Completed predict_future for GSHD [2025-12-02T20:33:03.284191] [INFO ] [sig ] GSHD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:03.434008] [INFO ] [LOCAL ] Saved forecast: GSHD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GSHD.txt [2025-12-02T20:33:03.434165] [INFO ] [sig ] [1412/3544] Completed GSHD in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:03.434209] [INFO ] [sig ] [1413/3544] Forecasting GSK... [2025-12-02T20:33:03.434238] [INFO ] [sig ] Generating forecast for: GSK [2025-12-02T20:33:03.434268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-12-02T20:33:03.445699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSK'. [2025-12-02T20:33:03.446077] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-12-02T20:33:03.446880] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-12-02T20:33:03.446929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:03.446959] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:03.446985] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:03.447039] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:03.504790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:03.505631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:03.505711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:03.505743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:03.630123] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:03.630273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:03.630312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:03.630339] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:03.633513] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=85.19%) [2025-12-02T20:33:03.633783] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-12-02T20:33:03.633900] [INFO ] [sig ] GSK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:03.772013] [INFO ] [LOCAL ] Saved forecast: GSK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GSK.txt [2025-12-02T20:33:03.772165] [INFO ] [sig ] [1413/3544] Completed GSK in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:03.772202] [INFO ] [sig ] [1414/3544] Forecasting GSL... [2025-12-02T20:33:03.772230] [INFO ] [sig ] Generating forecast for: GSL [2025-12-02T20:33:03.772261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-12-02T20:33:03.783344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSL'. [2025-12-02T20:33:03.783712] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-12-02T20:33:03.784454] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-12-02T20:33:03.784501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:03.784531] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:03.784557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:03.784633] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:03.839760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:03.840564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:03.840694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:03.840726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:03.959370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:03.959522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:03.959561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:03.959621] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:03.962869] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=87.62%) [2025-12-02T20:33:03.963126] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-12-02T20:33:03.963241] [INFO ] [sig ] GSL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:04.103366] [INFO ] [LOCAL ] Saved forecast: GSL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GSL.txt [2025-12-02T20:33:04.103536] [INFO ] [sig ] [1414/3544] Completed GSL in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:04.103596] [INFO ] [sig ] [1415/3544] Forecasting GSM... [2025-12-02T20:33:04.103627] [INFO ] [sig ] Generating forecast for: GSM [2025-12-02T20:33:04.103658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'. [2025-12-02T20:33:04.114964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSM'. [2025-12-02T20:33:04.115239] [INFO ] [FORECASTER] Starting predict_future for GSM [2025-12-02T20:33:04.116025] [DEBUG] [LOCAL ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt [2025-12-02T20:33:04.116083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:04.116120] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:04.116151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:04.116217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:04.172116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:04.172737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:04.172819] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:04.172861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:04.293068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:04.293194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:04.293230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:04.293258] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:04.296417] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=78.72%) [2025-12-02T20:33:04.296691] [INFO ] [FORECASTER] Completed predict_future for GSM [2025-12-02T20:33:04.296805] [INFO ] [sig ] GSM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:04.433404] [INFO ] [LOCAL ] Saved forecast: GSM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GSM.txt [2025-12-02T20:33:04.433518] [INFO ] [sig ] [1415/3544] Completed GSM in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:04.433554] [INFO ] [sig ] [1416/3544] Forecasting GTES... [2025-12-02T20:33:04.433600] [INFO ] [sig ] Generating forecast for: GTES [2025-12-02T20:33:04.433630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-12-02T20:33:04.444620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTES'. [2025-12-02T20:33:04.444879] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-12-02T20:33:04.445629] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-12-02T20:33:04.445677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:04.445706] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:04.445732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:04.445786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:04.500694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:04.501250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:04.501325] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:04.501354] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:04.617114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:04.617250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:04.617290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:04.617316] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:04.620605] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-12-02T20:33:04.620857] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-12-02T20:33:04.620973] [INFO ] [sig ] GTES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:04.758471] [INFO ] [LOCAL ] Saved forecast: GTES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GTES.txt [2025-12-02T20:33:04.758605] [INFO ] [sig ] [1416/3544] Completed GTES in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:04.758642] [INFO ] [sig ] [1417/3544] Forecasting GTLB... [2025-12-02T20:33:04.758669] [INFO ] [sig ] Generating forecast for: GTLB [2025-12-02T20:33:04.758698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'. [2025-12-02T20:33:04.768662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLB'. [2025-12-02T20:33:04.768925] [INFO ] [FORECASTER] Starting predict_future for GTLB [2025-12-02T20:33:04.769708] [DEBUG] [LOCAL ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt [2025-12-02T20:33:04.769755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:04.769785] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:04.769810] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:04.769864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:04.824805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:04.825375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:04.825447] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:04.825477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:04.941087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:04.941204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:04.941240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:04.941267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:04.944366] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=96.36%) [2025-12-02T20:33:04.944639] [INFO ] [FORECASTER] Completed predict_future for GTLB [2025-12-02T20:33:04.944753] [INFO ] [sig ] GTLB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:05.080319] [INFO ] [LOCAL ] Saved forecast: GTLB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GTLB.txt [2025-12-02T20:33:05.080505] [INFO ] [sig ] [1417/3544] Completed GTLB in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:05.080546] [INFO ] [sig ] [1418/3544] Forecasting GTLS... [2025-12-02T20:33:05.080593] [INFO ] [sig ] Generating forecast for: GTLS [2025-12-02T20:33:05.080627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-12-02T20:33:05.092085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLS'. [2025-12-02T20:33:05.092408] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-12-02T20:33:05.093212] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-12-02T20:33:05.093262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:05.093293] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:05.093320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:05.093376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:05.155270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:05.156061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:05.156146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:05.156183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:05.286595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:05.286764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:05.286811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:05.286839] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:05.290904] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=8.02%) [2025-12-02T20:33:05.291212] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-12-02T20:33:05.291345] [INFO ] [sig ] GTLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:05.440668] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GTLS.txt [2025-12-02T20:33:05.440811] [INFO ] [sig ] [1418/3544] Completed GTLS in 0.4s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:05.440850] [INFO ] [sig ] [1419/3544] Forecasting GTN... [2025-12-02T20:33:05.440877] [INFO ] [sig ] Generating forecast for: GTN [2025-12-02T20:33:05.440908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-12-02T20:33:05.452364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTN'. [2025-12-02T20:33:05.452781] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-12-02T20:33:05.453565] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-12-02T20:33:05.453632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:05.453662] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:05.453688] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:05.453759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:05.512731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:05.513599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:05.513680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:05.513710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:05.642066] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:05.642210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:05.642250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:05.642277] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:05.645528] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=14.63%) [2025-12-02T20:33:05.645801] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-12-02T20:33:05.645917] [INFO ] [sig ] GTN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:05.789073] [INFO ] [LOCAL ] Saved forecast: GTN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GTN.txt [2025-12-02T20:33:05.789212] [INFO ] [sig ] [1419/3544] Completed GTN in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:05.789258] [INFO ] [sig ] [1420/3544] Forecasting GTX... [2025-12-02T20:33:05.789291] [INFO ] [sig ] Generating forecast for: GTX [2025-12-02T20:33:05.789323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'. [2025-12-02T20:33:05.799999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTX'. [2025-12-02T20:33:05.800283] [INFO ] [FORECASTER] Starting predict_future for GTX [2025-12-02T20:33:05.801038] [DEBUG] [LOCAL ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt [2025-12-02T20:33:05.801089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:05.801127] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:05.801159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:05.801224] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:05.857382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:05.857977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:05.858050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:05.858081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:05.976861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:05.976975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:05.977012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:05.977039] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:05.983240] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=17.85%) [2025-12-02T20:33:05.983503] [INFO ] [FORECASTER] Completed predict_future for GTX [2025-12-02T20:33:05.983644] [INFO ] [sig ] GTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:06.121071] [INFO ] [LOCAL ] Saved forecast: GTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GTX.txt [2025-12-02T20:33:06.121202] [INFO ] [sig ] [1420/3544] Completed GTX in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:06.121237] [INFO ] [sig ] [1421/3544] Forecasting GTY... [2025-12-02T20:33:06.121264] [INFO ] [sig ] Generating forecast for: GTY [2025-12-02T20:33:06.121293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-12-02T20:33:06.131930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTY'. [2025-12-02T20:33:06.132199] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-12-02T20:33:06.132961] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-12-02T20:33:06.133020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:06.133074] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:06.133101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:06.133160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:06.190202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:06.190882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:06.190960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:06.190993] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:06.310732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:06.310876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:06.310916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:06.310944] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:06.314295] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=37.89%) [2025-12-02T20:33:06.314550] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-12-02T20:33:06.314683] [INFO ] [sig ] GTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:06.471609] [INFO ] [LOCAL ] Saved forecast: GTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GTY.txt [2025-12-02T20:33:06.471779] [INFO ] [sig ] [1421/3544] Completed GTY in 0.4s | 2.98 sym/s | Total: 7.9m | ETA: 11.9m [2025-12-02T20:33:06.471825] [INFO ] [sig ] [1422/3544] Forecasting GUG... [2025-12-02T20:33:06.471869] [INFO ] [sig ] Generating forecast for: GUG [2025-12-02T20:33:06.471911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-12-02T20:33:06.487033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GUG'. [2025-12-02T20:33:06.487487] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-12-02T20:33:06.488641] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-12-02T20:33:06.488707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:06.488746] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:06.488781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:06.488857] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:06.546211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:06.547064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:06.547145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:06.547178] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:06.663808] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:06.663968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:06.664011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:06.664039] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:06.667385] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=79.65%) [2025-12-02T20:33:06.667658] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-12-02T20:33:06.667774] [INFO ] [sig ] GUG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:06.805893] [INFO ] [LOCAL ] Saved forecast: GUG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GUG.txt [2025-12-02T20:33:06.806012] [INFO ] [sig ] [1422/3544] Completed GUG in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.9m [2025-12-02T20:33:06.806049] [INFO ] [sig ] [1423/3544] Forecasting GVA... [2025-12-02T20:33:06.806077] [INFO ] [sig ] Generating forecast for: GVA [2025-12-02T20:33:06.806106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-12-02T20:33:06.816716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GVA'. [2025-12-02T20:33:06.816989] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-12-02T20:33:06.817757] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-12-02T20:33:06.817805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:06.817835] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:06.817860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:06.817939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:06.874143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:06.874759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:06.874835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:06.874867] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:06.992992] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:06.993102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:06.993138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:06.993168] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:06.996289] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=8.17%) [2025-12-02T20:33:06.996544] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-12-02T20:33:06.996680] [INFO ] [sig ] GVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:07.133975] [INFO ] [LOCAL ] Saved forecast: GVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GVA.txt [2025-12-02T20:33:07.134100] [INFO ] [sig ] [1423/3544] Completed GVA in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.9m [2025-12-02T20:33:07.134136] [INFO ] [sig ] [1424/3544] Forecasting GWH... [2025-12-02T20:33:07.134162] [INFO ] [sig ] Generating forecast for: GWH [2025-12-02T20:33:07.134191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-12-02T20:33:07.145148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWH'. [2025-12-02T20:33:07.145408] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-12-02T20:33:07.146169] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-12-02T20:33:07.146219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:07.146248] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:07.146273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:07.146327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:07.202905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:07.203531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:07.203625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:07.203659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:07.327354] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:07.327497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:07.327541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:07.327585] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:07.331465] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-12-02T20:33:07.331750] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-12-02T20:33:07.331877] [INFO ] [sig ] GWH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:07.470162] [INFO ] [LOCAL ] Saved forecast: GWH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GWH.txt [2025-12-02T20:33:07.470273] [INFO ] [sig ] [1424/3544] Completed GWH in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.9m [2025-12-02T20:33:07.470315] [INFO ] [sig ] [1425/3544] Forecasting GWRE... [2025-12-02T20:33:07.470342] [INFO ] [sig ] Generating forecast for: GWRE [2025-12-02T20:33:07.470370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-12-02T20:33:07.481342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWRE'. [2025-12-02T20:33:07.481792] [INFO ] [FORECASTER] Starting predict_future for GWRE [2025-12-02T20:33:07.482606] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-12-02T20:33:07.482659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:07.482691] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:07.482718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:07.482774] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:07.540259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:07.541051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:07.541127] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:07.541159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:07.661670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:07.661779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:07.661814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:07.661842] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:07.664993] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=89.05%) [2025-12-02T20:33:07.665253] [INFO ] [FORECASTER] Completed predict_future for GWRE [2025-12-02T20:33:07.665561] [INFO ] [sig ] GWRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:07.811599] [INFO ] [LOCAL ] Saved forecast: GWRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/GWRE.txt [2025-12-02T20:33:07.811710] [INFO ] [sig ] [1425/3544] Completed GWRE in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.9m [2025-12-02T20:33:07.811746] [INFO ] [sig ] [1426/3544] Forecasting GWRS... [2025-12-02T20:33:07.811773] [INFO ] [sig ] Generating forecast for: GWRS [2025-12-02T20:33:07.811801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'. [2025-12-02T20:33:07.822925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWRS'. [2025-12-02T20:33:07.823186] [INFO ] [FORECASTER] Starting predict_future for GWRS [2025-12-02T20:33:07.823943] [DEBUG] [LOCAL ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt [2025-12-02T20:33:07.823990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:07.824020] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:07.824046] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:07.824100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:07.879877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:07.880441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:07.880514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:07.880545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:07.994851] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:07.994963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:07.994998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:07.995024] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:07.998088] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=17.26%) [2025-12-02T20:33:07.998346] [INFO ] [FORECASTER] Completed predict_future for GWRS [2025-12-02T20:33:07.998474] [INFO ] [sig ] GWRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:08.137084] [INFO ] [LOCAL ] Saved forecast: GWRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GWRS.txt [2025-12-02T20:33:08.137209] [INFO ] [sig ] [1426/3544] Completed GWRS in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:08.137245] [INFO ] [sig ] [1427/3544] Forecasting GXAI... [2025-12-02T20:33:08.137273] [INFO ] [sig ] Generating forecast for: GXAI [2025-12-02T20:33:08.137300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'. [2025-12-02T20:33:08.148630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GXAI'. [2025-12-02T20:33:08.148973] [INFO ] [FORECASTER] Starting predict_future for GXAI [2025-12-02T20:33:08.149754] [DEBUG] [LOCAL ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt [2025-12-02T20:33:08.149803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:08.149832] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:08.149857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:08.149912] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:08.205408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:08.206236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:08.206338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:08.206372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:08.320743] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:08.320903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:08.320947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:08.320974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:08.324466] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=10.50%) [2025-12-02T20:33:08.324757] [INFO ] [FORECASTER] Completed predict_future for GXAI [2025-12-02T20:33:08.324883] [INFO ] [sig ] GXAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:08.463104] [INFO ] [LOCAL ] Saved forecast: GXAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GXAI.txt [2025-12-02T20:33:08.463249] [INFO ] [sig ] [1427/3544] Completed GXAI in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:08.463286] [INFO ] [sig ] [1428/3544] Forecasting GYRE... [2025-12-02T20:33:08.463314] [INFO ] [sig ] Generating forecast for: GYRE [2025-12-02T20:33:08.463345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'. [2025-12-02T20:33:08.474271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GYRE'. [2025-12-02T20:33:08.474810] [INFO ] [FORECASTER] Starting predict_future for GYRE [2025-12-02T20:33:08.475784] [DEBUG] [LOCAL ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt [2025-12-02T20:33:08.475832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:08.475862] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:08.475887] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:08.475941] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:08.531231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:08.532115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:08.532202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:08.532235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:08.652698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:08.652854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:08.652912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:08.652940] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:08.656296] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=7.47%) [2025-12-02T20:33:08.656567] [INFO ] [FORECASTER] Completed predict_future for GYRE [2025-12-02T20:33:08.656708] [INFO ] [sig ] GYRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:08.796851] [INFO ] [LOCAL ] Saved forecast: GYRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/GYRE.txt [2025-12-02T20:33:08.797023] [INFO ] [sig ] [1428/3544] Completed GYRE in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:08.797068] [INFO ] [sig ] [1429/3544] Forecasting H... [2025-12-02T20:33:08.797099] [INFO ] [sig ] Generating forecast for: H [2025-12-02T20:33:08.797137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-12-02T20:33:08.809858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'H'. [2025-12-02T20:33:08.810203] [INFO ] [FORECASTER] Starting predict_future for H [2025-12-02T20:33:08.811059] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-12-02T20:33:08.811109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:08.811141] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:08.811172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:08.811241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:08.870524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:08.871375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:08.871462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:08.871493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:08.993816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:08.993964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:08.994005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:08.994033] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:08.997931] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=62.65%) [2025-12-02T20:33:08.998271] [INFO ] [FORECASTER] Completed predict_future for H [2025-12-02T20:33:08.998431] [INFO ] [sig ] H: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:09.147438] [INFO ] [LOCAL ] Saved forecast: H 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/H.txt [2025-12-02T20:33:09.147629] [INFO ] [sig ] [1429/3544] Completed H in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:09.147679] [INFO ] [sig ] [1430/3544] Forecasting HAE... [2025-12-02T20:33:09.147720] [INFO ] [sig ] Generating forecast for: HAE [2025-12-02T20:33:09.147764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-12-02T20:33:09.160360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAE'. [2025-12-02T20:33:09.160696] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-12-02T20:33:09.161503] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-12-02T20:33:09.161552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:09.161604] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:09.161632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:09.161688] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:09.222805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:09.223491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:09.223601] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:09.223636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:09.350686] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:09.350834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:09.350874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:09.350902] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:09.354335] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=39.63%) [2025-12-02T20:33:09.354635] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-12-02T20:33:09.354762] [INFO ] [sig ] HAE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:09.505839] [INFO ] [LOCAL ] Saved forecast: HAE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HAE.txt [2025-12-02T20:33:09.505993] [INFO ] [sig ] [1430/3544] Completed HAE in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:09.506032] [INFO ] [sig ] [1431/3544] Forecasting HAFC... [2025-12-02T20:33:09.506062] [INFO ] [sig ] Generating forecast for: HAFC [2025-12-02T20:33:09.506090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'. [2025-12-02T20:33:09.518116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAFC'. [2025-12-02T20:33:09.518461] [INFO ] [FORECASTER] Starting predict_future for HAFC [2025-12-02T20:33:09.519272] [DEBUG] [LOCAL ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt [2025-12-02T20:33:09.519321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:09.519352] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:09.519379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:09.519433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:09.577595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:09.578401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:09.578482] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:09.578545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:09.705622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:09.705768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:09.705808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:09.705836] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:09.709381] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=9.79%) [2025-12-02T20:33:09.709678] [INFO ] [FORECASTER] Completed predict_future for HAFC [2025-12-02T20:33:09.709824] [INFO ] [sig ] HAFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:09.852937] [INFO ] [LOCAL ] Saved forecast: HAFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HAFC.txt [2025-12-02T20:33:09.853083] [INFO ] [sig ] [1431/3544] Completed HAFC in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:09.853120] [INFO ] [sig ] [1432/3544] Forecasting HAIN... [2025-12-02T20:33:09.853151] [INFO ] [sig ] Generating forecast for: HAIN [2025-12-02T20:33:09.853180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'. [2025-12-02T20:33:09.864950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAIN'. [2025-12-02T20:33:09.865291] [INFO ] [FORECASTER] Starting predict_future for HAIN [2025-12-02T20:33:09.866115] [DEBUG] [LOCAL ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt [2025-12-02T20:33:09.866164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:09.866206] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:09.866237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:09.866293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:09.925661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:09.926768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:09.926867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:09.926905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:10.051201] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:10.051352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:10.051395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:10.051422] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:10.054929] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=26.63%) [2025-12-02T20:33:10.055193] [INFO ] [FORECASTER] Completed predict_future for HAIN [2025-12-02T20:33:10.055314] [INFO ] [sig ] HAIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:10.201908] [INFO ] [LOCAL ] Saved forecast: HAIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HAIN.txt [2025-12-02T20:33:10.202088] [INFO ] [sig ] [1432/3544] Completed HAIN in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:10.202134] [INFO ] [sig ] [1433/3544] Forecasting HAL... [2025-12-02T20:33:10.202164] [INFO ] [sig ] Generating forecast for: HAL [2025-12-02T20:33:10.202193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-12-02T20:33:10.214833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAL'. [2025-12-02T20:33:10.215261] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-12-02T20:33:10.216119] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-12-02T20:33:10.216177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:10.216221] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:10.216252] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:10.216331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:10.272516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:10.273384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:10.273472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:10.273505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:10.395423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:10.395592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:10.395634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:10.395660] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:10.399015] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=27.27%) [2025-12-02T20:33:10.399283] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-12-02T20:33:10.399403] [INFO ] [sig ] HAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:10.536522] [INFO ] [LOCAL ] Saved forecast: HAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HAL.txt [2025-12-02T20:33:10.536692] [INFO ] [sig ] [1433/3544] Completed HAL in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:10.536730] [INFO ] [sig ] [1434/3544] Forecasting HALO... [2025-12-02T20:33:10.536759] [INFO ] [sig ] Generating forecast for: HALO [2025-12-02T20:33:10.536787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'. [2025-12-02T20:33:10.547936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HALO'. [2025-12-02T20:33:10.548327] [INFO ] [FORECASTER] Starting predict_future for HALO [2025-12-02T20:33:10.549111] [DEBUG] [LOCAL ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt [2025-12-02T20:33:10.549159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:10.549188] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:10.549214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:10.549273] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:10.603938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:10.604780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:10.604858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:10.604889] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:10.728451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:10.728613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:10.728653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:10.728680] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:10.731932] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=93.24%) [2025-12-02T20:33:10.732209] [INFO ] [FORECASTER] Completed predict_future for HALO [2025-12-02T20:33:10.732354] [INFO ] [sig ] HALO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:10.878800] [INFO ] [LOCAL ] Saved forecast: HALO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HALO.txt [2025-12-02T20:33:10.878993] [INFO ] [sig ] [1434/3544] Completed HALO in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:10.879050] [INFO ] [sig ] [1435/3544] Forecasting HAS... [2025-12-02T20:33:10.879105] [INFO ] [sig ] Generating forecast for: HAS [2025-12-02T20:33:10.879152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'. [2025-12-02T20:33:10.891173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAS'. [2025-12-02T20:33:10.891555] [INFO ] [FORECASTER] Starting predict_future for HAS [2025-12-02T20:33:10.892426] [DEBUG] [LOCAL ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt [2025-12-02T20:33:10.892477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:10.892511] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:10.892538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:10.892622] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:10.952809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:10.953692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:10.953774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:10.953807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:11.074426] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:11.074600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:11.074644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:11.074672] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:11.078107] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=58.09%) [2025-12-02T20:33:11.078412] [INFO ] [FORECASTER] Completed predict_future for HAS [2025-12-02T20:33:11.078543] [INFO ] [sig ] HAS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:11.224510] [INFO ] [LOCAL ] Saved forecast: HAS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HAS.txt [2025-12-02T20:33:11.224735] [INFO ] [sig ] [1435/3544] Completed HAS in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:11.224791] [INFO ] [sig ] [1436/3544] Forecasting HASI... [2025-12-02T20:33:11.224840] [INFO ] [sig ] Generating forecast for: HASI [2025-12-02T20:33:11.224885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-12-02T20:33:11.238459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HASI'. [2025-12-02T20:33:11.238887] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-12-02T20:33:11.239855] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-12-02T20:33:11.239909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:11.239942] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:11.239969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:11.240043] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:11.299096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:11.300072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:11.300173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:11.300205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:11.432847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:11.433012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:11.433055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:11.433083] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:11.436723] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=15.67%) [2025-12-02T20:33:11.437133] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-12-02T20:33:11.437302] [INFO ] [sig ] HASI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:11.584971] [INFO ] [LOCAL ] Saved forecast: HASI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HASI.txt [2025-12-02T20:33:11.585136] [INFO ] [sig ] [1436/3544] Completed HASI in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:11.585176] [INFO ] [sig ] [1437/3544] Forecasting HBAN... [2025-12-02T20:33:11.585204] [INFO ] [sig ] Generating forecast for: HBAN [2025-12-02T20:33:11.585234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'. [2025-12-02T20:33:11.598457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBAN'. [2025-12-02T20:33:11.598934] [INFO ] [FORECASTER] Starting predict_future for HBAN [2025-12-02T20:33:11.599914] [DEBUG] [LOCAL ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt [2025-12-02T20:33:11.599976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:11.600008] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:11.600035] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:11.600092] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:11.670348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:11.671219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:11.671304] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:11.671337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:11.810288] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:11.810484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:11.810548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:11.810614] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:11.815872] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=96.27%) [2025-12-02T20:33:11.816363] [INFO ] [FORECASTER] Completed predict_future for HBAN [2025-12-02T20:33:11.816566] [INFO ] [sig ] HBAN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:12.007220] [INFO ] [LOCAL ] Saved forecast: HBAN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HBAN.txt [2025-12-02T20:33:12.007412] [INFO ] [sig ] [1437/3544] Completed HBAN in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:12.007470] [INFO ] [sig ] [1438/3544] Forecasting HBANL... [2025-12-02T20:33:12.007503] [INFO ] [sig ] Generating forecast for: HBANL [2025-12-02T20:33:12.007538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'. [2025-12-02T20:33:12.022821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANL'. [2025-12-02T20:33:12.023315] [INFO ] [FORECASTER] Starting predict_future for HBANL [2025-12-02T20:33:12.024513] [DEBUG] [LOCAL ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt [2025-12-02T20:33:12.024601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:12.024689] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:12.024738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:12.024829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:12.112500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:12.113542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:12.113648] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:12.113683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:12.246693] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:12.246874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:12.246925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:12.246956] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:12.251073] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=25.12%) [2025-12-02T20:33:12.251495] [INFO ] [FORECASTER] Completed predict_future for HBANL [2025-12-02T20:33:12.251701] [INFO ] [sig ] HBANL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:12.406793] [INFO ] [LOCAL ] Saved forecast: HBANL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HBANL.txt [2025-12-02T20:33:12.406952] [INFO ] [sig ] [1438/3544] Completed HBANL in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 11.8m [2025-12-02T20:33:12.406990] [INFO ] [sig ] [1439/3544] Forecasting HBANP... [2025-12-02T20:33:12.407017] [INFO ] [sig ] Generating forecast for: HBANP [2025-12-02T20:33:12.407047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'. [2025-12-02T20:33:12.421043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANP'. [2025-12-02T20:33:12.421408] [INFO ] [FORECASTER] Starting predict_future for HBANP [2025-12-02T20:33:12.422294] [DEBUG] [LOCAL ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt [2025-12-02T20:33:12.422345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:12.422377] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:12.422403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:12.422459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:12.479163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:12.480062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:12.480147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:12.480180] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:12.595338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:12.595493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:12.595533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:12.595597] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:12.598983] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=7.56%) [2025-12-02T20:33:12.599298] [INFO ] [FORECASTER] Completed predict_future for HBANP [2025-12-02T20:33:12.599430] [INFO ] [sig ] HBANP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:12.788014] [INFO ] [LOCAL ] Saved forecast: HBANP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HBANP.txt [2025-12-02T20:33:12.788170] [INFO ] [sig ] [1439/3544] Completed HBANP in 0.4s | 2.98 sym/s | Total: 8.1m | ETA: 11.8m [2025-12-02T20:33:12.788209] [INFO ] [sig ] [1440/3544] Forecasting HBB... [2025-12-02T20:33:12.788238] [INFO ] [sig ] Generating forecast for: HBB [2025-12-02T20:33:12.788268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-12-02T20:33:12.799799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBB'. [2025-12-02T20:33:12.800109] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-12-02T20:33:12.800965] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-12-02T20:33:12.801016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:12.801048] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:12.801074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:12.801130] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:12.857783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:12.858499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:12.858596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:12.858633] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:12.973415] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:12.973560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:12.973620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:12.973648] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:12.976865] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=87.98%) [2025-12-02T20:33:12.977133] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-12-02T20:33:12.977254] [INFO ] [sig ] HBB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:13.116460] [INFO ] [LOCAL ] Saved forecast: HBB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HBB.txt [2025-12-02T20:33:13.116629] [INFO ] [sig ] [1440/3544] Completed HBB in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.8m [2025-12-02T20:33:13.116674] [INFO ] [sig ] [1441/3544] Forecasting HBCP... [2025-12-02T20:33:13.116704] [INFO ] [sig ] Generating forecast for: HBCP [2025-12-02T20:33:13.116735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'. [2025-12-02T20:33:13.127457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBCP'. [2025-12-02T20:33:13.127773] [INFO ] [FORECASTER] Starting predict_future for HBCP [2025-12-02T20:33:13.128552] [DEBUG] [LOCAL ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt [2025-12-02T20:33:13.128620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:13.128650] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:13.128674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:13.128728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:13.182727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:13.183528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:13.183624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:13.183674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:13.302989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:13.303141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:13.303179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:13.303237] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:13.306496] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=33.67%) [2025-12-02T20:33:13.306777] [INFO ] [FORECASTER] Completed predict_future for HBCP [2025-12-02T20:33:13.306895] [INFO ] [sig ] HBCP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:13.442408] [INFO ] [LOCAL ] Saved forecast: HBCP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HBCP.txt [2025-12-02T20:33:13.442527] [INFO ] [sig ] [1441/3544] Completed HBCP in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.8m [2025-12-02T20:33:13.442562] [INFO ] [sig ] [1442/3544] Forecasting HBM... [2025-12-02T20:33:13.442607] [INFO ] [sig ] Generating forecast for: HBM [2025-12-02T20:33:13.442636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-12-02T20:33:13.453976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBM'. [2025-12-02T20:33:13.454258] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-12-02T20:33:13.455093] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-12-02T20:33:13.455143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:13.455175] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:13.455201] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:13.455255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:13.513218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:13.513923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:13.514002] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:13.514033] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:13.640314] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:13.640461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:13.640507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:13.640536] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:13.643894] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=13.57%) [2025-12-02T20:33:13.644158] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-12-02T20:33:13.644277] [INFO ] [sig ] HBM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:13.781556] [INFO ] [LOCAL ] Saved forecast: HBM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HBM.txt [2025-12-02T20:33:13.781698] [INFO ] [sig ] [1442/3544] Completed HBM in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.8m [2025-12-02T20:33:13.781734] [INFO ] [sig ] [1443/3544] Forecasting HBNC... [2025-12-02T20:33:13.781762] [INFO ] [sig ] Generating forecast for: HBNC [2025-12-02T20:33:13.781790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'. [2025-12-02T20:33:13.793116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBNC'. [2025-12-02T20:33:13.793418] [INFO ] [FORECASTER] Starting predict_future for HBNC [2025-12-02T20:33:13.794225] [DEBUG] [LOCAL ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt [2025-12-02T20:33:13.794274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:13.794305] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:13.794341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:13.794399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:13.850136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:13.850787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:13.850863] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:13.850893] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:13.966787] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:13.966922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:13.966959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:13.966987] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:13.970247] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=44.91%) [2025-12-02T20:33:13.970526] [INFO ] [FORECASTER] Completed predict_future for HBNC [2025-12-02T20:33:13.970699] [INFO ] [sig ] HBNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:14.112898] [INFO ] [LOCAL ] Saved forecast: HBNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HBNC.txt [2025-12-02T20:33:14.113047] [INFO ] [sig ] [1443/3544] Completed HBNC in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.8m [2025-12-02T20:33:14.113085] [INFO ] [sig ] [1444/3544] Forecasting HCA... [2025-12-02T20:33:14.113112] [INFO ] [sig ] Generating forecast for: HCA [2025-12-02T20:33:14.113142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-12-02T20:33:14.124349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCA'. [2025-12-02T20:33:14.124677] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-12-02T20:33:14.125472] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-12-02T20:33:14.125522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:14.125552] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:14.125596] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:14.125664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:14.181917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:14.182589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:14.182666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:14.182697] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:14.300132] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:14.300274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:14.300312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:14.300338] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:14.303533] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=7.10%) [2025-12-02T20:33:14.303804] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-12-02T20:33:14.303918] [INFO ] [sig ] HCA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:14.439601] [INFO ] [LOCAL ] Saved forecast: HCA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HCA.txt [2025-12-02T20:33:14.439734] [INFO ] [sig ] [1444/3544] Completed HCA in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.8m [2025-12-02T20:33:14.439771] [INFO ] [sig ] [1445/3544] Forecasting HCC... [2025-12-02T20:33:14.439798] [INFO ] [sig ] Generating forecast for: HCC [2025-12-02T20:33:14.439827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-12-02T20:33:14.451495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCC'. [2025-12-02T20:33:14.451828] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-12-02T20:33:14.452785] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-12-02T20:33:14.452835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:14.452865] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:14.452892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:14.452948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:14.510820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:14.511533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:14.511625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:14.511658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:14.631055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:14.631191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:14.631229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:14.631256] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:14.634424] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-12-02T20:33:14.634695] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-12-02T20:33:14.634810] [INFO ] [sig ] HCC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:14.771692] [INFO ] [LOCAL ] Saved forecast: HCC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HCC.txt [2025-12-02T20:33:14.771817] [INFO ] [sig ] [1445/3544] Completed HCC in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:14.771853] [INFO ] [sig ] [1446/3544] Forecasting HCI... [2025-12-02T20:33:14.771881] [INFO ] [sig ] Generating forecast for: HCI [2025-12-02T20:33:14.771909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-12-02T20:33:14.784276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCI'. [2025-12-02T20:33:14.784613] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-12-02T20:33:14.785417] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-12-02T20:33:14.785468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:14.785499] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:14.785526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:14.785610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:14.843451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:14.844277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:14.844357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:14.844390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:14.964262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:14.964397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:14.964437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:14.964466] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:14.967842] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=40.07%) [2025-12-02T20:33:14.968157] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-12-02T20:33:14.968304] [INFO ] [sig ] HCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:15.109247] [INFO ] [LOCAL ] Saved forecast: HCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HCI.txt [2025-12-02T20:33:15.109366] [INFO ] [sig ] [1446/3544] Completed HCI in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:15.109403] [INFO ] [sig ] [1447/3544] Forecasting HCM... [2025-12-02T20:33:15.109432] [INFO ] [sig ] Generating forecast for: HCM [2025-12-02T20:33:15.109472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'. [2025-12-02T20:33:15.120835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCM'. [2025-12-02T20:33:15.121104] [INFO ] [FORECASTER] Starting predict_future for HCM [2025-12-02T20:33:15.121881] [DEBUG] [LOCAL ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt [2025-12-02T20:33:15.121928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:15.121958] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:15.121982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:15.122035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:15.176989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:15.177592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:15.177666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:15.177696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:15.299953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:15.300089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:15.300126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:15.300153] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:15.303310] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=3.86%) [2025-12-02T20:33:15.303587] [INFO ] [FORECASTER] Completed predict_future for HCM [2025-12-02T20:33:15.303706] [INFO ] [sig ] HCM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:15.441664] [INFO ] [LOCAL ] Saved forecast: HCM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HCM.txt [2025-12-02T20:33:15.441781] [INFO ] [sig ] [1447/3544] Completed HCM in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:15.441818] [INFO ] [sig ] [1448/3544] Forecasting HCSG... [2025-12-02T20:33:15.441845] [INFO ] [sig ] Generating forecast for: HCSG [2025-12-02T20:33:15.441874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'. [2025-12-02T20:33:15.453859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCSG'. [2025-12-02T20:33:15.454137] [INFO ] [FORECASTER] Starting predict_future for HCSG [2025-12-02T20:33:15.454902] [DEBUG] [LOCAL ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt [2025-12-02T20:33:15.454949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:15.454979] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:15.455004] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:15.455059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:15.512256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:15.512966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:15.513072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:15.513104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:15.632360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:15.632504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:15.632543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:15.632588] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:15.635912] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=91.22%) [2025-12-02T20:33:15.636186] [INFO ] [FORECASTER] Completed predict_future for HCSG [2025-12-02T20:33:15.636307] [INFO ] [sig ] HCSG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:15.776859] [INFO ] [LOCAL ] Saved forecast: HCSG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HCSG.txt [2025-12-02T20:33:15.777011] [INFO ] [sig ] [1448/3544] Completed HCSG in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:15.777049] [INFO ] [sig ] [1449/3544] Forecasting HCTI... [2025-12-02T20:33:15.777076] [INFO ] [sig ] Generating forecast for: HCTI [2025-12-02T20:33:15.777105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'. [2025-12-02T20:33:15.788262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCTI'. [2025-12-02T20:33:15.788637] [INFO ] [FORECASTER] Starting predict_future for HCTI [2025-12-02T20:33:15.789417] [DEBUG] [LOCAL ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt [2025-12-02T20:33:15.789476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:15.789512] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:15.789539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:15.789609] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:15.847993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:15.848810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:15.848889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:15.848922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:15.962673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:15.962813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:15.962854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:15.962883] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:15.966185] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=4.77%) [2025-12-02T20:33:15.966460] [INFO ] [FORECASTER] Completed predict_future for HCTI [2025-12-02T20:33:15.966595] [INFO ] [sig ] HCTI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:16.104797] [INFO ] [LOCAL ] Saved forecast: HCTI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HCTI.txt [2025-12-02T20:33:16.104928] [INFO ] [sig ] [1449/3544] Completed HCTI in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:16.104965] [INFO ] [sig ] [1450/3544] Forecasting HD... [2025-12-02T20:33:16.104992] [INFO ] [sig ] Generating forecast for: HD [2025-12-02T20:33:16.105021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-12-02T20:33:16.116482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HD'. [2025-12-02T20:33:16.116826] [INFO ] [FORECASTER] Starting predict_future for HD [2025-12-02T20:33:16.117658] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-12-02T20:33:16.117709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:16.117741] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:16.117768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:16.117825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:16.175816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:16.176635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:16.176716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:16.176750] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:16.294813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:16.294957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:16.294996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:16.295023] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:16.298316] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=84.48%) [2025-12-02T20:33:16.298601] [INFO ] [FORECASTER] Completed predict_future for HD [2025-12-02T20:33:16.298722] [INFO ] [sig ] HD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:16.437670] [INFO ] [LOCAL ] Saved forecast: HD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HD.txt [2025-12-02T20:33:16.437824] [INFO ] [sig ] [1450/3544] Completed HD in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:16.437862] [INFO ] [sig ] [1451/3544] Forecasting HDB... [2025-12-02T20:33:16.437921] [INFO ] [sig ] Generating forecast for: HDB [2025-12-02T20:33:16.437952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-12-02T20:33:16.449320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDB'. [2025-12-02T20:33:16.449711] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-12-02T20:33:16.450541] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-12-02T20:33:16.450610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:16.450644] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:16.450671] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:16.450727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:16.508148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:16.509050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:16.509146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:16.509181] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:16.634720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:16.634870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:16.634920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:16.634951] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:16.638413] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=76.37%) [2025-12-02T20:33:16.638724] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-12-02T20:33:16.638852] [INFO ] [sig ] HDB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:16.779096] [INFO ] [LOCAL ] Saved forecast: HDB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HDB.txt [2025-12-02T20:33:16.779298] [INFO ] [sig ] [1451/3544] Completed HDB in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:16.779337] [INFO ] [sig ] [1452/3544] Forecasting HDSN... [2025-12-02T20:33:16.779367] [INFO ] [sig ] Generating forecast for: HDSN [2025-12-02T20:33:16.779396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'. [2025-12-02T20:33:16.790663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDSN'. [2025-12-02T20:33:16.790954] [INFO ] [FORECASTER] Starting predict_future for HDSN [2025-12-02T20:33:16.791736] [DEBUG] [LOCAL ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt [2025-12-02T20:33:16.791785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:16.791815] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:16.791841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:16.791895] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:16.847136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:16.848009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:16.848096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:16.848127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:16.962186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:16.962353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:16.962393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:16.962425] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:16.965835] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=97.69%) [2025-12-02T20:33:16.966186] [INFO ] [FORECASTER] Completed predict_future for HDSN [2025-12-02T20:33:16.966358] [INFO ] [sig ] HDSN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:17.132891] [INFO ] [LOCAL ] Saved forecast: HDSN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HDSN.txt [2025-12-02T20:33:17.133041] [INFO ] [sig ] [1452/3544] Completed HDSN in 0.4s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:17.133079] [INFO ] [sig ] [1453/3544] Forecasting HE... [2025-12-02T20:33:17.133107] [INFO ] [sig ] Generating forecast for: HE [2025-12-02T20:33:17.133137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-12-02T20:33:17.180119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HE'. [2025-12-02T20:33:17.180427] [INFO ] [FORECASTER] Starting predict_future for HE [2025-12-02T20:33:17.181209] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-12-02T20:33:17.181258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:17.181288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:17.181314] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:17.181368] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:17.238978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:17.239686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:17.239766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:17.239797] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:17.361389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:17.361539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:17.361604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:17.361633] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:17.365007] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=54.30%) [2025-12-02T20:33:17.365274] [INFO ] [FORECASTER] Completed predict_future for HE [2025-12-02T20:33:17.365393] [INFO ] [sig ] HE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:17.515667] [INFO ] [LOCAL ] Saved forecast: HE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HE.txt [2025-12-02T20:33:17.515791] [INFO ] [sig ] [1453/3544] Completed HE in 0.4s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:17.515827] [INFO ] [sig ] [1454/3544] Forecasting HEI... [2025-12-02T20:33:17.515855] [INFO ] [sig ] Generating forecast for: HEI [2025-12-02T20:33:17.515883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-12-02T20:33:17.526932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEI'. [2025-12-02T20:33:17.527281] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-12-02T20:33:17.528092] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-12-02T20:33:17.528141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:17.528171] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:17.528197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:17.528251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:17.584597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:17.585444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:17.585525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:17.585557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:17.705393] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:17.705554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:17.705613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:17.705644] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:17.708975] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=99.47%) [2025-12-02T20:33:17.709247] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-12-02T20:33:17.709365] [INFO ] [sig ] HEI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:17.844277] [INFO ] [LOCAL ] Saved forecast: HEI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HEI.txt [2025-12-02T20:33:17.844418] [INFO ] [sig ] [1454/3544] Completed HEI in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:17.844453] [INFO ] [sig ] [1455/3544] Forecasting HELE... [2025-12-02T20:33:17.844480] [INFO ] [sig ] Generating forecast for: HELE [2025-12-02T20:33:17.844509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'. [2025-12-02T20:33:17.855218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HELE'. [2025-12-02T20:33:17.855494] [INFO ] [FORECASTER] Starting predict_future for HELE [2025-12-02T20:33:17.856264] [DEBUG] [LOCAL ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt [2025-12-02T20:33:17.856311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:17.856367] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:17.856395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:17.856449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:17.911591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:17.912435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:17.912517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:17.912547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:18.033692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:18.033841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:18.033882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:18.033908] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:18.037142] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: DOWN (p=34.40%) [2025-12-02T20:33:18.037399] [INFO ] [FORECASTER] Completed predict_future for HELE [2025-12-02T20:33:18.037515] [INFO ] [sig ] HELE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:18.175247] [INFO ] [LOCAL ] Saved forecast: HELE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HELE.txt [2025-12-02T20:33:18.175396] [INFO ] [sig ] [1455/3544] Completed HELE in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:18.175436] [INFO ] [sig ] [1456/3544] Forecasting HEPS... [2025-12-02T20:33:18.175464] [INFO ] [sig ] Generating forecast for: HEPS [2025-12-02T20:33:18.175494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'. [2025-12-02T20:33:18.187431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEPS'. [2025-12-02T20:33:18.187775] [INFO ] [FORECASTER] Starting predict_future for HEPS [2025-12-02T20:33:18.188631] [DEBUG] [LOCAL ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt [2025-12-02T20:33:18.188681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:18.188723] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:18.188750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:18.188805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:18.247014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:18.247969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:18.248060] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:18.248093] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:18.369952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:18.370096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:18.370134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:18.370160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:18.373382] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=19.25%) [2025-12-02T20:33:18.373665] [INFO ] [FORECASTER] Completed predict_future for HEPS [2025-12-02T20:33:18.373781] [INFO ] [sig ] HEPS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:18.516084] [INFO ] [LOCAL ] Saved forecast: HEPS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HEPS.txt [2025-12-02T20:33:18.516221] [INFO ] [sig ] [1456/3544] Completed HEPS in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 11.7m [2025-12-02T20:33:18.516257] [INFO ] [sig ] [1457/3544] Forecasting HEQ... [2025-12-02T20:33:18.516285] [INFO ] [sig ] Generating forecast for: HEQ [2025-12-02T20:33:18.516312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-12-02T20:33:18.526890] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEQ'. [2025-12-02T20:33:18.527200] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-12-02T20:33:18.527991] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-12-02T20:33:18.528041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:18.528073] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:18.528099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:18.528154] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:18.584973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:18.585636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:18.585714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:18.585746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:18.703038] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:18.703180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:18.703219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:18.703246] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:18.706440] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=51.01%) [2025-12-02T20:33:18.706717] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-12-02T20:33:18.706835] [INFO ] [sig ] HEQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:18.843121] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HEQ.txt [2025-12-02T20:33:18.843254] [INFO ] [sig ] [1457/3544] Completed HEQ in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.7m [2025-12-02T20:33:18.843291] [INFO ] [sig ] [1458/3544] Forecasting HERO... [2025-12-02T20:33:18.843319] [INFO ] [sig ] Generating forecast for: HERO [2025-12-02T20:33:18.843351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'. [2025-12-02T20:33:18.854078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HERO'. [2025-12-02T20:33:18.854398] [INFO ] [FORECASTER] Starting predict_future for HERO [2025-12-02T20:33:18.855215] [DEBUG] [LOCAL ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt [2025-12-02T20:33:18.855264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:18.855295] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:18.855320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:18.855374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:18.910966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:18.911546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:18.911639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:18.911670] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:19.032963] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:19.033106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:19.033146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:19.033203] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:19.036495] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=52.00%) [2025-12-02T20:33:19.036794] [INFO ] [FORECASTER] Completed predict_future for HERO [2025-12-02T20:33:19.036914] [INFO ] [sig ] HERO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:19.175253] [INFO ] [LOCAL ] Saved forecast: HERO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HERO.txt [2025-12-02T20:33:19.175379] [INFO ] [sig ] [1458/3544] Completed HERO in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.7m [2025-12-02T20:33:19.175415] [INFO ] [sig ] [1459/3544] Forecasting HESM... [2025-12-02T20:33:19.175443] [INFO ] [sig ] Generating forecast for: HESM [2025-12-02T20:33:19.175474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-12-02T20:33:19.186524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HESM'. [2025-12-02T20:33:19.186860] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-12-02T20:33:19.187680] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-12-02T20:33:19.187730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:19.187762] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:19.187787] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:19.187842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:19.243235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:19.243872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:19.243947] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:19.243977] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:19.366921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:19.367045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:19.367083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:19.367110] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:19.370289] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=80.42%) [2025-12-02T20:33:19.370544] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-12-02T20:33:19.370683] [INFO ] [sig ] HESM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:19.515552] [INFO ] [LOCAL ] Saved forecast: HESM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HESM.txt [2025-12-02T20:33:19.515698] [INFO ] [sig ] [1459/3544] Completed HESM in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.7m [2025-12-02T20:33:19.515741] [INFO ] [sig ] [1460/3544] Forecasting HFFG... [2025-12-02T20:33:19.515770] [INFO ] [sig ] Generating forecast for: HFFG [2025-12-02T20:33:19.515798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'. [2025-12-02T20:33:19.526696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFFG'. [2025-12-02T20:33:19.527003] [INFO ] [FORECASTER] Starting predict_future for HFFG [2025-12-02T20:33:19.527798] [DEBUG] [LOCAL ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt [2025-12-02T20:33:19.527848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:19.527899] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:19.527928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:19.527985] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:19.585083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:19.585889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:19.585967] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:19.585997] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:19.702284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:19.702426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:19.702469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:19.702496] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:19.706204] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=93.47%) [2025-12-02T20:33:19.706480] [INFO ] [FORECASTER] Completed predict_future for HFFG [2025-12-02T20:33:19.706616] [INFO ] [sig ] HFFG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:19.845172] [INFO ] [LOCAL ] Saved forecast: HFFG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HFFG.txt [2025-12-02T20:33:19.845295] [INFO ] [sig ] [1460/3544] Completed HFFG in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.7m [2025-12-02T20:33:19.845332] [INFO ] [sig ] [1461/3544] Forecasting HFRO... [2025-12-02T20:33:19.845359] [INFO ] [sig ] Generating forecast for: HFRO [2025-12-02T20:33:19.845388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-12-02T20:33:19.855908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFRO'. [2025-12-02T20:33:19.856191] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-12-02T20:33:19.856951] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-12-02T20:33:19.856999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:19.857029] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:19.857053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:19.857107] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:19.912415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:19.913229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:19.913310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:19.913341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:20.033447] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:20.033614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:20.033654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:20.033681] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:20.036888] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=97.47%) [2025-12-02T20:33:20.037145] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-12-02T20:33:20.037278] [INFO ] [sig ] HFRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:20.174770] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HFRO.txt [2025-12-02T20:33:20.174899] [INFO ] [sig ] [1461/3544] Completed HFRO in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.7m [2025-12-02T20:33:20.174935] [INFO ] [sig ] [1462/3544] Forecasting HFWA... [2025-12-02T20:33:20.174962] [INFO ] [sig ] Generating forecast for: HFWA [2025-12-02T20:33:20.174990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'. [2025-12-02T20:33:20.185471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFWA'. [2025-12-02T20:33:20.185773] [INFO ] [FORECASTER] Starting predict_future for HFWA [2025-12-02T20:33:20.186521] [DEBUG] [LOCAL ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt [2025-12-02T20:33:20.186586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:20.186619] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:20.186644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:20.186698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:20.241033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:20.241731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:20.241808] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:20.241838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:20.362487] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:20.362648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:20.362689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:20.362717] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:20.366056] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=96.39%) [2025-12-02T20:33:20.366325] [INFO ] [FORECASTER] Completed predict_future for HFWA [2025-12-02T20:33:20.366445] [INFO ] [sig ] HFWA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:20.504816] [INFO ] [LOCAL ] Saved forecast: HFWA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HFWA.txt [2025-12-02T20:33:20.504948] [INFO ] [sig ] [1462/3544] Completed HFWA in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.7m [2025-12-02T20:33:20.504994] [INFO ] [sig ] [1463/3544] Forecasting HG... [2025-12-02T20:33:20.505028] [INFO ] [sig ] Generating forecast for: HG [2025-12-02T20:33:20.505063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'. [2025-12-02T20:33:20.516118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HG'. [2025-12-02T20:33:20.516414] [INFO ] [FORECASTER] Starting predict_future for HG [2025-12-02T20:33:20.517230] [DEBUG] [LOCAL ] No optimal features file found for HG: ./output/feature-sets/HG.txt [2025-12-02T20:33:20.517279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:20.517309] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:20.517335] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:20.517389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:20.573097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:20.573739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:20.573813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:20.573844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:20.689245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:20.689399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:20.689438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:20.689483] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:20.692709] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=48.70%) [2025-12-02T20:33:20.692972] [INFO ] [FORECASTER] Completed predict_future for HG [2025-12-02T20:33:20.693088] [INFO ] [sig ] HG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:20.830927] [INFO ] [LOCAL ] Saved forecast: HG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HG.txt [2025-12-02T20:33:20.831075] [INFO ] [sig ] [1463/3544] Completed HG in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:20.831111] [INFO ] [sig ] [1464/3544] Forecasting HGBL... [2025-12-02T20:33:20.831138] [INFO ] [sig ] Generating forecast for: HGBL [2025-12-02T20:33:20.831167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'. [2025-12-02T20:33:20.842669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGBL'. [2025-12-02T20:33:20.843005] [INFO ] [FORECASTER] Starting predict_future for HGBL [2025-12-02T20:33:20.843797] [DEBUG] [LOCAL ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt [2025-12-02T20:33:20.843846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:20.843876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:20.843900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:20.843953] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:20.898326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:20.898928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:20.899003] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:20.899034] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:21.015124] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:21.015271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:21.015310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:21.015337] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:21.018712] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=83.81%) [2025-12-02T20:33:21.018975] [INFO ] [FORECASTER] Completed predict_future for HGBL [2025-12-02T20:33:21.019094] [INFO ] [sig ] HGBL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:21.155039] [INFO ] [LOCAL ] Saved forecast: HGBL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HGBL.txt [2025-12-02T20:33:21.155168] [INFO ] [sig ] [1464/3544] Completed HGBL in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:21.155204] [INFO ] [sig ] [1465/3544] Forecasting HGLB... [2025-12-02T20:33:21.155233] [INFO ] [sig ] Generating forecast for: HGLB [2025-12-02T20:33:21.155260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-12-02T20:33:21.166064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGLB'. [2025-12-02T20:33:21.166396] [INFO ] [FORECASTER] Starting predict_future for HGLB [2025-12-02T20:33:21.167168] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-12-02T20:33:21.167216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:21.167246] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:21.167271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:21.167324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:21.221805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:21.222453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:21.222589] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:21.222814] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:21.345756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:21.345893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:21.345930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:21.345957] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:21.349477] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=7.55%) [2025-12-02T20:33:21.349757] [INFO ] [FORECASTER] Completed predict_future for HGLB [2025-12-02T20:33:21.349873] [INFO ] [sig ] HGLB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:21.487338] [INFO ] [LOCAL ] Saved forecast: HGLB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HGLB.txt [2025-12-02T20:33:21.487459] [INFO ] [sig ] [1465/3544] Completed HGLB in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:21.487495] [INFO ] [sig ] [1466/3544] Forecasting HGTY... [2025-12-02T20:33:21.487523] [INFO ] [sig ] Generating forecast for: HGTY [2025-12-02T20:33:21.487551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-12-02T20:33:21.499172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGTY'. [2025-12-02T20:33:21.499529] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-12-02T20:33:21.500382] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-12-02T20:33:21.500432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:21.500467] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:21.500498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:21.500566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:21.558529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:21.559250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:21.559329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:21.559360] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:21.683094] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:21.683238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:21.683278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:21.683306] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:21.686770] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=1.10%) [2025-12-02T20:33:21.687032] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-12-02T20:33:21.687164] [INFO ] [sig ] HGTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:21.830615] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HGTY.txt [2025-12-02T20:33:21.830744] [INFO ] [sig ] [1466/3544] Completed HGTY in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:21.830781] [INFO ] [sig ] [1467/3544] Forecasting HHH... [2025-12-02T20:33:21.830808] [INFO ] [sig ] Generating forecast for: HHH [2025-12-02T20:33:21.830837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-12-02T20:33:21.842045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HHH'. [2025-12-02T20:33:21.842355] [INFO ] [FORECASTER] Starting predict_future for HHH [2025-12-02T20:33:21.843156] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-12-02T20:33:21.843206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:21.843259] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:21.843299] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:21.843367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:21.903980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:21.904769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:21.904854] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:21.904886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:22.026862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:22.027008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:22.027049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:22.027076] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:22.030462] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=9.83%) [2025-12-02T20:33:22.030743] [INFO ] [FORECASTER] Completed predict_future for HHH [2025-12-02T20:33:22.030864] [INFO ] [sig ] HHH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:22.171840] [INFO ] [LOCAL ] Saved forecast: HHH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HHH.txt [2025-12-02T20:33:22.171992] [INFO ] [sig ] [1467/3544] Completed HHH in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:22.172029] [INFO ] [sig ] [1468/3544] Forecasting HI... [2025-12-02T20:33:22.172056] [INFO ] [sig ] Generating forecast for: HI [2025-12-02T20:33:22.172085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-12-02T20:33:22.182984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HI'. [2025-12-02T20:33:22.183280] [INFO ] [FORECASTER] Starting predict_future for HI [2025-12-02T20:33:22.184053] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-12-02T20:33:22.184101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:22.184132] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:22.184157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:22.184210] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:22.239755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:22.240628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:22.240717] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:22.240747] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:22.359688] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:22.359830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:22.359869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:22.359896] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:22.363261] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=13.19%) [2025-12-02T20:33:22.363516] [INFO ] [FORECASTER] Completed predict_future for HI [2025-12-02T20:33:22.363656] [INFO ] [sig ] HI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:22.504953] [INFO ] [LOCAL ] Saved forecast: HI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HI.txt [2025-12-02T20:33:22.505129] [INFO ] [sig ] [1468/3544] Completed HI in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:22.505167] [INFO ] [sig ] [1469/3544] Forecasting HIFS... [2025-12-02T20:33:22.505194] [INFO ] [sig ] Generating forecast for: HIFS [2025-12-02T20:33:22.505223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'. [2025-12-02T20:33:22.516313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIFS'. [2025-12-02T20:33:22.516645] [INFO ] [FORECASTER] Starting predict_future for HIFS [2025-12-02T20:33:22.517426] [DEBUG] [LOCAL ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt [2025-12-02T20:33:22.517476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:22.517506] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:22.517532] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:22.517618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:22.573501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:22.574344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:22.574423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:22.574456] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:22.686634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:22.686783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:22.686824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:22.686852] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:22.690210] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-12-02T20:33:22.690475] [INFO ] [FORECASTER] Completed predict_future for HIFS [2025-12-02T20:33:22.690613] [INFO ] [sig ] HIFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:22.834842] [INFO ] [LOCAL ] Saved forecast: HIFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HIFS.txt [2025-12-02T20:33:22.834978] [INFO ] [sig ] [1469/3544] Completed HIFS in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:22.835013] [INFO ] [sig ] [1470/3544] Forecasting HIG... [2025-12-02T20:33:22.835041] [INFO ] [sig ] Generating forecast for: HIG [2025-12-02T20:33:22.835069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-12-02T20:33:22.846107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIG'. [2025-12-02T20:33:22.846405] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-12-02T20:33:22.847216] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-12-02T20:33:22.847264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:22.847294] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:22.847320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:22.847374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:22.903116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:22.903948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:22.904025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:22.904055] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:23.024667] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:23.024819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:23.024861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:23.024889] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:23.028177] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=71.33%) [2025-12-02T20:33:23.028445] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-12-02T20:33:23.028588] [INFO ] [sig ] HIG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:23.171766] [INFO ] [LOCAL ] Saved forecast: HIG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HIG.txt [2025-12-02T20:33:23.171909] [INFO ] [sig ] [1470/3544] Completed HIG in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:23.171945] [INFO ] [sig ] [1471/3544] Forecasting HII... [2025-12-02T20:33:23.171973] [INFO ] [sig ] Generating forecast for: HII [2025-12-02T20:33:23.172007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-12-02T20:33:23.182860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HII'. [2025-12-02T20:33:23.183187] [INFO ] [FORECASTER] Starting predict_future for HII [2025-12-02T20:33:23.184083] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-12-02T20:33:23.184134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:23.184165] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:23.184191] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:23.184245] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:23.242449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:23.243334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:23.243427] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:23.243460] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:23.375087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:23.375260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:23.375301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:23.375329] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:23.378954] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=99.19%) [2025-12-02T20:33:23.379247] [INFO ] [FORECASTER] Completed predict_future for HII [2025-12-02T20:33:23.379378] [INFO ] [sig ] HII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:23.525552] [INFO ] [LOCAL ] Saved forecast: HII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HII.txt [2025-12-02T20:33:23.525709] [INFO ] [sig ] [1471/3544] Completed HII in 0.4s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:23.525748] [INFO ] [sig ] [1472/3544] Forecasting HIMS... [2025-12-02T20:33:23.525777] [INFO ] [sig ] Generating forecast for: HIMS [2025-12-02T20:33:23.525807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-12-02T20:33:23.537455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMS'. [2025-12-02T20:33:23.537832] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-12-02T20:33:23.538744] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-12-02T20:33:23.538796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:23.538878] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:23.538923] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:23.539003] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:23.599234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:23.600024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:23.600103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:23.600137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:23.724077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:23.724223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:23.724262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:23.724288] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:23.727781] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=24.02%) [2025-12-02T20:33:23.728062] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-12-02T20:33:23.728180] [INFO ] [sig ] HIMS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:23.867226] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HIMS.txt [2025-12-02T20:33:23.867365] [INFO ] [sig ] [1472/3544] Completed HIMS in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:23.867406] [INFO ] [sig ] [1473/3544] Forecasting HIMX... [2025-12-02T20:33:23.867436] [INFO ] [sig ] Generating forecast for: HIMX [2025-12-02T20:33:23.867467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'. [2025-12-02T20:33:23.878236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMX'. [2025-12-02T20:33:23.878542] [INFO ] [FORECASTER] Starting predict_future for HIMX [2025-12-02T20:33:23.879332] [DEBUG] [LOCAL ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt [2025-12-02T20:33:23.879380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:23.879410] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:23.879436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:23.879489] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:23.936888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:23.937681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:23.937761] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:23.937794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:24.062923] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:24.063066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:24.063107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:24.063134] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:24.066382] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=84.24%) [2025-12-02T20:33:24.066656] [INFO ] [FORECASTER] Completed predict_future for HIMX [2025-12-02T20:33:24.066772] [INFO ] [sig ] HIMX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:24.213013] [INFO ] [LOCAL ] Saved forecast: HIMX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HIMX.txt [2025-12-02T20:33:24.213175] [INFO ] [sig ] [1473/3544] Completed HIMX in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:24.213218] [INFO ] [sig ] [1474/3544] Forecasting HIO... [2025-12-02T20:33:24.213249] [INFO ] [sig ] Generating forecast for: HIO [2025-12-02T20:33:24.213280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-12-02T20:33:24.225567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIO'. [2025-12-02T20:33:24.225965] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-12-02T20:33:24.226954] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-12-02T20:33:24.227015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:24.227054] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:24.227083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:24.227141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:24.285916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:24.286896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:24.286991] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:24.287026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:24.406279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:24.406430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:24.406469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:24.406497] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:24.409870] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=92.68%) [2025-12-02T20:33:24.410135] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-12-02T20:33:24.410256] [INFO ] [sig ] HIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:24.546560] [INFO ] [LOCAL ] Saved forecast: HIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HIO.txt [2025-12-02T20:33:24.546721] [INFO ] [sig ] [1474/3544] Completed HIO in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 11.6m [2025-12-02T20:33:24.546759] [INFO ] [sig ] [1475/3544] Forecasting HIPO... [2025-12-02T20:33:24.546787] [INFO ] [sig ] Generating forecast for: HIPO [2025-12-02T20:33:24.546817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-12-02T20:33:24.557751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIPO'. [2025-12-02T20:33:24.558083] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-12-02T20:33:24.558862] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-12-02T20:33:24.558910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:24.558941] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:24.558966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:24.559019] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:24.613910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:24.614562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:24.614658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:24.614689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:24.737501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:24.737668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:24.737709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:24.737772] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:24.741177] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=69.98%) [2025-12-02T20:33:24.741445] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-12-02T20:33:24.741566] [INFO ] [sig ] HIPO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:24.883962] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HIPO.txt [2025-12-02T20:33:24.884095] [INFO ] [sig ] [1475/3544] Completed HIPO in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.6m [2025-12-02T20:33:24.884131] [INFO ] [sig ] [1476/3544] Forecasting HITI... [2025-12-02T20:33:24.884159] [INFO ] [sig ] Generating forecast for: HITI [2025-12-02T20:33:24.884188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'. [2025-12-02T20:33:24.895212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HITI'. [2025-12-02T20:33:24.895539] [INFO ] [FORECASTER] Starting predict_future for HITI [2025-12-02T20:33:24.896364] [DEBUG] [LOCAL ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt [2025-12-02T20:33:24.896415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:24.896447] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:24.896474] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:24.896534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:24.954639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:24.955421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:24.955501] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:24.955534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:25.081950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:25.082103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:25.082147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:25.082176] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:25.085595] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=2.93%) [2025-12-02T20:33:25.085884] [INFO ] [FORECASTER] Completed predict_future for HITI [2025-12-02T20:33:25.086004] [INFO ] [sig ] HITI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:25.228333] [INFO ] [LOCAL ] Saved forecast: HITI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HITI.txt [2025-12-02T20:33:25.228471] [INFO ] [sig ] [1476/3544] Completed HITI in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.6m [2025-12-02T20:33:25.228509] [INFO ] [sig ] [1477/3544] Forecasting HIVE... [2025-12-02T20:33:25.228538] [INFO ] [sig ] Generating forecast for: HIVE [2025-12-02T20:33:25.228595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'. [2025-12-02T20:33:25.240415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIVE'. [2025-12-02T20:33:25.240758] [INFO ] [FORECASTER] Starting predict_future for HIVE [2025-12-02T20:33:25.241624] [DEBUG] [LOCAL ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt [2025-12-02T20:33:25.241679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:25.241724] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:25.241761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:25.241822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:25.303092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:25.303935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:25.304016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:25.304049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:25.429455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:25.429623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:25.429666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:25.429695] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:25.433053] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=20.26%) [2025-12-02T20:33:25.433314] [INFO ] [FORECASTER] Completed predict_future for HIVE [2025-12-02T20:33:25.433461] [INFO ] [sig ] HIVE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:25.577006] [INFO ] [LOCAL ] Saved forecast: HIVE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HIVE.txt [2025-12-02T20:33:25.577140] [INFO ] [sig ] [1477/3544] Completed HIVE in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.6m [2025-12-02T20:33:25.577177] [INFO ] [sig ] [1478/3544] Forecasting HIX... [2025-12-02T20:33:25.577207] [INFO ] [sig ] Generating forecast for: HIX [2025-12-02T20:33:25.577238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-12-02T20:33:25.589409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIX'. [2025-12-02T20:33:25.589764] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-12-02T20:33:25.590595] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-12-02T20:33:25.590647] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:25.590680] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:25.590705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:25.590771] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:25.646909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:25.647526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:25.647627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:25.647683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:25.763371] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:25.763531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:25.763595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:25.763633] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:25.767036] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=42.26%) [2025-12-02T20:33:25.767301] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-12-02T20:33:25.767419] [INFO ] [sig ] HIX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:25.907013] [INFO ] [LOCAL ] Saved forecast: HIX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HIX.txt [2025-12-02T20:33:25.907163] [INFO ] [sig ] [1478/3544] Completed HIX in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.6m [2025-12-02T20:33:25.907201] [INFO ] [sig ] [1479/3544] Forecasting HL... [2025-12-02T20:33:25.907228] [INFO ] [sig ] Generating forecast for: HL [2025-12-02T20:33:25.907257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-12-02T20:33:25.918465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HL'. [2025-12-02T20:33:25.918831] [INFO ] [FORECASTER] Starting predict_future for HL [2025-12-02T20:33:25.919601] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-12-02T20:33:25.919650] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:25.919683] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:25.919711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:25.919766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:25.975245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:25.976083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:25.976163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:25.976195] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:26.098282] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:26.098432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:26.098475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:26.098504] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:26.101827] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=80.45%) [2025-12-02T20:33:26.102090] [INFO ] [FORECASTER] Completed predict_future for HL [2025-12-02T20:33:26.102211] [INFO ] [sig ] HL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:26.239946] [INFO ] [LOCAL ] Saved forecast: HL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HL.txt [2025-12-02T20:33:26.240072] [INFO ] [sig ] [1479/3544] Completed HL in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.6m [2025-12-02T20:33:26.240108] [INFO ] [sig ] [1480/3544] Forecasting HLAL... [2025-12-02T20:33:26.240136] [INFO ] [sig ] Generating forecast for: HLAL [2025-12-02T20:33:26.240164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'. [2025-12-02T20:33:26.252055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLAL'. [2025-12-02T20:33:26.252348] [INFO ] [FORECASTER] Starting predict_future for HLAL [2025-12-02T20:33:26.253113] [DEBUG] [LOCAL ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt [2025-12-02T20:33:26.253171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:26.253202] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:26.253227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:26.253281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:26.309498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:26.310137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:26.310214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:26.310245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:26.430367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:26.430509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:26.430549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:26.430594] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:26.433894] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-12-02T20:33:26.434159] [INFO ] [FORECASTER] Completed predict_future for HLAL [2025-12-02T20:33:26.434279] [INFO ] [sig ] HLAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:26.572983] [INFO ] [LOCAL ] Saved forecast: HLAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLAL.txt [2025-12-02T20:33:26.573111] [INFO ] [sig ] [1480/3544] Completed HLAL in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.6m [2025-12-02T20:33:26.573145] [INFO ] [sig ] [1481/3544] Forecasting HLF... [2025-12-02T20:33:26.573172] [INFO ] [sig ] Generating forecast for: HLF [2025-12-02T20:33:26.573199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-12-02T20:33:26.583419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLF'. [2025-12-02T20:33:26.583744] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-12-02T20:33:26.584480] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-12-02T20:33:26.584527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:26.584557] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:26.584606] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:26.584663] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:26.639467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:26.640093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:26.640168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:26.640198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:26.763906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:26.764054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:26.764093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:26.764120] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:26.767311] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=35.28%) [2025-12-02T20:33:26.767562] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-12-02T20:33:26.767701] [INFO ] [sig ] HLF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:26.905457] [INFO ] [LOCAL ] Saved forecast: HLF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLF.txt [2025-12-02T20:33:26.905632] [INFO ] [sig ] [1481/3544] Completed HLF in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:26.905672] [INFO ] [sig ] [1482/3544] Forecasting HLI... [2025-12-02T20:33:26.905701] [INFO ] [sig ] Generating forecast for: HLI [2025-12-02T20:33:26.905729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-12-02T20:33:26.917276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLI'. [2025-12-02T20:33:26.917651] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-12-02T20:33:26.918493] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-12-02T20:33:26.918543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:26.918593] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:26.918629] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:26.918684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:26.974541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:26.975372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:26.975483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:26.975516] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:27.094027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:27.094182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:27.094221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:27.094248] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:27.097633] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=17.56%) [2025-12-02T20:33:27.097955] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-12-02T20:33:27.098079] [INFO ] [sig ] HLI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:27.241625] [INFO ] [LOCAL ] Saved forecast: HLI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLI.txt [2025-12-02T20:33:27.241765] [INFO ] [sig ] [1482/3544] Completed HLI in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:27.241802] [INFO ] [sig ] [1483/3544] Forecasting HLIO... [2025-12-02T20:33:27.241831] [INFO ] [sig ] Generating forecast for: HLIO [2025-12-02T20:33:27.241860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-12-02T20:33:27.253399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLIO'. [2025-12-02T20:33:27.253739] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-12-02T20:33:27.254501] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-12-02T20:33:27.254550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:27.254598] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:27.254625] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:27.254679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:27.312351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:27.313158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:27.313244] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:27.313276] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:27.435867] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:27.436035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:27.436081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:27.436110] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:27.439490] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=12.64%) [2025-12-02T20:33:27.439778] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-12-02T20:33:27.439903] [INFO ] [sig ] HLIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:27.578454] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLIO.txt [2025-12-02T20:33:27.578592] [INFO ] [sig ] [1483/3544] Completed HLIO in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:27.578636] [INFO ] [sig ] [1484/3544] Forecasting HLLY... [2025-12-02T20:33:27.578665] [INFO ] [sig ] Generating forecast for: HLLY [2025-12-02T20:33:27.578699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-12-02T20:33:27.589793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLLY'. [2025-12-02T20:33:27.590084] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-12-02T20:33:27.590919] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-12-02T20:33:27.590969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:27.591000] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:27.591027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:27.591085] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:27.649920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:27.650606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:27.650690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:27.650723] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:27.768801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:27.768947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:27.768987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:27.769013] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:27.772257] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=67.27%) [2025-12-02T20:33:27.772514] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-12-02T20:33:27.772658] [INFO ] [sig ] HLLY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:27.909563] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HLLY.txt [2025-12-02T20:33:27.909724] [INFO ] [sig ] [1484/3544] Completed HLLY in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:27.909760] [INFO ] [sig ] [1485/3544] Forecasting HLMN... [2025-12-02T20:33:27.909786] [INFO ] [sig ] Generating forecast for: HLMN [2025-12-02T20:33:27.909815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'. [2025-12-02T20:33:27.920150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLMN'. [2025-12-02T20:33:27.920460] [INFO ] [FORECASTER] Starting predict_future for HLMN [2025-12-02T20:33:27.921268] [DEBUG] [LOCAL ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt [2025-12-02T20:33:27.921319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:27.921352] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:27.921378] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:27.921434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:27.978110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:27.978747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:27.978824] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:27.978855] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:28.100605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:28.100755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:28.100801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:28.101031] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:28.104637] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=27.45%) [2025-12-02T20:33:28.104944] [INFO ] [FORECASTER] Completed predict_future for HLMN [2025-12-02T20:33:28.105072] [INFO ] [sig ] HLMN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:28.243486] [INFO ] [LOCAL ] Saved forecast: HLMN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLMN.txt [2025-12-02T20:33:28.243650] [INFO ] [sig ] [1485/3544] Completed HLMN in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:28.243690] [INFO ] [sig ] [1486/3544] Forecasting HLN... [2025-12-02T20:33:28.243719] [INFO ] [sig ] Generating forecast for: HLN [2025-12-02T20:33:28.243748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-12-02T20:33:28.256049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLN'. [2025-12-02T20:33:28.256347] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-12-02T20:33:28.257164] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-12-02T20:33:28.257215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:28.257247] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:28.257274] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:28.257331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:28.314997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:28.315743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:28.315825] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:28.315857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:28.431111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:28.431248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:28.431289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:28.431318] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:28.434769] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=3.94%) [2025-12-02T20:33:28.435036] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-12-02T20:33:28.435154] [INFO ] [sig ] HLN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:28.573209] [INFO ] [LOCAL ] Saved forecast: HLN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLN.txt [2025-12-02T20:33:28.573373] [INFO ] [sig ] [1486/3544] Completed HLN in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:28.573411] [INFO ] [sig ] [1487/3544] Forecasting HLNE... [2025-12-02T20:33:28.573437] [INFO ] [sig ] Generating forecast for: HLNE [2025-12-02T20:33:28.573466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'. [2025-12-02T20:33:28.584915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLNE'. [2025-12-02T20:33:28.585181] [INFO ] [FORECASTER] Starting predict_future for HLNE [2025-12-02T20:33:28.585965] [DEBUG] [LOCAL ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt [2025-12-02T20:33:28.586013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:28.586042] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:28.586067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:28.586120] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:28.641800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:28.642672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:28.642756] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:28.642786] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:28.760749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:28.760908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:28.760967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:28.760995] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:28.764501] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=38.80%) [2025-12-02T20:33:28.764875] [INFO ] [FORECASTER] Completed predict_future for HLNE [2025-12-02T20:33:28.765021] [INFO ] [sig ] HLNE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:28.913379] [INFO ] [LOCAL ] Saved forecast: HLNE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLNE.txt [2025-12-02T20:33:28.913523] [INFO ] [sig ] [1487/3544] Completed HLNE in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:28.913561] [INFO ] [sig ] [1488/3544] Forecasting HLX... [2025-12-02T20:33:28.913608] [INFO ] [sig ] Generating forecast for: HLX [2025-12-02T20:33:28.913639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-12-02T20:33:28.925567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLX'. [2025-12-02T20:33:28.925912] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-12-02T20:33:28.926694] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-12-02T20:33:28.926745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:28.926775] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:28.926801] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:28.926855] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:28.982251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:28.983097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:28.983175] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:28.983206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:29.103480] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:29.103650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:29.103691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:29.103724] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:29.106968] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=16.77%) [2025-12-02T20:33:29.107233] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-12-02T20:33:29.107351] [INFO ] [sig ] HLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:29.246915] [INFO ] [LOCAL ] Saved forecast: HLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HLX.txt [2025-12-02T20:33:29.247040] [INFO ] [sig ] [1488/3544] Completed HLX in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:29.247076] [INFO ] [sig ] [1489/3544] Forecasting HMC... [2025-12-02T20:33:29.247103] [INFO ] [sig ] Generating forecast for: HMC [2025-12-02T20:33:29.247132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-12-02T20:33:29.258213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMC'. [2025-12-02T20:33:29.258599] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-12-02T20:33:29.259405] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-12-02T20:33:29.259455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:29.259513] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:29.259541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:29.259614] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:29.315203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:29.315857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:29.316122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:29.316153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:29.435183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:29.435324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:29.435370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:29.435397] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:29.438632] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=75.82%) [2025-12-02T20:33:29.438891] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-12-02T20:33:29.439006] [INFO ] [sig ] HMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:29.584715] [INFO ] [LOCAL ] Saved forecast: HMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HMC.txt [2025-12-02T20:33:29.584848] [INFO ] [sig ] [1489/3544] Completed HMC in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:29.584886] [INFO ] [sig ] [1490/3544] Forecasting HMN... [2025-12-02T20:33:29.584915] [INFO ] [sig ] Generating forecast for: HMN [2025-12-02T20:33:29.584944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-12-02T20:33:29.595152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMN'. [2025-12-02T20:33:29.595422] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-12-02T20:33:29.596184] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-12-02T20:33:29.596235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:29.596264] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:29.596289] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:29.596343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:29.651805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:29.652390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:29.652463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:29.652493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:29.770666] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:29.770798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:29.770835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:29.770862] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:29.774033] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=12.80%) [2025-12-02T20:33:29.774286] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-12-02T20:33:29.774398] [INFO ] [sig ] HMN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:29.914683] [INFO ] [LOCAL ] Saved forecast: HMN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HMN.txt [2025-12-02T20:33:29.914791] [INFO ] [sig ] [1490/3544] Completed HMN in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:29.914827] [INFO ] [sig ] [1491/3544] Forecasting HMY... [2025-12-02T20:33:29.914855] [INFO ] [sig ] Generating forecast for: HMY [2025-12-02T20:33:29.914883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-12-02T20:33:29.926423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMY'. [2025-12-02T20:33:29.926735] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-12-02T20:33:29.927521] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-12-02T20:33:29.927586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:29.927630] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:29.927659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:29.927717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:29.985689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:29.986353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:29.986431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:29.986462] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:30.110319] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:30.110464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:30.110505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:30.110532] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:30.114034] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=42.45%) [2025-12-02T20:33:30.114312] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-12-02T20:33:30.114435] [INFO ] [sig ] HMY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:30.259827] [INFO ] [LOCAL ] Saved forecast: HMY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HMY.txt [2025-12-02T20:33:30.259939] [INFO ] [sig ] [1491/3544] Completed HMY in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:30.259975] [INFO ] [sig ] [1492/3544] Forecasting HNDL... [2025-12-02T20:33:30.260003] [INFO ] [sig ] Generating forecast for: HNDL [2025-12-02T20:33:30.260031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'. [2025-12-02T20:33:30.271225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNDL'. [2025-12-02T20:33:30.271516] [INFO ] [FORECASTER] Starting predict_future for HNDL [2025-12-02T20:33:30.272278] [DEBUG] [LOCAL ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt [2025-12-02T20:33:30.272327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:30.272357] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:30.272382] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:30.272436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:30.327714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:30.328316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:30.328389] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:30.328420] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:30.444739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:30.444873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:30.444910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:30.444967] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:30.448193] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=10.94%) [2025-12-02T20:33:30.448451] [INFO ] [FORECASTER] Completed predict_future for HNDL [2025-12-02T20:33:30.448584] [INFO ] [sig ] HNDL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:30.584908] [INFO ] [LOCAL ] Saved forecast: HNDL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HNDL.txt [2025-12-02T20:33:30.585009] [INFO ] [sig ] [1492/3544] Completed HNDL in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 11.5m [2025-12-02T20:33:30.585044] [INFO ] [sig ] [1493/3544] Forecasting HNI... [2025-12-02T20:33:30.585072] [INFO ] [sig ] Generating forecast for: HNI [2025-12-02T20:33:30.585101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-12-02T20:33:30.595631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNI'. [2025-12-02T20:33:30.595924] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-12-02T20:33:30.596699] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-12-02T20:33:30.596747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:30.596778] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:30.596803] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:30.596858] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:30.652313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:30.652903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:30.652976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:30.653006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:30.772852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:30.772989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:30.773029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:30.773055] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:30.776264] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=71.50%) [2025-12-02T20:33:30.776519] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-12-02T20:33:30.776652] [INFO ] [sig ] HNI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:30.911277] [INFO ] [LOCAL ] Saved forecast: HNI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HNI.txt [2025-12-02T20:33:30.911393] [INFO ] [sig ] [1493/3544] Completed HNI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.5m [2025-12-02T20:33:30.911430] [INFO ] [sig ] [1494/3544] Forecasting HNRG... [2025-12-02T20:33:30.911459] [INFO ] [sig ] Generating forecast for: HNRG [2025-12-02T20:33:30.911494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'. [2025-12-02T20:33:30.922307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNRG'. [2025-12-02T20:33:30.922632] [INFO ] [FORECASTER] Starting predict_future for HNRG [2025-12-02T20:33:30.923431] [DEBUG] [LOCAL ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt [2025-12-02T20:33:30.923481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:30.923512] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:30.923537] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:30.923616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:30.978926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:30.979691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:30.979769] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:30.979800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:31.095699] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:31.095835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:31.095872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:31.095899] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:31.099085] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=76.79%) [2025-12-02T20:33:31.099337] [INFO ] [FORECASTER] Completed predict_future for HNRG [2025-12-02T20:33:31.099453] [INFO ] [sig ] HNRG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:31.239034] [INFO ] [LOCAL ] Saved forecast: HNRG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HNRG.txt [2025-12-02T20:33:31.239147] [INFO ] [sig ] [1494/3544] Completed HNRG in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.5m [2025-12-02T20:33:31.239182] [INFO ] [sig ] [1495/3544] Forecasting HOLO... [2025-12-02T20:33:31.239216] [INFO ] [sig ] Generating forecast for: HOLO [2025-12-02T20:33:31.239247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'. [2025-12-02T20:33:31.250278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLO'. [2025-12-02T20:33:31.250560] [INFO ] [FORECASTER] Starting predict_future for HOLO [2025-12-02T20:33:31.251349] [DEBUG] [LOCAL ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt [2025-12-02T20:33:31.251398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:31.251430] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:31.251456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:31.251511] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:31.309269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:31.309881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:31.309959] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:31.309990] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:31.428156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:31.428306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:31.428345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:31.428371] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:31.431600] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=11.96%) [2025-12-02T20:33:31.431874] [INFO ] [FORECASTER] Completed predict_future for HOLO [2025-12-02T20:33:31.432000] [INFO ] [sig ] HOLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:31.568528] [INFO ] [LOCAL ] Saved forecast: HOLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HOLO.txt [2025-12-02T20:33:31.568658] [INFO ] [sig ] [1495/3544] Completed HOLO in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.5m [2025-12-02T20:33:31.568695] [INFO ] [sig ] [1496/3544] Forecasting HOLX... [2025-12-02T20:33:31.568721] [INFO ] [sig ] Generating forecast for: HOLX [2025-12-02T20:33:31.568750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'. [2025-12-02T20:33:31.580046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLX'. [2025-12-02T20:33:31.580316] [INFO ] [FORECASTER] Starting predict_future for HOLX [2025-12-02T20:33:31.581084] [DEBUG] [LOCAL ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt [2025-12-02T20:33:31.581132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:31.581163] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:31.581189] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:31.581244] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:31.637643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:31.638263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:31.638339] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:31.638373] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:31.758260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:31.758398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:31.758436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:31.758463] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:31.761650] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=23.24%) [2025-12-02T20:33:31.761910] [INFO ] [FORECASTER] Completed predict_future for HOLX [2025-12-02T20:33:31.762028] [INFO ] [sig ] HOLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:31.899355] [INFO ] [LOCAL ] Saved forecast: HOLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HOLX.txt [2025-12-02T20:33:31.899471] [INFO ] [sig ] [1496/3544] Completed HOLX in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.5m [2025-12-02T20:33:31.899508] [INFO ] [sig ] [1497/3544] Forecasting HOMB... [2025-12-02T20:33:31.899537] [INFO ] [sig ] Generating forecast for: HOMB [2025-12-02T20:33:31.899565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-12-02T20:33:31.910380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOMB'. [2025-12-02T20:33:31.910703] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-12-02T20:33:31.911501] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-12-02T20:33:31.911553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:31.911614] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:31.911647] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:31.911705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:31.969550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:31.970169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:31.970246] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:31.970280] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:32.083963] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:32.084072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:32.084108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:32.084136] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:32.087187] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=7.47%) [2025-12-02T20:33:32.087439] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-12-02T20:33:32.087557] [INFO ] [sig ] HOMB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:32.223541] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HOMB.txt [2025-12-02T20:33:32.223676] [INFO ] [sig ] [1497/3544] Completed HOMB in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.5m [2025-12-02T20:33:32.223715] [INFO ] [sig ] [1498/3544] Forecasting HON... [2025-12-02T20:33:32.223745] [INFO ] [sig ] Generating forecast for: HON [2025-12-02T20:33:32.223777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'. [2025-12-02T20:33:32.235533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HON'. [2025-12-02T20:33:32.235830] [INFO ] [FORECASTER] Starting predict_future for HON [2025-12-02T20:33:32.236635] [DEBUG] [LOCAL ] No optimal features file found for HON: ./output/feature-sets/HON.txt [2025-12-02T20:33:32.236687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:32.236720] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:32.236748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:32.236805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:32.296839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:32.297473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:32.297551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:32.297602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:32.416445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:32.416564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:32.416619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:32.416661] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:32.419803] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=95.72%) [2025-12-02T20:33:32.420055] [INFO ] [FORECASTER] Completed predict_future for HON [2025-12-02T20:33:32.420169] [INFO ] [sig ] HON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:32.554533] [INFO ] [LOCAL ] Saved forecast: HON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HON.txt [2025-12-02T20:33:32.554690] [INFO ] [sig ] [1498/3544] Completed HON in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:32.554730] [INFO ] [sig ] [1499/3544] Forecasting HOOD... [2025-12-02T20:33:32.554759] [INFO ] [sig ] Generating forecast for: HOOD [2025-12-02T20:33:32.554787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'. [2025-12-02T20:33:32.565984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOOD'. [2025-12-02T20:33:32.566290] [INFO ] [FORECASTER] Starting predict_future for HOOD [2025-12-02T20:33:32.567123] [DEBUG] [LOCAL ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt [2025-12-02T20:33:32.567172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:32.567202] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:32.567227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:32.567281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:32.624942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:32.625722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:32.625837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:32.625880] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:32.747610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:32.747764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:32.747803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:32.747829] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:32.751197] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=59.34%) [2025-12-02T20:33:32.751465] [INFO ] [FORECASTER] Completed predict_future for HOOD [2025-12-02T20:33:32.751603] [INFO ] [sig ] HOOD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:32.887426] [INFO ] [LOCAL ] Saved forecast: HOOD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HOOD.txt [2025-12-02T20:33:32.887551] [INFO ] [sig ] [1499/3544] Completed HOOD in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:32.887603] [INFO ] [sig ] [1500/3544] Forecasting HOPE... [2025-12-02T20:33:32.887632] [INFO ] [sig ] Generating forecast for: HOPE [2025-12-02T20:33:32.887660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'. [2025-12-02T20:33:32.898563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOPE'. [2025-12-02T20:33:32.898886] [INFO ] [FORECASTER] Starting predict_future for HOPE [2025-12-02T20:33:32.899726] [DEBUG] [LOCAL ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt [2025-12-02T20:33:32.899777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:32.899809] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:32.899836] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:32.899893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:32.957021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:32.957735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:32.957813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:32.957861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:33.066890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:33.067029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:33.067068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:33.067095] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:33.070317] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=34.34%) [2025-12-02T20:33:33.070591] [INFO ] [FORECASTER] Completed predict_future for HOPE [2025-12-02T20:33:33.070707] [INFO ] [sig ] HOPE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:33.206212] [INFO ] [LOCAL ] Saved forecast: HOPE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HOPE.txt [2025-12-02T20:33:33.206350] [INFO ] [sig ] [1500/3544] Completed HOPE in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:33.206393] [INFO ] [sig ] [1501/3544] Forecasting HOTH... [2025-12-02T20:33:33.206430] [INFO ] [sig ] Generating forecast for: HOTH [2025-12-02T20:33:33.206462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'. [2025-12-02T20:33:33.217502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOTH'. [2025-12-02T20:33:33.217813] [INFO ] [FORECASTER] Starting predict_future for HOTH [2025-12-02T20:33:33.218650] [DEBUG] [LOCAL ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt [2025-12-02T20:33:33.218699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:33.218730] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:33.218757] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:33.218813] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:33.277973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:33.278755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:33.278838] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:33.278871] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:33.400908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:33.401057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:33.401095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:33.401123] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:33.404423] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=27.50%) [2025-12-02T20:33:33.404701] [INFO ] [FORECASTER] Completed predict_future for HOTH [2025-12-02T20:33:33.404819] [INFO ] [sig ] HOTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:33.545614] [INFO ] [LOCAL ] Saved forecast: HOTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HOTH.txt [2025-12-02T20:33:33.545765] [INFO ] [sig ] [1501/3544] Completed HOTH in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:33.545803] [INFO ] [sig ] [1502/3544] Forecasting HOUS... [2025-12-02T20:33:33.545832] [INFO ] [sig ] Generating forecast for: HOUS [2025-12-02T20:33:33.545864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-12-02T20:33:33.557212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOUS'. [2025-12-02T20:33:33.557530] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-12-02T20:33:33.558353] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-12-02T20:33:33.558403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:33.558436] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:33.558473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:33.558530] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:33.615034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:33.615812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:33.615892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:33.615923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:33.740911] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:33.741069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:33.741110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:33.741137] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:33.744448] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=84.80%) [2025-12-02T20:33:33.744723] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-12-02T20:33:33.744840] [INFO ] [sig ] HOUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:33.879813] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HOUS.txt [2025-12-02T20:33:33.879977] [INFO ] [sig ] [1502/3544] Completed HOUS in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:33.880026] [INFO ] [sig ] [1503/3544] Forecasting HP... [2025-12-02T20:33:33.880064] [INFO ] [sig ] Generating forecast for: HP [2025-12-02T20:33:33.880104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-12-02T20:33:33.891149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HP'. [2025-12-02T20:33:33.891469] [INFO ] [FORECASTER] Starting predict_future for HP [2025-12-02T20:33:33.892292] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-12-02T20:33:33.892343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:33.892375] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:33.892403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:33.892459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:33.951376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:33.952161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:33.952242] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:33.952272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:34.073198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:34.073349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:34.073394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:34.073421] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:34.076822] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=98.80%) [2025-12-02T20:33:34.077107] [INFO ] [FORECASTER] Completed predict_future for HP [2025-12-02T20:33:34.077224] [INFO ] [sig ] HP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:34.216844] [INFO ] [LOCAL ] Saved forecast: HP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HP.txt [2025-12-02T20:33:34.216967] [INFO ] [sig ] [1503/3544] Completed HP in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:34.217004] [INFO ] [sig ] [1504/3544] Forecasting HPE... [2025-12-02T20:33:34.217031] [INFO ] [sig ] Generating forecast for: HPE [2025-12-02T20:33:34.217061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-12-02T20:33:34.228407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPE'. [2025-12-02T20:33:34.228745] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-12-02T20:33:34.229739] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-12-02T20:33:34.229797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:34.229833] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:34.229863] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:34.229929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:34.287207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:34.287954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:34.288034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:34.288065] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:34.408011] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:34.408168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:34.408209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:34.408235] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:34.411509] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=25.16%) [2025-12-02T20:33:34.411789] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-12-02T20:33:34.411906] [INFO ] [sig ] HPE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:34.555772] [INFO ] [LOCAL ] Saved forecast: HPE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HPE.txt [2025-12-02T20:33:34.555910] [INFO ] [sig ] [1504/3544] Completed HPE in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:34.555947] [INFO ] [sig ] [1505/3544] Forecasting HPF... [2025-12-02T20:33:34.555975] [INFO ] [sig ] Generating forecast for: HPF [2025-12-02T20:33:34.556003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-12-02T20:33:34.567770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPF'. [2025-12-02T20:33:34.568100] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-12-02T20:33:34.568909] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-12-02T20:33:34.568968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:34.568999] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:34.569024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:34.569078] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:34.627377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:34.628274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:34.628354] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:34.628385] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:34.747196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:34.747342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:34.747382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:34.747410] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:34.750843] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=44.84%) [2025-12-02T20:33:34.751109] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-12-02T20:33:34.751230] [INFO ] [sig ] HPF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:34.887164] [INFO ] [LOCAL ] Saved forecast: HPF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HPF.txt [2025-12-02T20:33:34.887284] [INFO ] [sig ] [1505/3544] Completed HPF in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:34.887319] [INFO ] [sig ] [1506/3544] Forecasting HPI... [2025-12-02T20:33:34.887346] [INFO ] [sig ] Generating forecast for: HPI [2025-12-02T20:33:34.887380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-12-02T20:33:34.898590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPI'. [2025-12-02T20:33:34.898886] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-12-02T20:33:34.899688] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-12-02T20:33:34.899737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:34.899792] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:34.899818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:34.899872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:34.957258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:34.957972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:34.958050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:34.958082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:35.080825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:35.080995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:35.081049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:35.081083] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:35.084964] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=66.38%) [2025-12-02T20:33:35.085263] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-12-02T20:33:35.085416] [INFO ] [sig ] HPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:35.232364] [INFO ] [LOCAL ] Saved forecast: HPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HPI.txt [2025-12-02T20:33:35.232527] [INFO ] [sig ] [1506/3544] Completed HPI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:35.232566] [INFO ] [sig ] [1507/3544] Forecasting HPK... [2025-12-02T20:33:35.232615] [INFO ] [sig ] Generating forecast for: HPK [2025-12-02T20:33:35.232643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'. [2025-12-02T20:33:35.244287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPK'. [2025-12-02T20:33:35.244658] [INFO ] [FORECASTER] Starting predict_future for HPK [2025-12-02T20:33:35.245471] [DEBUG] [LOCAL ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt [2025-12-02T20:33:35.245523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:35.245553] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:35.245597] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:35.245655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:35.302638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:35.303473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:35.303553] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:35.303605] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:35.435368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:35.435526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:35.435569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:35.435617] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:35.439328] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=35.41%) [2025-12-02T20:33:35.439664] [INFO ] [FORECASTER] Completed predict_future for HPK [2025-12-02T20:33:35.439803] [INFO ] [sig ] HPK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:35.594331] [INFO ] [LOCAL ] Saved forecast: HPK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HPK.txt [2025-12-02T20:33:35.594482] [INFO ] [sig ] [1507/3544] Completed HPK in 0.4s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:35.594520] [INFO ] [sig ] [1508/3544] Forecasting HPP... [2025-12-02T20:33:35.594548] [INFO ] [sig ] Generating forecast for: HPP [2025-12-02T20:33:35.594598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-12-02T20:33:35.605657] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPP'. [2025-12-02T20:33:35.605943] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-12-02T20:33:35.606718] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-12-02T20:33:35.606766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:35.606797] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:35.606823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:35.606877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:35.663269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:35.664182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:35.664263] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:35.664296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:35.786230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:35.786389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:35.786431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:35.786459] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:35.789965] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=16.52%) [2025-12-02T20:33:35.790276] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-12-02T20:33:35.790412] [INFO ] [sig ] HPP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:35.928654] [INFO ] [LOCAL ] Saved forecast: HPP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HPP.txt [2025-12-02T20:33:35.928782] [INFO ] [sig ] [1508/3544] Completed HPP in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:35.928826] [INFO ] [sig ] [1509/3544] Forecasting HPS... [2025-12-02T20:33:35.928861] [INFO ] [sig ] Generating forecast for: HPS [2025-12-02T20:33:35.928895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-12-02T20:33:35.939936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPS'. [2025-12-02T20:33:35.940199] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-12-02T20:33:35.940969] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-12-02T20:33:35.941017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:35.941047] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:35.941072] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:35.941126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:35.996756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:35.997473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:35.997551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:35.997600] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:36.116462] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:36.116622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:36.116662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:36.116688] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:36.120110] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=67.76%) [2025-12-02T20:33:36.120388] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-12-02T20:33:36.120509] [INFO ] [sig ] HPS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:36.257860] [INFO ] [LOCAL ] Saved forecast: HPS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HPS.txt [2025-12-02T20:33:36.258032] [INFO ] [sig ] [1509/3544] Completed HPS in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:36.258069] [INFO ] [sig ] [1510/3544] Forecasting HQI... [2025-12-02T20:33:36.258096] [INFO ] [sig ] Generating forecast for: HQI [2025-12-02T20:33:36.258125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'. [2025-12-02T20:33:36.269123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQI'. [2025-12-02T20:33:36.269471] [INFO ] [FORECASTER] Starting predict_future for HQI [2025-12-02T20:33:36.270243] [DEBUG] [LOCAL ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt [2025-12-02T20:33:36.270291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:36.270321] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:36.270347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:36.270401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:36.328104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:36.328980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:36.329067] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:36.329099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:36.430367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:36.430516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:36.430557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:36.430605] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:36.433979] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=87.38%) [2025-12-02T20:33:36.434245] [INFO ] [FORECASTER] Completed predict_future for HQI [2025-12-02T20:33:36.434364] [INFO ] [sig ] HQI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:36.573257] [INFO ] [LOCAL ] Saved forecast: HQI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HQI.txt [2025-12-02T20:33:36.573383] [INFO ] [sig ] [1510/3544] Completed HQI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.4m [2025-12-02T20:33:36.573421] [INFO ] [sig ] [1511/3544] Forecasting HQL... [2025-12-02T20:33:36.573449] [INFO ] [sig ] Generating forecast for: HQL [2025-12-02T20:33:36.573478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-12-02T20:33:36.584767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQL'. [2025-12-02T20:33:36.585116] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-12-02T20:33:36.585930] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-12-02T20:33:36.585980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:36.586011] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:36.586037] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:36.586092] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:36.645718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:36.646562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:36.646658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:36.646693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:36.769796] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:36.769962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:36.770004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:36.770033] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:36.773341] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=78.96%) [2025-12-02T20:33:36.773635] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-12-02T20:33:36.773766] [INFO ] [sig ] HQL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:36.915698] [INFO ] [LOCAL ] Saved forecast: HQL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HQL.txt [2025-12-02T20:33:36.915847] [INFO ] [sig ] [1511/3544] Completed HQL in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.4m [2025-12-02T20:33:36.915887] [INFO ] [sig ] [1512/3544] Forecasting HQY... [2025-12-02T20:33:36.915917] [INFO ] [sig ] Generating forecast for: HQY [2025-12-02T20:33:36.915948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'. [2025-12-02T20:33:36.927200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQY'. [2025-12-02T20:33:36.927474] [INFO ] [FORECASTER] Starting predict_future for HQY [2025-12-02T20:33:36.928304] [DEBUG] [LOCAL ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt [2025-12-02T20:33:36.928353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:36.928384] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:36.928410] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:36.928464] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:36.983964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:36.984610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:36.984686] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:36.984719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:37.101809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:37.101956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:37.101994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:37.102020] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:37.105232] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=97.33%) [2025-12-02T20:33:37.105487] [INFO ] [FORECASTER] Completed predict_future for HQY [2025-12-02T20:33:37.105621] [INFO ] [sig ] HQY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:37.243728] [INFO ] [LOCAL ] Saved forecast: HQY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HQY.txt [2025-12-02T20:33:37.243884] [INFO ] [sig ] [1512/3544] Completed HQY in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.4m [2025-12-02T20:33:37.243932] [INFO ] [sig ] [1513/3544] Forecasting HRB... [2025-12-02T20:33:37.243971] [INFO ] [sig ] Generating forecast for: HRB [2025-12-02T20:33:37.244009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-12-02T20:33:37.258538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRB'. [2025-12-02T20:33:37.259032] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-12-02T20:33:37.260127] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-12-02T20:33:37.260190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:37.260233] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:37.260271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:37.260348] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:37.327836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:37.329191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:37.329290] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:37.329321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:37.449780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:37.449927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:37.449967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:37.449995] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:37.453338] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=75.19%) [2025-12-02T20:33:37.453642] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-12-02T20:33:37.453773] [INFO ] [sig ] HRB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:37.595706] [INFO ] [LOCAL ] Saved forecast: HRB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HRB.txt [2025-12-02T20:33:37.595844] [INFO ] [sig ] [1513/3544] Completed HRB in 0.4s | 2.98 sym/s | Total: 8.5m | ETA: 11.4m [2025-12-02T20:33:37.595880] [INFO ] [sig ] [1514/3544] Forecasting HRL... [2025-12-02T20:33:37.595908] [INFO ] [sig ] Generating forecast for: HRL [2025-12-02T20:33:37.595939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-12-02T20:33:37.607120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRL'. [2025-12-02T20:33:37.607442] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-12-02T20:33:37.608286] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-12-02T20:33:37.608336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:37.608368] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:37.608394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:37.608451] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:37.665449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:37.666516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:37.666618] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:37.666654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:37.789631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:37.789785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:37.789829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:37.789863] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:37.793331] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=58.30%) [2025-12-02T20:33:37.793636] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-12-02T20:33:37.793768] [INFO ] [sig ] HRL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:37.932359] [INFO ] [LOCAL ] Saved forecast: HRL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HRL.txt [2025-12-02T20:33:37.932493] [INFO ] [sig ] [1514/3544] Completed HRL in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.4m [2025-12-02T20:33:37.932530] [INFO ] [sig ] [1515/3544] Forecasting HRMY... [2025-12-02T20:33:37.932557] [INFO ] [sig ] Generating forecast for: HRMY [2025-12-02T20:33:37.932604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'. [2025-12-02T20:33:37.943773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRMY'. [2025-12-02T20:33:37.944047] [INFO ] [FORECASTER] Starting predict_future for HRMY [2025-12-02T20:33:37.944821] [DEBUG] [LOCAL ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt [2025-12-02T20:33:37.944869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:37.944915] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:37.944941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:37.944994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:38.001399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:38.002282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:38.002365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:38.002397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:38.114656] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:38.114801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:38.114840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:38.114866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:38.118107] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=32.96%) [2025-12-02T20:33:38.118362] [INFO ] [FORECASTER] Completed predict_future for HRMY [2025-12-02T20:33:38.118479] [INFO ] [sig ] HRMY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:38.257812] [INFO ] [LOCAL ] Saved forecast: HRMY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HRMY.txt [2025-12-02T20:33:38.257952] [INFO ] [sig ] [1515/3544] Completed HRMY in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.4m [2025-12-02T20:33:38.257990] [INFO ] [sig ] [1516/3544] Forecasting HRTG... [2025-12-02T20:33:38.258018] [INFO ] [sig ] Generating forecast for: HRTG [2025-12-02T20:33:38.258047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-12-02T20:33:38.270076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTG'. [2025-12-02T20:33:38.270449] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-12-02T20:33:38.271303] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-12-02T20:33:38.271353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:38.271384] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:38.271409] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:38.271472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:38.329725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:38.330614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:38.330700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:38.330732] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:38.453821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:38.453976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:38.454020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:38.454047] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:38.457371] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=91.53%) [2025-12-02T20:33:38.457654] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-12-02T20:33:38.457773] [INFO ] [sig ] HRTG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:38.598851] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HRTG.txt [2025-12-02T20:33:38.599021] [INFO ] [sig ] [1516/3544] Completed HRTG in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:38.599083] [INFO ] [sig ] [1517/3544] Forecasting HRTX... [2025-12-02T20:33:38.599114] [INFO ] [sig ] Generating forecast for: HRTX [2025-12-02T20:33:38.599144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'. [2025-12-02T20:33:38.611292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTX'. [2025-12-02T20:33:38.611612] [INFO ] [FORECASTER] Starting predict_future for HRTX [2025-12-02T20:33:38.612374] [DEBUG] [LOCAL ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt [2025-12-02T20:33:38.612425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:38.612457] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:38.612484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:38.612541] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:38.669384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:38.670214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:38.670295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:38.670329] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:38.787719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:38.787867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:38.787923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:38.787956] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:38.791340] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=62.64%) [2025-12-02T20:33:38.791619] [INFO ] [FORECASTER] Completed predict_future for HRTX [2025-12-02T20:33:38.791743] [INFO ] [sig ] HRTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:38.927474] [INFO ] [LOCAL ] Saved forecast: HRTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HRTX.txt [2025-12-02T20:33:38.927609] [INFO ] [sig ] [1517/3544] Completed HRTX in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:38.927647] [INFO ] [sig ] [1518/3544] Forecasting HRZN... [2025-12-02T20:33:38.927675] [INFO ] [sig ] Generating forecast for: HRZN [2025-12-02T20:33:38.927704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'. [2025-12-02T20:33:38.938929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRZN'. [2025-12-02T20:33:38.939345] [INFO ] [FORECASTER] Starting predict_future for HRZN [2025-12-02T20:33:38.940099] [DEBUG] [LOCAL ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt [2025-12-02T20:33:38.940147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:38.940178] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:38.940203] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:38.940257] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:38.995749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:38.996426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:38.996502] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:38.996532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:39.113446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:39.113616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:39.113667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:39.113696] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:39.116984] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-12-02T20:33:39.117237] [INFO ] [FORECASTER] Completed predict_future for HRZN [2025-12-02T20:33:39.117354] [INFO ] [sig ] HRZN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:39.253232] [INFO ] [LOCAL ] Saved forecast: HRZN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HRZN.txt [2025-12-02T20:33:39.253363] [INFO ] [sig ] [1518/3544] Completed HRZN in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:39.253407] [INFO ] [sig ] [1519/3544] Forecasting HSAI... [2025-12-02T20:33:39.253437] [INFO ] [sig ] Generating forecast for: HSAI [2025-12-02T20:33:39.253474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'. [2025-12-02T20:33:39.264926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSAI'. [2025-12-02T20:33:39.265404] [INFO ] [FORECASTER] Starting predict_future for HSAI [2025-12-02T20:33:39.266201] [DEBUG] [LOCAL ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt [2025-12-02T20:33:39.266249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:39.266278] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:39.266303] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:39.266357] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:39.323429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:39.324061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:39.324139] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:39.324169] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:39.444454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:39.444623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:39.444666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:39.444694] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:39.448037] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=60.68%) [2025-12-02T20:33:39.448345] [INFO ] [FORECASTER] Completed predict_future for HSAI [2025-12-02T20:33:39.448475] [INFO ] [sig ] HSAI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:39.595407] [INFO ] [LOCAL ] Saved forecast: HSAI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HSAI.txt [2025-12-02T20:33:39.595553] [INFO ] [sig ] [1519/3544] Completed HSAI in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:39.595640] [INFO ] [sig ] [1520/3544] Forecasting HSBC... [2025-12-02T20:33:39.595669] [INFO ] [sig ] Generating forecast for: HSBC [2025-12-02T20:33:39.595699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-12-02T20:33:39.607271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSBC'. [2025-12-02T20:33:39.607664] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-12-02T20:33:39.608496] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-12-02T20:33:39.608545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:39.608595] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:39.608624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:39.608679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:39.668480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:39.669360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:39.669444] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:39.669476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:39.792141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:39.792293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:39.792336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:39.792363] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:39.795690] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=57.61%) [2025-12-02T20:33:39.795974] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-12-02T20:33:39.796136] [INFO ] [sig ] HSBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:39.935065] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HSBC.txt [2025-12-02T20:33:39.935198] [INFO ] [sig ] [1520/3544] Completed HSBC in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:39.935235] [INFO ] [sig ] [1521/3544] Forecasting HSCS... [2025-12-02T20:33:39.935262] [INFO ] [sig ] Generating forecast for: HSCS [2025-12-02T20:33:39.935291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'. [2025-12-02T20:33:39.946468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSCS'. [2025-12-02T20:33:39.946799] [INFO ] [FORECASTER] Starting predict_future for HSCS [2025-12-02T20:33:39.947544] [DEBUG] [LOCAL ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt [2025-12-02T20:33:39.947617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:39.947649] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:39.947674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:39.947729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:40.002363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:40.003060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:40.003136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:40.003167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:40.116525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:40.116704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:40.116743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:40.116770] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:40.120088] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=82.49%) [2025-12-02T20:33:40.120368] [INFO ] [FORECASTER] Completed predict_future for HSCS [2025-12-02T20:33:40.120491] [INFO ] [sig ] HSCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:40.257511] [INFO ] [LOCAL ] Saved forecast: HSCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HSCS.txt [2025-12-02T20:33:40.257689] [INFO ] [sig ] [1521/3544] Completed HSCS in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:40.257731] [INFO ] [sig ] [1522/3544] Forecasting HSHP... [2025-12-02T20:33:40.257759] [INFO ] [sig ] Generating forecast for: HSHP [2025-12-02T20:33:40.257787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-12-02T20:33:40.268741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSHP'. [2025-12-02T20:33:40.269013] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-12-02T20:33:40.269795] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-12-02T20:33:40.269842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:40.269871] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:40.269896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:40.269952] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:40.325353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:40.326215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:40.326301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:40.326332] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:40.447694] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:40.447842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:40.447900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:40.447955] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:40.451241] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=96.63%) [2025-12-02T20:33:40.451497] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-12-02T20:33:40.451627] [INFO ] [sig ] HSHP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:40.594775] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HSHP.txt [2025-12-02T20:33:40.594903] [INFO ] [sig ] [1522/3544] Completed HSHP in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:40.594938] [INFO ] [sig ] [1523/3544] Forecasting HSIC... [2025-12-02T20:33:40.594967] [INFO ] [sig ] Generating forecast for: HSIC [2025-12-02T20:33:40.594995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'. [2025-12-02T20:33:40.605948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSIC'. [2025-12-02T20:33:40.606280] [INFO ] [FORECASTER] Starting predict_future for HSIC [2025-12-02T20:33:40.607074] [DEBUG] [LOCAL ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt [2025-12-02T20:33:40.607129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:40.607159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:40.607210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:40.607266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:40.662976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:40.663851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:40.663964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:40.664004] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:40.787794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:40.787957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:40.787998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:40.788024] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:40.791282] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=9.01%) [2025-12-02T20:33:40.791537] [INFO ] [FORECASTER] Completed predict_future for HSIC [2025-12-02T20:33:40.791672] [INFO ] [sig ] HSIC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:40.929558] [INFO ] [LOCAL ] Saved forecast: HSIC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HSIC.txt [2025-12-02T20:33:40.929696] [INFO ] [sig ] [1523/3544] Completed HSIC in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:40.929732] [INFO ] [sig ] [1524/3544] Forecasting HSII... [2025-12-02T20:33:40.929761] [INFO ] [sig ] Generating forecast for: HSII [2025-12-02T20:33:40.929789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'. [2025-12-02T20:33:40.941052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSII'. [2025-12-02T20:33:40.941339] [INFO ] [FORECASTER] Starting predict_future for HSII [2025-12-02T20:33:40.942132] [DEBUG] [LOCAL ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt [2025-12-02T20:33:40.942180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:40.942210] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:40.942235] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:40.942289] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:40.997725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:40.998616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:40.998722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:40.998753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:41.118380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:41.118528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:41.118566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:41.118613] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:41.121841] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: DOWN (p=42.41%) [2025-12-02T20:33:41.122098] [INFO ] [FORECASTER] Completed predict_future for HSII [2025-12-02T20:33:41.122212] [INFO ] [sig ] HSII: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:41.259113] [INFO ] [LOCAL ] Saved forecast: HSII 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HSII.txt [2025-12-02T20:33:41.259237] [INFO ] [sig ] [1524/3544] Completed HSII in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:41.259274] [INFO ] [sig ] [1525/3544] Forecasting HSTM... [2025-12-02T20:33:41.259301] [INFO ] [sig ] Generating forecast for: HSTM [2025-12-02T20:33:41.259329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'. [2025-12-02T20:33:41.270164] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSTM'. [2025-12-02T20:33:41.270419] [INFO ] [FORECASTER] Starting predict_future for HSTM [2025-12-02T20:33:41.271189] [DEBUG] [LOCAL ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt [2025-12-02T20:33:41.271237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:41.271267] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:41.271293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:41.271348] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:41.327119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:41.327992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:41.328073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:41.328103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:41.445946] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:41.446079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:41.446117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:41.446144] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:41.449733] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=3.58%) [2025-12-02T20:33:41.449992] [INFO ] [FORECASTER] Completed predict_future for HSTM [2025-12-02T20:33:41.450104] [INFO ] [sig ] HSTM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:41.586652] [INFO ] [LOCAL ] Saved forecast: HSTM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HSTM.txt [2025-12-02T20:33:41.586820] [INFO ] [sig ] [1525/3544] Completed HSTM in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:41.586859] [INFO ] [sig ] [1526/3544] Forecasting HSY... [2025-12-02T20:33:41.586887] [INFO ] [sig ] Generating forecast for: HSY [2025-12-02T20:33:41.586917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-12-02T20:33:41.598744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSY'. [2025-12-02T20:33:41.599035] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-12-02T20:33:41.599825] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-12-02T20:33:41.599873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:41.599913] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:41.599940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:41.599999] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:41.658501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:41.659301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:41.659385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:41.659417] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:41.776009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:41.776144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:41.776184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:41.776210] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:41.779720] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=88.45%) [2025-12-02T20:33:41.779990] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-12-02T20:33:41.780123] [INFO ] [sig ] HSY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:41.919902] [INFO ] [LOCAL ] Saved forecast: HSY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HSY.txt [2025-12-02T20:33:41.920042] [INFO ] [sig ] [1526/3544] Completed HSY in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:41.920088] [INFO ] [sig ] [1527/3544] Forecasting HTBK... [2025-12-02T20:33:41.920122] [INFO ] [sig ] Generating forecast for: HTBK [2025-12-02T20:33:41.920158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'. [2025-12-02T20:33:41.931453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTBK'. [2025-12-02T20:33:41.931796] [INFO ] [FORECASTER] Starting predict_future for HTBK [2025-12-02T20:33:41.932590] [DEBUG] [LOCAL ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt [2025-12-02T20:33:41.932643] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:41.932673] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:41.932698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:41.932753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:41.992565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:41.993358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:41.993436] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:41.993470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:42.114916] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:42.115074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:42.115118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:42.115145] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:42.118653] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-12-02T20:33:42.118927] [INFO ] [FORECASTER] Completed predict_future for HTBK [2025-12-02T20:33:42.119051] [INFO ] [sig ] HTBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:42.261930] [INFO ] [LOCAL ] Saved forecast: HTBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HTBK.txt [2025-12-02T20:33:42.262090] [INFO ] [sig ] [1527/3544] Completed HTBK in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:42.262127] [INFO ] [sig ] [1528/3544] Forecasting HTD... [2025-12-02T20:33:42.262156] [INFO ] [sig ] Generating forecast for: HTD [2025-12-02T20:33:42.262184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-12-02T20:33:42.273114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTD'. [2025-12-02T20:33:42.273378] [INFO ] [FORECASTER] Starting predict_future for HTD [2025-12-02T20:33:42.274147] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-12-02T20:33:42.274195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:42.274224] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:42.274248] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:42.274302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:42.329114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:42.329691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:42.329765] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:42.329794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:42.448560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:42.448711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:42.448749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:42.448775] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:42.451939] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=81.18%) [2025-12-02T20:33:42.452206] [INFO ] [FORECASTER] Completed predict_future for HTD [2025-12-02T20:33:42.452321] [INFO ] [sig ] HTD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:42.588481] [INFO ] [LOCAL ] Saved forecast: HTD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HTD.txt [2025-12-02T20:33:42.588604] [INFO ] [sig ] [1528/3544] Completed HTD in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.3m [2025-12-02T20:33:42.588642] [INFO ] [sig ] [1529/3544] Forecasting HTGC... [2025-12-02T20:33:42.588669] [INFO ] [sig ] Generating forecast for: HTGC [2025-12-02T20:33:42.588696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-12-02T20:33:42.600098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTGC'. [2025-12-02T20:33:42.600349] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-12-02T20:33:42.601099] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-12-02T20:33:42.601154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:42.601183] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:42.601208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:42.601262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:42.656509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:42.657112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:42.657184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:42.657215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:42.774231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:42.774384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:42.774424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:42.774450] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:42.777725] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=97.89%) [2025-12-02T20:33:42.778017] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-12-02T20:33:42.778146] [INFO ] [sig ] HTGC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:42.916649] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HTGC.txt [2025-12-02T20:33:42.916796] [INFO ] [sig ] [1529/3544] Completed HTGC in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.3m [2025-12-02T20:33:42.916836] [INFO ] [sig ] [1530/3544] Forecasting HTH... [2025-12-02T20:33:42.916864] [INFO ] [sig ] Generating forecast for: HTH [2025-12-02T20:33:42.916900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-12-02T20:33:42.928168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTH'. [2025-12-02T20:33:42.928536] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-12-02T20:33:42.929326] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-12-02T20:33:42.929375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:42.929407] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:42.929433] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:42.929487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:42.985135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:42.986032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:42.986129] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:42.986159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:43.104435] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:43.104604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:43.104646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:43.104674] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:43.108100] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=26.02%) [2025-12-02T20:33:43.108433] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-12-02T20:33:43.108565] [INFO ] [sig ] HTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:43.246824] [INFO ] [LOCAL ] Saved forecast: HTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HTH.txt [2025-12-02T20:33:43.246973] [INFO ] [sig ] [1530/3544] Completed HTH in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.3m [2025-12-02T20:33:43.247010] [INFO ] [sig ] [1531/3544] Forecasting HTLD... [2025-12-02T20:33:43.247038] [INFO ] [sig ] Generating forecast for: HTLD [2025-12-02T20:33:43.247067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'. [2025-12-02T20:33:43.258553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTLD'. [2025-12-02T20:33:43.258896] [INFO ] [FORECASTER] Starting predict_future for HTLD [2025-12-02T20:33:43.259687] [DEBUG] [LOCAL ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt [2025-12-02T20:33:43.259736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:43.259766] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:43.259791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:43.259846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:43.316923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:43.317549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:43.317642] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:43.317674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:43.434900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:43.435042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:43.435080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:43.435106] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:43.438320] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=83.09%) [2025-12-02T20:33:43.438601] [INFO ] [FORECASTER] Completed predict_future for HTLD [2025-12-02T20:33:43.438721] [INFO ] [sig ] HTLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:43.576351] [INFO ] [LOCAL ] Saved forecast: HTLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HTLD.txt [2025-12-02T20:33:43.576471] [INFO ] [sig ] [1531/3544] Completed HTLD in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.3m [2025-12-02T20:33:43.576508] [INFO ] [sig ] [1532/3544] Forecasting HTOO... [2025-12-02T20:33:43.576537] [INFO ] [sig ] Generating forecast for: HTOO [2025-12-02T20:33:43.576566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'. [2025-12-02T20:33:43.588450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTOO'. [2025-12-02T20:33:43.588866] [INFO ] [FORECASTER] Starting predict_future for HTOO [2025-12-02T20:33:43.589678] [DEBUG] [LOCAL ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt [2025-12-02T20:33:43.589728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:43.589759] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:43.589783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:43.589837] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:43.644503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:43.645430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:43.645518] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:43.645549] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:43.759971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:43.760125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:43.760164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:43.760190] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:43.763455] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=17.03%) [2025-12-02T20:33:43.763729] [INFO ] [FORECASTER] Completed predict_future for HTOO [2025-12-02T20:33:43.763845] [INFO ] [sig ] HTOO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:43.898613] [INFO ] [LOCAL ] Saved forecast: HTOO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HTOO.txt [2025-12-02T20:33:43.898738] [INFO ] [sig ] [1532/3544] Completed HTOO in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.3m [2025-12-02T20:33:43.898774] [INFO ] [sig ] [1533/3544] Forecasting HTZ... [2025-12-02T20:33:43.898802] [INFO ] [sig ] Generating forecast for: HTZ [2025-12-02T20:33:43.898830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'. [2025-12-02T20:33:43.909759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTZ'. [2025-12-02T20:33:43.910050] [INFO ] [FORECASTER] Starting predict_future for HTZ [2025-12-02T20:33:43.910816] [DEBUG] [LOCAL ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt [2025-12-02T20:33:43.910864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:43.910894] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:43.910920] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:43.910974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:43.965330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:43.966127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:43.966241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:43.966274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:44.088868] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:44.089022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:44.089069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:44.089121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:44.092435] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-12-02T20:33:44.092712] [INFO ] [FORECASTER] Completed predict_future for HTZ [2025-12-02T20:33:44.092837] [INFO ] [sig ] HTZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:44.227475] [INFO ] [LOCAL ] Saved forecast: HTZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HTZ.txt [2025-12-02T20:33:44.227595] [INFO ] [sig ] [1533/3544] Completed HTZ in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.3m [2025-12-02T20:33:44.227632] [INFO ] [sig ] [1534/3544] Forecasting HUBB... [2025-12-02T20:33:44.227661] [INFO ] [sig ] Generating forecast for: HUBB [2025-12-02T20:33:44.227690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-12-02T20:33:44.238740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBB'. [2025-12-02T20:33:44.238998] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-12-02T20:33:44.239760] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-12-02T20:33:44.239811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:44.239841] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:44.239866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:44.239920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:44.296250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:44.296884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:44.296958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:44.296988] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:44.412112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:44.412229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:44.412273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:44.412300] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:44.415400] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-12-02T20:33:44.415684] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-12-02T20:33:44.415816] [INFO ] [sig ] HUBB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:44.555513] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HUBB.txt [2025-12-02T20:33:44.555673] [INFO ] [sig ] [1534/3544] Completed HUBB in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:44.555713] [INFO ] [sig ] [1535/3544] Forecasting HUBG... [2025-12-02T20:33:44.555742] [INFO ] [sig ] Generating forecast for: HUBG [2025-12-02T20:33:44.555770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'. [2025-12-02T20:33:44.567484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBG'. [2025-12-02T20:33:44.567823] [INFO ] [FORECASTER] Starting predict_future for HUBG [2025-12-02T20:33:44.568699] [DEBUG] [LOCAL ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt [2025-12-02T20:33:44.568749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:44.568780] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:44.568806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:44.568861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:44.627395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:44.628137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:44.628220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:44.628251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:44.743101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:44.743257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:44.743299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:44.743325] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:44.746752] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=50.35%) [2025-12-02T20:33:44.747024] [INFO ] [FORECASTER] Completed predict_future for HUBG [2025-12-02T20:33:44.747147] [INFO ] [sig ] HUBG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:44.881963] [INFO ] [LOCAL ] Saved forecast: HUBG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HUBG.txt [2025-12-02T20:33:44.882099] [INFO ] [sig ] [1535/3544] Completed HUBG in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:44.882136] [INFO ] [sig ] [1536/3544] Forecasting HUBS... [2025-12-02T20:33:44.882164] [INFO ] [sig ] Generating forecast for: HUBS [2025-12-02T20:33:44.882192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-12-02T20:33:44.894278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBS'. [2025-12-02T20:33:44.894625] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-12-02T20:33:44.895407] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-12-02T20:33:44.895456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:44.895487] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:44.895513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:44.895583] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:44.950660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:44.951332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:44.951411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:44.951440] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:45.068249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:45.068385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:45.068423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:45.068450] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:45.071685] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=96.89%) [2025-12-02T20:33:45.071953] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-12-02T20:33:45.072072] [INFO ] [sig ] HUBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:45.215366] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HUBS.txt [2025-12-02T20:33:45.215555] [INFO ] [sig ] [1536/3544] Completed HUBS in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:45.215613] [INFO ] [sig ] [1537/3544] Forecasting HUM... [2025-12-02T20:33:45.215643] [INFO ] [sig ] Generating forecast for: HUM [2025-12-02T20:33:45.215671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-12-02T20:33:45.227263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUM'. [2025-12-02T20:33:45.227607] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-12-02T20:33:45.228447] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-12-02T20:33:45.228497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:45.228527] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:45.228552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:45.228636] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:45.282989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:45.283694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:45.283769] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:45.283800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:45.401093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:45.401246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:45.401286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:45.401314] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:45.404598] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=3.12%) [2025-12-02T20:33:45.404863] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-12-02T20:33:45.404983] [INFO ] [sig ] HUM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:45.544302] [INFO ] [LOCAL ] Saved forecast: HUM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HUM.txt [2025-12-02T20:33:45.544432] [INFO ] [sig ] [1537/3544] Completed HUM in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:45.544468] [INFO ] [sig ] [1538/3544] Forecasting HUMA... [2025-12-02T20:33:45.544495] [INFO ] [sig ] Generating forecast for: HUMA [2025-12-02T20:33:45.544528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'. [2025-12-02T20:33:45.555531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUMA'. [2025-12-02T20:33:45.555836] [INFO ] [FORECASTER] Starting predict_future for HUMA [2025-12-02T20:33:45.556604] [DEBUG] [LOCAL ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt [2025-12-02T20:33:45.556652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:45.556681] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:45.556707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:45.556760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:45.611331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:45.611995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:45.612071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:45.612102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:45.735227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:45.735374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:45.735415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:45.735443] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:45.738851] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=8.09%) [2025-12-02T20:33:45.739116] [INFO ] [FORECASTER] Completed predict_future for HUMA [2025-12-02T20:33:45.739236] [INFO ] [sig ] HUMA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:45.876961] [INFO ] [LOCAL ] Saved forecast: HUMA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HUMA.txt [2025-12-02T20:33:45.877085] [INFO ] [sig ] [1538/3544] Completed HUMA in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:45.877121] [INFO ] [sig ] [1539/3544] Forecasting HUN... [2025-12-02T20:33:45.877149] [INFO ] [sig ] Generating forecast for: HUN [2025-12-02T20:33:45.877176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-12-02T20:33:45.888811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUN'. [2025-12-02T20:33:45.889141] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-12-02T20:33:45.890083] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-12-02T20:33:45.890152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:45.890193] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:45.890227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:45.890303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:45.947808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:45.948424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:45.948502] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:45.948533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:46.068010] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:46.068157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:46.068197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:46.068225] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:46.071506] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=19.75%) [2025-12-02T20:33:46.071777] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-12-02T20:33:46.071895] [INFO ] [sig ] HUN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:46.213085] [INFO ] [LOCAL ] Saved forecast: HUN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HUN.txt [2025-12-02T20:33:46.213207] [INFO ] [sig ] [1539/3544] Completed HUN in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:46.213243] [INFO ] [sig ] [1540/3544] Forecasting HURC... [2025-12-02T20:33:46.213271] [INFO ] [sig ] Generating forecast for: HURC [2025-12-02T20:33:46.213299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'. [2025-12-02T20:33:46.224978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURC'. [2025-12-02T20:33:46.225317] [INFO ] [FORECASTER] Starting predict_future for HURC [2025-12-02T20:33:46.226098] [DEBUG] [LOCAL ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt [2025-12-02T20:33:46.226146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:46.226202] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:46.226229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:46.226284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:46.282548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:46.283241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:46.283316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:46.283348] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:46.402271] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:46.402424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:46.402464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:46.402498] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:46.406179] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=6.73%) [2025-12-02T20:33:46.406487] [INFO ] [FORECASTER] Completed predict_future for HURC [2025-12-02T20:33:46.406641] [INFO ] [sig ] HURC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:46.549648] [INFO ] [LOCAL ] Saved forecast: HURC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HURC.txt [2025-12-02T20:33:46.549781] [INFO ] [sig ] [1540/3544] Completed HURC in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:46.549818] [INFO ] [sig ] [1541/3544] Forecasting HURN... [2025-12-02T20:33:46.549846] [INFO ] [sig ] Generating forecast for: HURN [2025-12-02T20:33:46.549874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'. [2025-12-02T20:33:46.561066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURN'. [2025-12-02T20:33:46.561353] [INFO ] [FORECASTER] Starting predict_future for HURN [2025-12-02T20:33:46.562116] [DEBUG] [LOCAL ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt [2025-12-02T20:33:46.562164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:46.562194] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:46.562219] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:46.562273] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:46.619372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:46.620167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:46.620244] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:46.620276] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:46.736077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:46.736222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:46.736265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:46.736292] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:46.739609] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=43.45%) [2025-12-02T20:33:46.739872] [INFO ] [FORECASTER] Completed predict_future for HURN [2025-12-02T20:33:46.739990] [INFO ] [sig ] HURN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:46.881725] [INFO ] [LOCAL ] Saved forecast: HURN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HURN.txt [2025-12-02T20:33:46.881871] [INFO ] [sig ] [1541/3544] Completed HURN in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:46.881909] [INFO ] [sig ] [1542/3544] Forecasting HUYA... [2025-12-02T20:33:46.881937] [INFO ] [sig ] Generating forecast for: HUYA [2025-12-02T20:33:46.881966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-12-02T20:33:46.893366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUYA'. [2025-12-02T20:33:46.893696] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-12-02T20:33:46.894528] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-12-02T20:33:46.894599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:46.894634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:46.894660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:46.894714] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:46.954122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:46.954917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:46.955021] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:46.955064] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:47.080406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:47.080550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:47.080608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:47.080637] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:47.084040] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=20.87%) [2025-12-02T20:33:47.084304] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-12-02T20:33:47.084423] [INFO ] [sig ] HUYA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:47.226489] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HUYA.txt [2025-12-02T20:33:47.226650] [INFO ] [sig ] [1542/3544] Completed HUYA in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:47.226689] [INFO ] [sig ] [1543/3544] Forecasting HWC... [2025-12-02T20:33:47.226719] [INFO ] [sig ] Generating forecast for: HWC [2025-12-02T20:33:47.226747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'. [2025-12-02T20:33:47.238639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWC'. [2025-12-02T20:33:47.238915] [INFO ] [FORECASTER] Starting predict_future for HWC [2025-12-02T20:33:47.239685] [DEBUG] [LOCAL ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt [2025-12-02T20:33:47.239733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:47.239764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:47.239790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:47.239844] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:47.295275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:47.295885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:47.295960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:47.295991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:47.418743] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:47.418887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:47.418925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:47.418984] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:47.422324] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=21.82%) [2025-12-02T20:33:47.422606] [INFO ] [FORECASTER] Completed predict_future for HWC [2025-12-02T20:33:47.422725] [INFO ] [sig ] HWC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:47.563176] [INFO ] [LOCAL ] Saved forecast: HWC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HWC.txt [2025-12-02T20:33:47.563315] [INFO ] [sig ] [1543/3544] Completed HWC in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:47.563357] [INFO ] [sig ] [1544/3544] Forecasting HWH... [2025-12-02T20:33:47.563394] [INFO ] [sig ] Generating forecast for: HWH [2025-12-02T20:33:47.563425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'. [2025-12-02T20:33:47.575403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWH'. [2025-12-02T20:33:47.575697] [INFO ] [FORECASTER] Starting predict_future for HWH [2025-12-02T20:33:47.576461] [DEBUG] [LOCAL ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt [2025-12-02T20:33:47.576510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:47.576540] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:47.576566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:47.576646] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:47.634483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:47.635127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:47.635202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:47.635234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:47.756442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:47.756605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:47.756647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:47.756675] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:47.760011] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=32.31%) [2025-12-02T20:33:47.760293] [INFO ] [FORECASTER] Completed predict_future for HWH [2025-12-02T20:33:47.760410] [INFO ] [sig ] HWH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:47.906045] [INFO ] [LOCAL ] Saved forecast: HWH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HWH.txt [2025-12-02T20:33:47.906166] [INFO ] [sig ] [1544/3544] Completed HWH in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:47.906201] [INFO ] [sig ] [1545/3544] Forecasting HWKN... [2025-12-02T20:33:47.906230] [INFO ] [sig ] Generating forecast for: HWKN [2025-12-02T20:33:47.906258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'. [2025-12-02T20:33:47.917597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWKN'. [2025-12-02T20:33:47.917923] [INFO ] [FORECASTER] Starting predict_future for HWKN [2025-12-02T20:33:47.918720] [DEBUG] [LOCAL ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt [2025-12-02T20:33:47.918768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:47.918798] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:47.918822] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:47.918876] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:47.973644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:47.974376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:47.974452] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:47.974483] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:48.091729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:48.091881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:48.091921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:48.091949] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:48.095268] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=20.05%) [2025-12-02T20:33:48.095532] [INFO ] [FORECASTER] Completed predict_future for HWKN [2025-12-02T20:33:48.095670] [INFO ] [sig ] HWKN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:48.235703] [INFO ] [LOCAL ] Saved forecast: HWKN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HWKN.txt [2025-12-02T20:33:48.235827] [INFO ] [sig ] [1545/3544] Completed HWKN in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:48.235864] [INFO ] [sig ] [1546/3544] Forecasting HWM... [2025-12-02T20:33:48.235891] [INFO ] [sig ] Generating forecast for: HWM [2025-12-02T20:33:48.235919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-12-02T20:33:48.247820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWM'. [2025-12-02T20:33:48.248131] [INFO ] [FORECASTER] Starting predict_future for HWM [2025-12-02T20:33:48.248905] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-12-02T20:33:48.248954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:48.248983] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:48.249008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:48.249062] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:48.306487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:48.307235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:48.307313] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:48.307345] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:48.429640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:48.429820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:48.429864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:48.429891] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:48.433208] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=91.98%) [2025-12-02T20:33:48.433488] [INFO ] [FORECASTER] Completed predict_future for HWM [2025-12-02T20:33:48.433633] [INFO ] [sig ] HWM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:48.569847] [INFO ] [LOCAL ] Saved forecast: HWM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HWM.txt [2025-12-02T20:33:48.569982] [INFO ] [sig ] [1546/3544] Completed HWM in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.2m [2025-12-02T20:33:48.570019] [INFO ] [sig ] [1547/3544] Forecasting HXL... [2025-12-02T20:33:48.570060] [INFO ] [sig ] Generating forecast for: HXL [2025-12-02T20:33:48.570127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-12-02T20:33:48.581188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HXL'. [2025-12-02T20:33:48.581462] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-12-02T20:33:48.582257] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-12-02T20:33:48.582306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:48.582336] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:48.582361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:48.582415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:48.638928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:48.639621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:48.639697] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:48.639729] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:48.770093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:48.770246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:48.770289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:48.770318] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:48.773751] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=90.22%) [2025-12-02T20:33:48.774018] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-12-02T20:33:48.774142] [INFO ] [sig ] HXL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:48.916596] [INFO ] [LOCAL ] Saved forecast: HXL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HXL.txt [2025-12-02T20:33:48.916733] [INFO ] [sig ] [1547/3544] Completed HXL in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.2m [2025-12-02T20:33:48.916773] [INFO ] [sig ] [1548/3544] Forecasting HY... [2025-12-02T20:33:48.916802] [INFO ] [sig ] Generating forecast for: HY [2025-12-02T20:33:48.916831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-12-02T20:33:48.928513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HY'. [2025-12-02T20:33:48.928908] [INFO ] [FORECASTER] Starting predict_future for HY [2025-12-02T20:33:48.929710] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-12-02T20:33:48.929759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:48.929789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:48.929814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:48.929868] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:48.996344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:48.997404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:48.997505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:48.997546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:49.117732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:49.117881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:49.117924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:49.117951] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:49.121180] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=6.17%) [2025-12-02T20:33:49.121439] [INFO ] [FORECASTER] Completed predict_future for HY [2025-12-02T20:33:49.121553] [INFO ] [sig ] HY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:49.260077] [INFO ] [LOCAL ] Saved forecast: HY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HY.txt [2025-12-02T20:33:49.260225] [INFO ] [sig ] [1548/3544] Completed HY in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.2m [2025-12-02T20:33:49.260265] [INFO ] [sig ] [1549/3544] Forecasting HYFM... [2025-12-02T20:33:49.260294] [INFO ] [sig ] Generating forecast for: HYFM [2025-12-02T20:33:49.260324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'. [2025-12-02T20:33:49.271633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYFM'. [2025-12-02T20:33:49.272011] [INFO ] [FORECASTER] Starting predict_future for HYFM [2025-12-02T20:33:49.272841] [DEBUG] [LOCAL ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt [2025-12-02T20:33:49.272893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:49.272923] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:49.272949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:49.273014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:49.328339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:49.329160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:49.329237] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:49.329267] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:49.443258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:49.443370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:49.443405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:49.443431] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:49.446503] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=29.69%) [2025-12-02T20:33:49.446770] [INFO ] [FORECASTER] Completed predict_future for HYFM [2025-12-02T20:33:49.446882] [INFO ] [sig ] HYFM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:49.582259] [INFO ] [LOCAL ] Saved forecast: HYFM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HYFM.txt [2025-12-02T20:33:49.582371] [INFO ] [sig ] [1549/3544] Completed HYFM in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.2m [2025-12-02T20:33:49.582406] [INFO ] [sig ] [1550/3544] Forecasting HYI... [2025-12-02T20:33:49.582433] [INFO ] [sig ] Generating forecast for: HYI [2025-12-02T20:33:49.582462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-12-02T20:33:49.593467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYI'. [2025-12-02T20:33:49.593756] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-12-02T20:33:49.594493] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-12-02T20:33:49.594540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:49.594598] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:49.594630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:49.594687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:49.649652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:49.650255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:49.650360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:49.650392] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:49.767994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:49.768122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:49.768160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:49.768187] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:49.771364] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=27.57%) [2025-12-02T20:33:49.771634] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-12-02T20:33:49.771752] [INFO ] [sig ] HYI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:49.906358] [INFO ] [LOCAL ] Saved forecast: HYI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HYI.txt [2025-12-02T20:33:49.906480] [INFO ] [sig ] [1550/3544] Completed HYI in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.2m [2025-12-02T20:33:49.906516] [INFO ] [sig ] [1551/3544] Forecasting HYLS... [2025-12-02T20:33:49.906544] [INFO ] [sig ] Generating forecast for: HYLS [2025-12-02T20:33:49.906589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'. [2025-12-02T20:33:49.917527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYLS'. [2025-12-02T20:33:49.917831] [INFO ] [FORECASTER] Starting predict_future for HYLS [2025-12-02T20:33:49.918642] [DEBUG] [LOCAL ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt [2025-12-02T20:33:49.918690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:49.918720] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:49.918744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:49.918796] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:49.973389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:49.974107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:49.974185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:49.974219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:50.089725] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:50.089877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:50.089918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:50.089945] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:50.093210] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=37.63%) [2025-12-02T20:33:50.093488] [INFO ] [FORECASTER] Completed predict_future for HYLS [2025-12-02T20:33:50.093626] [INFO ] [sig ] HYLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:50.229449] [INFO ] [LOCAL ] Saved forecast: HYLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HYLS.txt [2025-12-02T20:33:50.229615] [INFO ] [sig ] [1551/3544] Completed HYLS in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:50.229655] [INFO ] [sig ] [1552/3544] Forecasting HYMC... [2025-12-02T20:33:50.229683] [INFO ] [sig ] Generating forecast for: HYMC [2025-12-02T20:33:50.229712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'. [2025-12-02T20:33:50.240363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYMC'. [2025-12-02T20:33:50.240690] [INFO ] [FORECASTER] Starting predict_future for HYMC [2025-12-02T20:33:50.241442] [DEBUG] [LOCAL ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt [2025-12-02T20:33:50.241489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:50.241520] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:50.241545] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:50.241616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:50.295622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:50.296257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:50.296334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:50.296364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:50.411461] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:50.411618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:50.411658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:50.411685] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:50.414888] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=97.15%) [2025-12-02T20:33:50.415141] [INFO ] [FORECASTER] Completed predict_future for HYMC [2025-12-02T20:33:50.415255] [INFO ] [sig ] HYMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:50.553487] [INFO ] [LOCAL ] Saved forecast: HYMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HYMC.txt [2025-12-02T20:33:50.553632] [INFO ] [sig ] [1552/3544] Completed HYMC in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:50.553672] [INFO ] [sig ] [1553/3544] Forecasting HYXF... [2025-12-02T20:33:50.553700] [INFO ] [sig ] Generating forecast for: HYXF [2025-12-02T20:33:50.553729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'. [2025-12-02T20:33:50.564921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYXF'. [2025-12-02T20:33:50.565252] [INFO ] [FORECASTER] Starting predict_future for HYXF [2025-12-02T20:33:50.566032] [DEBUG] [LOCAL ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt [2025-12-02T20:33:50.566080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:50.566110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:50.566136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:50.566190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:50.620883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:50.621613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:50.621691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:50.621721] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:50.724852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:50.724947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:50.724986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:50.725014] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:50.728223] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=15.05%) [2025-12-02T20:33:50.728477] [INFO ] [FORECASTER] Completed predict_future for HYXF [2025-12-02T20:33:50.728609] [INFO ] [sig ] HYXF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:50.865393] [INFO ] [LOCAL ] Saved forecast: HYXF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HYXF.txt [2025-12-02T20:33:50.865739] [INFO ] [sig ] [1553/3544] Completed HYXF in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:50.865783] [INFO ] [sig ] [1554/3544] Forecasting HYZD... [2025-12-02T20:33:50.865811] [INFO ] [sig ] Generating forecast for: HYZD [2025-12-02T20:33:50.865839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'. [2025-12-02T20:33:50.875995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYZD'. [2025-12-02T20:33:50.876270] [INFO ] [FORECASTER] Starting predict_future for HYZD [2025-12-02T20:33:50.877036] [DEBUG] [LOCAL ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt [2025-12-02T20:33:50.877084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:50.877114] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:50.877139] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:50.877193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:50.931815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:50.932639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:50.932719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:50.932750] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:51.048052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:51.048198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:51.048241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:51.048269] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:51.051495] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=5.30%) [2025-12-02T20:33:51.051778] [INFO ] [FORECASTER] Completed predict_future for HYZD [2025-12-02T20:33:51.051900] [INFO ] [sig ] HYZD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:51.188389] [INFO ] [LOCAL ] Saved forecast: HYZD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/HYZD.txt [2025-12-02T20:33:51.188539] [INFO ] [sig ] [1554/3544] Completed HYZD in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:51.188594] [INFO ] [sig ] [1555/3544] Forecasting HZO... [2025-12-02T20:33:51.188626] [INFO ] [sig ] Generating forecast for: HZO [2025-12-02T20:33:51.188655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-12-02T20:33:51.199611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HZO'. [2025-12-02T20:33:51.199967] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-12-02T20:33:51.200749] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-12-02T20:33:51.200797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:51.200827] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:51.200853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:51.200907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:51.259145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:51.259993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:51.260076] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:51.260109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:51.377748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:51.377916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:51.377958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:51.377985] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:51.381305] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=61.38%) [2025-12-02T20:33:51.381567] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-12-02T20:33:51.381721] [INFO ] [sig ] HZO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:51.518592] [INFO ] [LOCAL ] Saved forecast: HZO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/HZO.txt [2025-12-02T20:33:51.518718] [INFO ] [sig ] [1555/3544] Completed HZO in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:51.518755] [INFO ] [sig ] [1556/3544] Forecasting IAC... [2025-12-02T20:33:51.518782] [INFO ] [sig ] Generating forecast for: IAC [2025-12-02T20:33:51.518812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'. [2025-12-02T20:33:51.530463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAC'. [2025-12-02T20:33:51.530850] [INFO ] [FORECASTER] Starting predict_future for IAC [2025-12-02T20:33:51.531652] [DEBUG] [LOCAL ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt [2025-12-02T20:33:51.531700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:51.531731] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:51.531757] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:51.531811] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:51.587335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:51.588242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:51.588334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:51.588367] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:51.708751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:51.708904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:51.708945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:51.708974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:51.712596] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=90.52%) [2025-12-02T20:33:51.712929] [INFO ] [FORECASTER] Completed predict_future for IAC [2025-12-02T20:33:51.713062] [INFO ] [sig ] IAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:51.851073] [INFO ] [LOCAL ] Saved forecast: IAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IAC.txt [2025-12-02T20:33:51.851222] [INFO ] [sig ] [1556/3544] Completed IAC in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:51.851259] [INFO ] [sig ] [1557/3544] Forecasting IAE... [2025-12-02T20:33:51.851287] [INFO ] [sig ] Generating forecast for: IAE [2025-12-02T20:33:51.851316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-12-02T20:33:51.862940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAE'. [2025-12-02T20:33:51.863266] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-12-02T20:33:51.864107] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-12-02T20:33:51.864157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:51.864215] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:51.864244] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:51.864303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:51.920820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:51.921520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:51.921619] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:51.921653] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:52.036061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:52.036206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:52.036251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:52.036297] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:52.039753] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=94.19%) [2025-12-02T20:33:52.040027] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-12-02T20:33:52.040149] [INFO ] [sig ] IAE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:52.177231] [INFO ] [LOCAL ] Saved forecast: IAE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IAE.txt [2025-12-02T20:33:52.177367] [INFO ] [sig ] [1557/3544] Completed IAE in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:52.177405] [INFO ] [sig ] [1558/3544] Forecasting IAG... [2025-12-02T20:33:52.177434] [INFO ] [sig ] Generating forecast for: IAG [2025-12-02T20:33:52.177464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-12-02T20:33:52.188777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAG'. [2025-12-02T20:33:52.189089] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-12-02T20:33:52.189876] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-12-02T20:33:52.189925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:52.189955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:52.189980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:52.190034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:52.244461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:52.245059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:52.245134] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:52.245165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:52.372789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:52.372939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:52.372980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:52.373008] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:52.376353] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=54.69%) [2025-12-02T20:33:52.376632] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-12-02T20:33:52.376753] [INFO ] [sig ] IAG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:52.514436] [INFO ] [LOCAL ] Saved forecast: IAG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IAG.txt [2025-12-02T20:33:52.514555] [INFO ] [sig ] [1558/3544] Completed IAG in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:52.514611] [INFO ] [sig ] [1559/3544] Forecasting IAS... [2025-12-02T20:33:52.514641] [INFO ] [sig ] Generating forecast for: IAS [2025-12-02T20:33:52.514669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'. [2025-12-02T20:33:52.527423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAS'. [2025-12-02T20:33:52.527844] [INFO ] [FORECASTER] Starting predict_future for IAS [2025-12-02T20:33:52.528723] [DEBUG] [LOCAL ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt [2025-12-02T20:33:52.528773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:52.528804] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:52.528830] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:52.528889] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:52.586782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:52.587750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:52.587843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:52.587918] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:52.705557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:52.705724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:52.705764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:52.705792] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:52.709093] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=87.14%) [2025-12-02T20:33:52.709373] [INFO ] [FORECASTER] Completed predict_future for IAS [2025-12-02T20:33:52.709496] [INFO ] [sig ] IAS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:52.846323] [INFO ] [LOCAL ] Saved forecast: IAS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IAS.txt [2025-12-02T20:33:52.846475] [INFO ] [sig ] [1559/3544] Completed IAS in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:52.846514] [INFO ] [sig ] [1560/3544] Forecasting IBB... [2025-12-02T20:33:52.846541] [INFO ] [sig ] Generating forecast for: IBB [2025-12-02T20:33:52.846587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'. [2025-12-02T20:33:52.857855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBB'. [2025-12-02T20:33:52.858241] [INFO ] [FORECASTER] Starting predict_future for IBB [2025-12-02T20:33:52.859036] [DEBUG] [LOCAL ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt [2025-12-02T20:33:52.859085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:52.859116] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:52.859141] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:52.859195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:52.914408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:52.915234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:52.915312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:52.915343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:53.036036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:53.036188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:53.036228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:53.036257] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:53.039681] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=87.25%) [2025-12-02T20:33:53.039978] [INFO ] [FORECASTER] Completed predict_future for IBB [2025-12-02T20:33:53.040107] [INFO ] [sig ] IBB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:53.176255] [INFO ] [LOCAL ] Saved forecast: IBB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBB.txt [2025-12-02T20:33:53.176403] [INFO ] [sig ] [1560/3544] Completed IBB in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:53.176440] [INFO ] [sig ] [1561/3544] Forecasting IBBQ... [2025-12-02T20:33:53.176470] [INFO ] [sig ] Generating forecast for: IBBQ [2025-12-02T20:33:53.176498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'. [2025-12-02T20:33:53.187494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'. [2025-12-02T20:33:53.187861] [INFO ] [FORECASTER] Starting predict_future for IBBQ [2025-12-02T20:33:53.188703] [DEBUG] [LOCAL ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt [2025-12-02T20:33:53.188753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:53.188783] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:53.188818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:53.188873] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:53.245566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:53.246409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:53.246493] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:53.246527] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:53.352615] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:53.352764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:53.352805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:53.352833] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:53.356183] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=23.42%) [2025-12-02T20:33:53.356450] [INFO ] [FORECASTER] Completed predict_future for IBBQ [2025-12-02T20:33:53.356587] [INFO ] [sig ] IBBQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:53.498320] [INFO ] [LOCAL ] Saved forecast: IBBQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBBQ.txt [2025-12-02T20:33:53.498492] [INFO ] [sig ] [1561/3544] Completed IBBQ in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:53.498538] [INFO ] [sig ] [1562/3544] Forecasting IBCP... [2025-12-02T20:33:53.498568] [INFO ] [sig ] Generating forecast for: IBCP [2025-12-02T20:33:53.498629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'. [2025-12-02T20:33:53.510198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBCP'. [2025-12-02T20:33:53.510589] [INFO ] [FORECASTER] Starting predict_future for IBCP [2025-12-02T20:33:53.511346] [DEBUG] [LOCAL ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt [2025-12-02T20:33:53.511394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:53.511423] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:53.511448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:53.511503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:53.568067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:53.568904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:53.568983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:53.569014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:53.684863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:53.685038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:53.685089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:53.685121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:53.688526] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=98.34%) [2025-12-02T20:33:53.688827] [INFO ] [FORECASTER] Completed predict_future for IBCP [2025-12-02T20:33:53.688954] [INFO ] [sig ] IBCP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:53.829156] [INFO ] [LOCAL ] Saved forecast: IBCP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBCP.txt [2025-12-02T20:33:53.829302] [INFO ] [sig ] [1562/3544] Completed IBCP in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:53.829338] [INFO ] [sig ] [1563/3544] Forecasting IBEX... [2025-12-02T20:33:53.829366] [INFO ] [sig ] Generating forecast for: IBEX [2025-12-02T20:33:53.829394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'. [2025-12-02T20:33:53.842183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBEX'. [2025-12-02T20:33:53.842639] [INFO ] [FORECASTER] Starting predict_future for IBEX [2025-12-02T20:33:53.843490] [DEBUG] [LOCAL ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt [2025-12-02T20:33:53.843542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:53.843595] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:53.843627] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:53.843687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:53.915325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:53.916235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:53.916319] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:53.916351] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:54.039990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:54.040145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:54.040187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:54.040225] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:54.043741] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=0.34%) [2025-12-02T20:33:54.044045] [INFO ] [FORECASTER] Completed predict_future for IBEX [2025-12-02T20:33:54.044206] [INFO ] [sig ] IBEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:54.192283] [INFO ] [LOCAL ] Saved forecast: IBEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBEX.txt [2025-12-02T20:33:54.192443] [INFO ] [sig ] [1563/3544] Completed IBEX in 0.4s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:54.192486] [INFO ] [sig ] [1564/3544] Forecasting IBM... [2025-12-02T20:33:54.192515] [INFO ] [sig ] Generating forecast for: IBM [2025-12-02T20:33:54.192547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-12-02T20:33:54.204124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBM'. [2025-12-02T20:33:54.204495] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-12-02T20:33:54.205354] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-12-02T20:33:54.205406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:54.205439] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:54.205467] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:54.205524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:54.265169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:54.266103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:54.266191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:54.266235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:54.393434] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:54.393606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:54.393652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:54.393692] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:54.397286] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=15.01%) [2025-12-02T20:33:54.397564] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-12-02T20:33:54.397711] [INFO ] [sig ] IBM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:54.539813] [INFO ] [LOCAL ] Saved forecast: IBM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBM.txt [2025-12-02T20:33:54.539938] [INFO ] [sig ] [1564/3544] Completed IBM in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.1m [2025-12-02T20:33:54.539974] [INFO ] [sig ] [1565/3544] Forecasting IBN... [2025-12-02T20:33:54.540002] [INFO ] [sig ] Generating forecast for: IBN [2025-12-02T20:33:54.540038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-12-02T20:33:54.551955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBN'. [2025-12-02T20:33:54.552352] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-12-02T20:33:54.553213] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-12-02T20:33:54.553267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:54.553299] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:54.553326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:54.553382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:54.610112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:54.611018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:54.611108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:54.611141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:54.735243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:54.735407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:54.735452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:54.735481] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:54.739062] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=32.12%) [2025-12-02T20:33:54.739344] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-12-02T20:33:54.739473] [INFO ] [sig ] IBN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:54.876158] [INFO ] [LOCAL ] Saved forecast: IBN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBN.txt [2025-12-02T20:33:54.876292] [INFO ] [sig ] [1565/3544] Completed IBN in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.1m [2025-12-02T20:33:54.876352] [INFO ] [sig ] [1566/3544] Forecasting IBOC... [2025-12-02T20:33:54.876381] [INFO ] [sig ] Generating forecast for: IBOC [2025-12-02T20:33:54.876411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'. [2025-12-02T20:33:54.888041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBOC'. [2025-12-02T20:33:54.888367] [INFO ] [FORECASTER] Starting predict_future for IBOC [2025-12-02T20:33:54.889167] [DEBUG] [LOCAL ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt [2025-12-02T20:33:54.889217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:54.889249] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:54.889278] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:54.889337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:54.945073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:54.945992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:54.946074] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:54.946104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:55.061399] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:55.061557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:55.061618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:55.061649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:55.064953] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=13.66%) [2025-12-02T20:33:55.065211] [INFO ] [FORECASTER] Completed predict_future for IBOC [2025-12-02T20:33:55.065326] [INFO ] [sig ] IBOC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:55.206299] [INFO ] [LOCAL ] Saved forecast: IBOC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBOC.txt [2025-12-02T20:33:55.206439] [INFO ] [sig ] [1566/3544] Completed IBOC in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.1m [2025-12-02T20:33:55.206476] [INFO ] [sig ] [1567/3544] Forecasting IBP... [2025-12-02T20:33:55.206504] [INFO ] [sig ] Generating forecast for: IBP [2025-12-02T20:33:55.206534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-12-02T20:33:55.218703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBP'. [2025-12-02T20:33:55.218987] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-12-02T20:33:55.219811] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-12-02T20:33:55.219860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:55.219891] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:55.219918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:55.219975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:55.276912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:55.277542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:55.277661] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:55.277694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:55.395820] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:55.395964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:55.396004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:55.396032] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:55.399298] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=18.38%) [2025-12-02T20:33:55.399563] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-12-02T20:33:55.399705] [INFO ] [sig ] IBP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:55.540854] [INFO ] [LOCAL ] Saved forecast: IBP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBP.txt [2025-12-02T20:33:55.540976] [INFO ] [sig ] [1567/3544] Completed IBP in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.1m [2025-12-02T20:33:55.541012] [INFO ] [sig ] [1568/3544] Forecasting IBRX... [2025-12-02T20:33:55.541040] [INFO ] [sig ] Generating forecast for: IBRX [2025-12-02T20:33:55.541069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'. [2025-12-02T20:33:55.552648] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBRX'. [2025-12-02T20:33:55.552960] [INFO ] [FORECASTER] Starting predict_future for IBRX [2025-12-02T20:33:55.553811] [DEBUG] [LOCAL ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt [2025-12-02T20:33:55.553861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:55.553893] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:55.553919] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:55.553976] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:55.610751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:55.611628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:55.611714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:55.611747] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:55.731668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:55.731820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:55.731863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:55.731891] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:55.735207] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=44.41%) [2025-12-02T20:33:55.735463] [INFO ] [FORECASTER] Completed predict_future for IBRX [2025-12-02T20:33:55.735597] [INFO ] [sig ] IBRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:55.878220] [INFO ] [LOCAL ] Saved forecast: IBRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBRX.txt [2025-12-02T20:33:55.878349] [INFO ] [sig ] [1568/3544] Completed IBRX in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.1m [2025-12-02T20:33:55.878385] [INFO ] [sig ] [1569/3544] Forecasting IBTF... [2025-12-02T20:33:55.878413] [INFO ] [sig ] Generating forecast for: IBTF [2025-12-02T20:33:55.878448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'. [2025-12-02T20:33:55.890381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTF'. [2025-12-02T20:33:55.890746] [INFO ] [FORECASTER] Starting predict_future for IBTF [2025-12-02T20:33:55.891514] [DEBUG] [LOCAL ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt [2025-12-02T20:33:55.891563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:55.891618] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:55.891643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:55.891697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:55.946713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:55.947337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:55.947415] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:55.947446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:56.054513] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:56.054671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:56.054710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:56.054737] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:56.057950] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=67.07%) [2025-12-02T20:33:56.058206] [INFO ] [FORECASTER] Completed predict_future for IBTF [2025-12-02T20:33:56.058320] [INFO ] [sig ] IBTF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:56.200747] [INFO ] [LOCAL ] Saved forecast: IBTF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBTF.txt [2025-12-02T20:33:56.200897] [INFO ] [sig ] [1569/3544] Completed IBTF in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:56.200934] [INFO ] [sig ] [1570/3544] Forecasting IBTG... [2025-12-02T20:33:56.200963] [INFO ] [sig ] Generating forecast for: IBTG [2025-12-02T20:33:56.200991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'. [2025-12-02T20:33:56.212207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTG'. [2025-12-02T20:33:56.212543] [INFO ] [FORECASTER] Starting predict_future for IBTG [2025-12-02T20:33:56.213338] [DEBUG] [LOCAL ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt [2025-12-02T20:33:56.213389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:56.213438] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:56.213477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:56.213593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:56.271819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:56.272734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:56.272828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:56.272862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:56.396247] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:56.396425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:56.396467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:56.396496] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:56.400016] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-12-02T20:33:56.400317] [INFO ] [FORECASTER] Completed predict_future for IBTG [2025-12-02T20:33:56.400454] [INFO ] [sig ] IBTG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:56.597388] [INFO ] [LOCAL ] Saved forecast: IBTG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBTG.txt [2025-12-02T20:33:56.597601] [INFO ] [sig ] [1570/3544] Completed IBTG in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:56.597644] [INFO ] [sig ] [1571/3544] Forecasting IBTH... [2025-12-02T20:33:56.597675] [INFO ] [sig ] Generating forecast for: IBTH [2025-12-02T20:33:56.597707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'. [2025-12-02T20:33:56.608814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTH'. [2025-12-02T20:33:56.609175] [INFO ] [FORECASTER] Starting predict_future for IBTH [2025-12-02T20:33:56.609996] [DEBUG] [LOCAL ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt [2025-12-02T20:33:56.610048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:56.610081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:56.610108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:56.610165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:56.667430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:56.668658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:56.668737] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:56.668770] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:56.785541] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:56.785711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:56.785754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:56.785783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:56.789640] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=25.56%) [2025-12-02T20:33:56.790011] [INFO ] [FORECASTER] Completed predict_future for IBTH [2025-12-02T20:33:56.790155] [INFO ] [sig ] IBTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:56.952117] [INFO ] [LOCAL ] Saved forecast: IBTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBTH.txt [2025-12-02T20:33:56.952265] [INFO ] [sig ] [1571/3544] Completed IBTH in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:56.952306] [INFO ] [sig ] [1572/3544] Forecasting IBTI... [2025-12-02T20:33:56.952337] [INFO ] [sig ] Generating forecast for: IBTI [2025-12-02T20:33:56.952367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'. [2025-12-02T20:33:56.969141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTI'. [2025-12-02T20:33:56.969711] [INFO ] [FORECASTER] Starting predict_future for IBTI [2025-12-02T20:33:56.970957] [DEBUG] [LOCAL ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt [2025-12-02T20:33:56.971020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:56.971061] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:56.971096] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:56.971197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:57.040910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:57.041783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:57.041864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:57.041895] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:57.168006] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:57.168166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:57.168209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:57.168238] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:57.171954] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=60.50%) [2025-12-02T20:33:57.172329] [INFO ] [FORECASTER] Completed predict_future for IBTI [2025-12-02T20:33:57.172507] [INFO ] [sig ] IBTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:57.337995] [INFO ] [LOCAL ] Saved forecast: IBTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBTI.txt [2025-12-02T20:33:57.338169] [INFO ] [sig ] [1572/3544] Completed IBTI in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:57.338216] [INFO ] [sig ] [1573/3544] Forecasting IBTJ... [2025-12-02T20:33:57.338248] [INFO ] [sig ] Generating forecast for: IBTJ [2025-12-02T20:33:57.338279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'. [2025-12-02T20:33:57.350442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'. [2025-12-02T20:33:57.350853] [INFO ] [FORECASTER] Starting predict_future for IBTJ [2025-12-02T20:33:57.351789] [DEBUG] [LOCAL ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt [2025-12-02T20:33:57.351850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:57.351885] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:57.351912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:57.351969] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:57.410466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:57.411390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:57.411482] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:57.411516] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:57.537438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:57.537608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:57.537651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:57.537681] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:57.541271] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=38.15%) [2025-12-02T20:33:57.541566] [INFO ] [FORECASTER] Completed predict_future for IBTJ [2025-12-02T20:33:57.541719] [INFO ] [sig ] IBTJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:33:57.684809] [INFO ] [LOCAL ] Saved forecast: IBTJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IBTJ.txt [2025-12-02T20:33:57.684963] [INFO ] [sig ] [1573/3544] Completed IBTJ in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:57.685002] [INFO ] [sig ] [1574/3544] Forecasting IBTK... [2025-12-02T20:33:57.685030] [INFO ] [sig ] Generating forecast for: IBTK [2025-12-02T20:33:57.685059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'. [2025-12-02T20:33:57.696791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTK'. [2025-12-02T20:33:57.697070] [INFO ] [FORECASTER] Starting predict_future for IBTK [2025-12-02T20:33:57.697850] [DEBUG] [LOCAL ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt [2025-12-02T20:33:57.697936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:57.698000] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:57.698028] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:57.698084] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:57.754038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:57.754918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:57.755000] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:57.755033] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:57.880085] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:57.880236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:57.880285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:57.880321] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:57.883869] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=94.59%) [2025-12-02T20:33:57.884236] [INFO ] [FORECASTER] Completed predict_future for IBTK [2025-12-02T20:33:57.884397] [INFO ] [sig ] IBTK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:58.029520] [INFO ] [LOCAL ] Saved forecast: IBTK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBTK.txt [2025-12-02T20:33:58.029673] [INFO ] [sig ] [1574/3544] Completed IBTK in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:58.029713] [INFO ] [sig ] [1575/3544] Forecasting IBTL... [2025-12-02T20:33:58.029742] [INFO ] [sig ] Generating forecast for: IBTL [2025-12-02T20:33:58.029770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'. [2025-12-02T20:33:58.040934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTL'. [2025-12-02T20:33:58.041265] [INFO ] [FORECASTER] Starting predict_future for IBTL [2025-12-02T20:33:58.042058] [DEBUG] [LOCAL ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt [2025-12-02T20:33:58.042107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:58.042138] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:58.042163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:58.042219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:58.100833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:58.101728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:58.101813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:58.101846] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:58.227921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:58.228059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:58.228109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:58.228137] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:58.231900] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=59.08%) [2025-12-02T20:33:58.232214] [INFO ] [FORECASTER] Completed predict_future for IBTL [2025-12-02T20:33:58.232372] [INFO ] [sig ] IBTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:58.383535] [INFO ] [LOCAL ] Saved forecast: IBTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBTL.txt [2025-12-02T20:33:58.383747] [INFO ] [sig ] [1575/3544] Completed IBTL in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:58.383789] [INFO ] [sig ] [1576/3544] Forecasting IBTM... [2025-12-02T20:33:58.383820] [INFO ] [sig ] Generating forecast for: IBTM [2025-12-02T20:33:58.383866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'. [2025-12-02T20:33:58.395642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTM'. [2025-12-02T20:33:58.395998] [INFO ] [FORECASTER] Starting predict_future for IBTM [2025-12-02T20:33:58.396809] [DEBUG] [LOCAL ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt [2025-12-02T20:33:58.396858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:58.396890] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:58.396915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:58.396970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:58.452073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:58.452917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:58.453010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:58.453043] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:58.572744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:58.572899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:58.572940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:58.572968] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:58.576427] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=72.91%) [2025-12-02T20:33:58.576731] [INFO ] [FORECASTER] Completed predict_future for IBTM [2025-12-02T20:33:58.576861] [INFO ] [sig ] IBTM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:58.713248] [INFO ] [LOCAL ] Saved forecast: IBTM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBTM.txt [2025-12-02T20:33:58.713386] [INFO ] [sig ] [1576/3544] Completed IBTM in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:58.713430] [INFO ] [sig ] [1577/3544] Forecasting IBTO... [2025-12-02T20:33:58.713465] [INFO ] [sig ] Generating forecast for: IBTO [2025-12-02T20:33:58.713495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'. [2025-12-02T20:33:58.724937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTO'. [2025-12-02T20:33:58.725233] [INFO ] [FORECASTER] Starting predict_future for IBTO [2025-12-02T20:33:58.726009] [DEBUG] [LOCAL ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt [2025-12-02T20:33:58.726058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:58.726088] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:58.726114] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:58.726167] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:58.781639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:58.782427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:58.782505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:58.782537] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:58.911385] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:58.911562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:58.911651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:58.911738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:58.916379] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=64.53%) [2025-12-02T20:33:58.916855] [INFO ] [FORECASTER] Completed predict_future for IBTO [2025-12-02T20:33:58.917045] [INFO ] [sig ] IBTO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:59.068363] [INFO ] [LOCAL ] Saved forecast: IBTO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IBTO.txt [2025-12-02T20:33:59.068506] [INFO ] [sig ] [1577/3544] Completed IBTO in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:59.068544] [INFO ] [sig ] [1578/3544] Forecasting ICE... [2025-12-02T20:33:59.068590] [INFO ] [sig ] Generating forecast for: ICE [2025-12-02T20:33:59.068624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-12-02T20:33:59.079911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICE'. [2025-12-02T20:33:59.080234] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-12-02T20:33:59.081003] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-12-02T20:33:59.081051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:59.081082] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:59.081107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:59.081161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:59.140918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:59.141853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:59.141941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:59.141974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:59.266118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:59.266285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:59.266338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:59.266369] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:59.269820] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=93.91%) [2025-12-02T20:33:59.270102] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-12-02T20:33:59.270228] [INFO ] [sig ] ICE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:59.411419] [INFO ] [LOCAL ] Saved forecast: ICE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ICE.txt [2025-12-02T20:33:59.411547] [INFO ] [sig ] [1578/3544] Completed ICE in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:59.411602] [INFO ] [sig ] [1579/3544] Forecasting ICFI... [2025-12-02T20:33:59.411632] [INFO ] [sig ] Generating forecast for: ICFI [2025-12-02T20:33:59.411662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'. [2025-12-02T20:33:59.423471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICFI'. [2025-12-02T20:33:59.423785] [INFO ] [FORECASTER] Starting predict_future for ICFI [2025-12-02T20:33:59.424548] [DEBUG] [LOCAL ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt [2025-12-02T20:33:59.424618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:59.424651] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:59.424677] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:59.424732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:59.479847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:59.480698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:59.480778] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:59.480809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:59.600493] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:59.600674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:59.600714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:59.600740] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:59.603953] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=93.89%) [2025-12-02T20:33:59.604225] [INFO ] [FORECASTER] Completed predict_future for ICFI [2025-12-02T20:33:59.604343] [INFO ] [sig ] ICFI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:33:59.739928] [INFO ] [LOCAL ] Saved forecast: ICFI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ICFI.txt [2025-12-02T20:33:59.740076] [INFO ] [sig ] [1579/3544] Completed ICFI in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:33:59.740113] [INFO ] [sig ] [1580/3544] Forecasting ICL... [2025-12-02T20:33:59.740142] [INFO ] [sig ] Generating forecast for: ICL [2025-12-02T20:33:59.740171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-12-02T20:33:59.751456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICL'. [2025-12-02T20:33:59.751794] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-12-02T20:33:59.752564] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-12-02T20:33:59.752634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:33:59.752664] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:33:59.752689] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:33:59.752743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:33:59.808035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:33:59.808904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:33:59.808986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:33:59.809017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:33:59.930000] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:33:59.930145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:33:59.930187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:33:59.930214] [INFO ] [FORECASTER] Training complete [2025-12-02T20:33:59.933559] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=84.02%) [2025-12-02T20:33:59.933897] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-12-02T20:33:59.934032] [INFO ] [sig ] ICL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:00.074097] [INFO ] [LOCAL ] Saved forecast: ICL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ICL.txt [2025-12-02T20:34:00.074247] [INFO ] [sig ] [1580/3544] Completed ICL in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:34:00.074283] [INFO ] [sig ] [1581/3544] Forecasting ICLN... [2025-12-02T20:34:00.074311] [INFO ] [sig ] Generating forecast for: ICLN [2025-12-02T20:34:00.074342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'. [2025-12-02T20:34:00.089556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICLN'. [2025-12-02T20:34:00.089981] [INFO ] [FORECASTER] Starting predict_future for ICLN [2025-12-02T20:34:00.090849] [DEBUG] [LOCAL ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt [2025-12-02T20:34:00.090907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:00.090938] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:00.090964] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:00.091019] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:00.146234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:00.147123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:00.147202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:00.147233] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:00.269536] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:00.269694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:00.269751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:00.269778] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:00.272973] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=69.14%) [2025-12-02T20:34:00.273229] [INFO ] [FORECASTER] Completed predict_future for ICLN [2025-12-02T20:34:00.273344] [INFO ] [sig ] ICLN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:00.410683] [INFO ] [LOCAL ] Saved forecast: ICLN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ICLN.txt [2025-12-02T20:34:00.410806] [INFO ] [sig ] [1581/3544] Completed ICLN in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.0m [2025-12-02T20:34:00.410843] [INFO ] [sig ] [1582/3544] Forecasting ICMB... [2025-12-02T20:34:00.410872] [INFO ] [sig ] Generating forecast for: ICMB [2025-12-02T20:34:00.410900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'. [2025-12-02T20:34:00.422397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICMB'. [2025-12-02T20:34:00.422696] [INFO ] [FORECASTER] Starting predict_future for ICMB [2025-12-02T20:34:00.423465] [DEBUG] [LOCAL ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt [2025-12-02T20:34:00.423514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:00.423544] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:00.423586] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:00.423656] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:00.480313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:00.481381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:00.481468] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:00.481502] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:00.589764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:00.589908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:00.589946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:00.589973] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:00.593178] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=47.78%) [2025-12-02T20:34:00.593431] [INFO ] [FORECASTER] Completed predict_future for ICMB [2025-12-02T20:34:00.593552] [INFO ] [sig ] ICMB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:00.733345] [INFO ] [LOCAL ] Saved forecast: ICMB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ICMB.txt [2025-12-02T20:34:00.733492] [INFO ] [sig ] [1582/3544] Completed ICMB in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.0m [2025-12-02T20:34:00.733531] [INFO ] [sig ] [1583/3544] Forecasting ICOP... [2025-12-02T20:34:00.733558] [INFO ] [sig ] Generating forecast for: ICOP [2025-12-02T20:34:00.733610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'. [2025-12-02T20:34:00.744071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICOP'. [2025-12-02T20:34:00.744429] [INFO ] [FORECASTER] Starting predict_future for ICOP [2025-12-02T20:34:00.745196] [DEBUG] [LOCAL ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt [2025-12-02T20:34:00.745245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:00.745275] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:00.745300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:00.745353] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:00.800989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:00.801805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:00.801883] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:00.801914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:00.912083] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:00.912220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:00.912261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:00.912289] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:00.915652] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: DOWN (p=38.10%) [2025-12-02T20:34:00.915931] [INFO ] [FORECASTER] Completed predict_future for ICOP [2025-12-02T20:34:00.916057] [INFO ] [sig ] ICOP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:01.055955] [INFO ] [LOCAL ] Saved forecast: ICOP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ICOP.txt [2025-12-02T20:34:01.056094] [INFO ] [sig ] [1583/3544] Completed ICOP in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.0m [2025-12-02T20:34:01.056130] [INFO ] [sig ] [1584/3544] Forecasting ICUI... [2025-12-02T20:34:01.056159] [INFO ] [sig ] Generating forecast for: ICUI [2025-12-02T20:34:01.056187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'. [2025-12-02T20:34:01.066758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICUI'. [2025-12-02T20:34:01.067018] [INFO ] [FORECASTER] Starting predict_future for ICUI [2025-12-02T20:34:01.067767] [DEBUG] [LOCAL ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt [2025-12-02T20:34:01.067815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:01.067845] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:01.067898] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:01.067954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:01.124236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:01.125094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:01.125208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:01.125239] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:01.244210] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:01.244322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:01.244359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:01.244386] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:01.247687] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=7.58%) [2025-12-02T20:34:01.247979] [INFO ] [FORECASTER] Completed predict_future for ICUI [2025-12-02T20:34:01.248099] [INFO ] [sig ] ICUI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:01.385130] [INFO ] [LOCAL ] Saved forecast: ICUI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ICUI.txt [2025-12-02T20:34:01.385249] [INFO ] [sig ] [1584/3544] Completed ICUI in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.0m [2025-12-02T20:34:01.385285] [INFO ] [sig ] [1585/3544] Forecasting IDA... [2025-12-02T20:34:01.385311] [INFO ] [sig ] Generating forecast for: IDA [2025-12-02T20:34:01.385339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-12-02T20:34:01.397088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDA'. [2025-12-02T20:34:01.397348] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-12-02T20:34:01.398331] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-12-02T20:34:01.398379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:01.398419] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:01.398445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:01.398499] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:01.453984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:01.454544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:01.454637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:01.454669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:01.582025] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:01.582173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:01.582213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:01.582241] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:01.585534] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=70.61%) [2025-12-02T20:34:01.585820] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-12-02T20:34:01.585941] [INFO ] [sig ] IDA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:01.722995] [INFO ] [LOCAL ] Saved forecast: IDA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IDA.txt [2025-12-02T20:34:01.723117] [INFO ] [sig ] [1585/3544] Completed IDA in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.0m [2025-12-02T20:34:01.723154] [INFO ] [sig ] [1586/3544] Forecasting IDAI... [2025-12-02T20:34:01.723183] [INFO ] [sig ] Generating forecast for: IDAI [2025-12-02T20:34:01.723211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'. [2025-12-02T20:34:01.734854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDAI'. [2025-12-02T20:34:01.735245] [INFO ] [FORECASTER] Starting predict_future for IDAI [2025-12-02T20:34:01.736092] [DEBUG] [LOCAL ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt [2025-12-02T20:34:01.736143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:01.736174] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:01.736200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:01.736256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:01.797262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:01.798158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:01.798244] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:01.798277] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:01.918654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:01.918815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:01.918857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:01.918884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:01.922216] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=12.53%) [2025-12-02T20:34:01.922491] [INFO ] [FORECASTER] Completed predict_future for IDAI [2025-12-02T20:34:01.922646] [INFO ] [sig ] IDAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:02.066342] [INFO ] [LOCAL ] Saved forecast: IDAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IDAI.txt [2025-12-02T20:34:02.066518] [INFO ] [sig ] [1586/3544] Completed IDAI in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.0m [2025-12-02T20:34:02.066563] [INFO ] [sig ] [1587/3544] Forecasting IDCC... [2025-12-02T20:34:02.066613] [INFO ] [sig ] Generating forecast for: IDCC [2025-12-02T20:34:02.066649] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'. [2025-12-02T20:34:02.078369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDCC'. [2025-12-02T20:34:02.078766] [INFO ] [FORECASTER] Starting predict_future for IDCC [2025-12-02T20:34:02.079605] [DEBUG] [LOCAL ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt [2025-12-02T20:34:02.079665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:02.079696] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:02.079722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:02.079775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:02.134921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:02.135774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:02.135853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:02.135884] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:02.255489] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:02.255656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:02.255696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:02.255724] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:02.259082] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=98.09%) [2025-12-02T20:34:02.259381] [INFO ] [FORECASTER] Completed predict_future for IDCC [2025-12-02T20:34:02.259510] [INFO ] [sig ] IDCC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:02.400597] [INFO ] [LOCAL ] Saved forecast: IDCC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IDCC.txt [2025-12-02T20:34:02.400776] [INFO ] [sig ] [1587/3544] Completed IDCC in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:02.400815] [INFO ] [sig ] [1588/3544] Forecasting IDE... [2025-12-02T20:34:02.400843] [INFO ] [sig ] Generating forecast for: IDE [2025-12-02T20:34:02.400872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-12-02T20:34:02.412832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDE'. [2025-12-02T20:34:02.413125] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-12-02T20:34:02.413901] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-12-02T20:34:02.413949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:02.413981] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:02.414006] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:02.414060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:02.471261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:02.471870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:02.471944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:02.471983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:02.590557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:02.590721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:02.590760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:02.590789] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:02.594001] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=99.63%) [2025-12-02T20:34:02.594260] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-12-02T20:34:02.594376] [INFO ] [sig ] IDE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:02.735792] [INFO ] [LOCAL ] Saved forecast: IDE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IDE.txt [2025-12-02T20:34:02.735962] [INFO ] [sig ] [1588/3544] Completed IDE in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:02.736008] [INFO ] [sig ] [1589/3544] Forecasting IDN... [2025-12-02T20:34:02.736038] [INFO ] [sig ] Generating forecast for: IDN [2025-12-02T20:34:02.736067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'. [2025-12-02T20:34:02.747541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDN'. [2025-12-02T20:34:02.747908] [INFO ] [FORECASTER] Starting predict_future for IDN [2025-12-02T20:34:02.748746] [DEBUG] [LOCAL ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt [2025-12-02T20:34:02.748795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:02.748825] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:02.748851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:02.748905] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:02.807987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:02.808764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:02.808842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:02.808873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:02.926660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:02.926804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:02.926843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:02.926870] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:02.930234] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=92.57%) [2025-12-02T20:34:02.930493] [INFO ] [FORECASTER] Completed predict_future for IDN [2025-12-02T20:34:02.930628] [INFO ] [sig ] IDN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:03.066462] [INFO ] [LOCAL ] Saved forecast: IDN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IDN.txt [2025-12-02T20:34:03.066614] [INFO ] [sig ] [1589/3544] Completed IDN in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:03.066652] [INFO ] [sig ] [1590/3544] Forecasting IDXX... [2025-12-02T20:34:03.066681] [INFO ] [sig ] Generating forecast for: IDXX [2025-12-02T20:34:03.066709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'. [2025-12-02T20:34:03.078245] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDXX'. [2025-12-02T20:34:03.078605] [INFO ] [FORECASTER] Starting predict_future for IDXX [2025-12-02T20:34:03.079376] [DEBUG] [LOCAL ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt [2025-12-02T20:34:03.079425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:03.079456] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:03.079481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:03.079535] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:03.134871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:03.135735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:03.135837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:03.135868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:03.256402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:03.256548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:03.256606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:03.256637] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:03.259974] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=5.83%) [2025-12-02T20:34:03.260243] [INFO ] [FORECASTER] Completed predict_future for IDXX [2025-12-02T20:34:03.260380] [INFO ] [sig ] IDXX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:03.400453] [INFO ] [LOCAL ] Saved forecast: IDXX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IDXX.txt [2025-12-02T20:34:03.400587] [INFO ] [sig ] [1590/3544] Completed IDXX in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:03.400626] [INFO ] [sig ] [1591/3544] Forecasting IDYA... [2025-12-02T20:34:03.400654] [INFO ] [sig ] Generating forecast for: IDYA [2025-12-02T20:34:03.400682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'. [2025-12-02T20:34:03.412192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDYA'. [2025-12-02T20:34:03.412478] [INFO ] [FORECASTER] Starting predict_future for IDYA [2025-12-02T20:34:03.413301] [DEBUG] [LOCAL ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt [2025-12-02T20:34:03.413350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:03.413407] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:03.413435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:03.413491] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:03.470282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:03.470957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:03.471036] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:03.471067] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:03.587800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:03.587975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:03.588017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:03.588044] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:03.591325] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=6.50%) [2025-12-02T20:34:03.591609] [INFO ] [FORECASTER] Completed predict_future for IDYA [2025-12-02T20:34:03.591728] [INFO ] [sig ] IDYA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:03.736558] [INFO ] [LOCAL ] Saved forecast: IDYA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IDYA.txt [2025-12-02T20:34:03.736730] [INFO ] [sig ] [1591/3544] Completed IDYA in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:03.736784] [INFO ] [sig ] [1592/3544] Forecasting IEF... [2025-12-02T20:34:03.736814] [INFO ] [sig ] Generating forecast for: IEF [2025-12-02T20:34:03.736843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'. [2025-12-02T20:34:03.748169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEF'. [2025-12-02T20:34:03.748451] [INFO ] [FORECASTER] Starting predict_future for IEF [2025-12-02T20:34:03.749254] [DEBUG] [LOCAL ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt [2025-12-02T20:34:03.749304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:03.749335] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:03.749361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:03.749417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:03.809364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:03.810414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:03.810511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:03.810555] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:03.944224] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:03.944376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:03.944420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:03.944468] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:03.947912] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=71.65%) [2025-12-02T20:34:03.948197] [INFO ] [FORECASTER] Completed predict_future for IEF [2025-12-02T20:34:03.948325] [INFO ] [sig ] IEF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:04.089075] [INFO ] [LOCAL ] Saved forecast: IEF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IEF.txt [2025-12-02T20:34:04.089228] [INFO ] [sig ] [1592/3544] Completed IEF in 0.4s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:04.089266] [INFO ] [sig ] [1593/3544] Forecasting IEI... [2025-12-02T20:34:04.089296] [INFO ] [sig ] Generating forecast for: IEI [2025-12-02T20:34:04.089327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'. [2025-12-02T20:34:04.101902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEI'. [2025-12-02T20:34:04.102290] [INFO ] [FORECASTER] Starting predict_future for IEI [2025-12-02T20:34:04.103125] [DEBUG] [LOCAL ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt [2025-12-02T20:34:04.103174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:04.103205] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:04.103230] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:04.103285] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:04.159172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:04.160087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:04.160172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:04.160203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:04.280795] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:04.280946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:04.280989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:04.281017] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:04.284407] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=55.36%) [2025-12-02T20:34:04.284707] [INFO ] [FORECASTER] Completed predict_future for IEI [2025-12-02T20:34:04.284833] [INFO ] [sig ] IEI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:04.434074] [INFO ] [LOCAL ] Saved forecast: IEI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IEI.txt [2025-12-02T20:34:04.434222] [INFO ] [sig ] [1593/3544] Completed IEI in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:04.434260] [INFO ] [sig ] [1594/3544] Forecasting IEP... [2025-12-02T20:34:04.434288] [INFO ] [sig ] Generating forecast for: IEP [2025-12-02T20:34:04.434319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'. [2025-12-02T20:34:04.445987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEP'. [2025-12-02T20:34:04.446362] [INFO ] [FORECASTER] Starting predict_future for IEP [2025-12-02T20:34:04.447372] [DEBUG] [LOCAL ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt [2025-12-02T20:34:04.447423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:04.447455] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:04.447482] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:04.447544] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:04.508315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:04.509386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:04.509479] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:04.509531] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:04.638156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:04.638315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:04.638359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:04.638421] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:04.641938] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-12-02T20:34:04.642254] [INFO ] [FORECASTER] Completed predict_future for IEP [2025-12-02T20:34:04.642389] [INFO ] [sig ] IEP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:04.785290] [INFO ] [LOCAL ] Saved forecast: IEP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IEP.txt [2025-12-02T20:34:04.785437] [INFO ] [sig ] [1594/3544] Completed IEP in 0.4s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:04.785474] [INFO ] [sig ] [1595/3544] Forecasting IESC... [2025-12-02T20:34:04.785502] [INFO ] [sig ] Generating forecast for: IESC [2025-12-02T20:34:04.785530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'. [2025-12-02T20:34:04.797678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IESC'. [2025-12-02T20:34:04.798051] [INFO ] [FORECASTER] Starting predict_future for IESC [2025-12-02T20:34:04.798880] [DEBUG] [LOCAL ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt [2025-12-02T20:34:04.798935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:04.798966] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:04.798993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:04.799050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:04.855383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:04.856180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:04.856258] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:04.856289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:04.973832] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:04.973969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:04.974006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:04.974033] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:04.977241] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=15.59%) [2025-12-02T20:34:04.977494] [INFO ] [FORECASTER] Completed predict_future for IESC [2025-12-02T20:34:04.977628] [INFO ] [sig ] IESC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:05.113223] [INFO ] [LOCAL ] Saved forecast: IESC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IESC.txt [2025-12-02T20:34:05.113331] [INFO ] [sig ] [1595/3544] Completed IESC in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:05.113367] [INFO ] [sig ] [1596/3544] Forecasting IEX... [2025-12-02T20:34:05.113394] [INFO ] [sig ] Generating forecast for: IEX [2025-12-02T20:34:05.113422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-12-02T20:34:05.124361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEX'. [2025-12-02T20:34:05.124649] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-12-02T20:34:05.125394] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-12-02T20:34:05.125446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:05.125476] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:05.125512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:05.125567] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:05.180287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:05.180868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:05.180941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:05.180971] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:05.296633] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:05.296772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:05.296812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:05.296840] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:05.300142] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=23.08%) [2025-12-02T20:34:05.300413] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-12-02T20:34:05.300533] [INFO ] [sig ] IEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:05.437133] [INFO ] [LOCAL ] Saved forecast: IEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IEX.txt [2025-12-02T20:34:05.437243] [INFO ] [sig ] [1596/3544] Completed IEX in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:05.437279] [INFO ] [sig ] [1597/3544] Forecasting IFF... [2025-12-02T20:34:05.437306] [INFO ] [sig ] Generating forecast for: IFF [2025-12-02T20:34:05.437334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-12-02T20:34:05.452985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFF'. [2025-12-02T20:34:05.453333] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-12-02T20:34:05.454161] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-12-02T20:34:05.454211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:05.454242] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:05.454268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:05.454323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:05.510232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:05.510878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:05.510958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:05.510990] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:05.634477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:05.634656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:05.634701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:05.634738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:05.638448] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=9.37%) [2025-12-02T20:34:05.638825] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-12-02T20:34:05.638970] [INFO ] [sig ] IFF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:05.779323] [INFO ] [LOCAL ] Saved forecast: IFF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IFF.txt [2025-12-02T20:34:05.779450] [INFO ] [sig ] [1597/3544] Completed IFF in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:05.779486] [INFO ] [sig ] [1598/3544] Forecasting IFN... [2025-12-02T20:34:05.779513] [INFO ] [sig ] Generating forecast for: IFN [2025-12-02T20:34:05.779541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-12-02T20:34:05.790774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFN'. [2025-12-02T20:34:05.791040] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-12-02T20:34:05.791840] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-12-02T20:34:05.791888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:05.791918] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:05.791943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:05.791997] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:05.847208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:05.848087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:05.848167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:05.848199] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:05.963383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:05.963532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:05.963588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:05.963619] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:05.966889] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=75.40%) [2025-12-02T20:34:05.967148] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-12-02T20:34:05.967268] [INFO ] [sig ] IFN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:06.103168] [INFO ] [LOCAL ] Saved forecast: IFN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IFN.txt [2025-12-02T20:34:06.103287] [INFO ] [sig ] [1598/3544] Completed IFN in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:06.103323] [INFO ] [sig ] [1599/3544] Forecasting IFRX... [2025-12-02T20:34:06.103351] [INFO ] [sig ] Generating forecast for: IFRX [2025-12-02T20:34:06.103379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFRX' from 'https://tdm.silogroup.org/data/derivative_storage/IFRX.csv'. [2025-12-02T20:34:06.114412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFRX'. [2025-12-02T20:34:06.114701] [INFO ] [FORECASTER] Starting predict_future for IFRX [2025-12-02T20:34:06.115444] [DEBUG] [LOCAL ] No optimal features file found for IFRX: ./output/feature-sets/IFRX.txt [2025-12-02T20:34:06.115493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:06.115522] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:06.115547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:06.115626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:06.173377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:06.174330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:06.174422] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:06.174457] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:06.293385] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:06.293531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:06.293591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:06.293622] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:06.296898] [DEBUG] [FORECASTER] IFRX: Forecast T+1@11:T+2@11: DOWN (p=1.09%) [2025-12-02T20:34:06.297155] [INFO ] [FORECASTER] Completed predict_future for IFRX [2025-12-02T20:34:06.297272] [INFO ] [sig ] IFRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:06.441201] [INFO ] [LOCAL ] Saved forecast: IFRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IFRX.txt [2025-12-02T20:34:06.441328] [INFO ] [sig ] [1599/3544] Completed IFRX in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 10.9m [2025-12-02T20:34:06.441366] [INFO ] [sig ] [1600/3544] Forecasting IFS... [2025-12-02T20:34:06.441394] [INFO ] [sig ] Generating forecast for: IFS [2025-12-02T20:34:06.441430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-12-02T20:34:06.453311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFS'. [2025-12-02T20:34:06.453610] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-12-02T20:34:06.454390] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-12-02T20:34:06.454439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:06.454470] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:06.454495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:06.454550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:06.510744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:06.511329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:06.511404] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:06.511434] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:06.628704] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:06.628849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:06.628887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:06.628914] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:06.632119] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=86.41%) [2025-12-02T20:34:06.632370] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-12-02T20:34:06.632487] [INFO ] [sig ] IFS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:06.769109] [INFO ] [LOCAL ] Saved forecast: IFS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IFS.txt [2025-12-02T20:34:06.769223] [INFO ] [sig ] [1600/3544] Completed IFS in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.9m [2025-12-02T20:34:06.769258] [INFO ] [sig ] [1601/3544] Forecasting IGA... [2025-12-02T20:34:06.769285] [INFO ] [sig ] Generating forecast for: IGA [2025-12-02T20:34:06.769312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-12-02T20:34:06.780322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGA'. [2025-12-02T20:34:06.780608] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-12-02T20:34:06.781343] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-12-02T20:34:06.781392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:06.781422] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:06.781448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:06.781503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:06.836738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:06.837299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:06.837401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:06.837433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:06.955302] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:06.955471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:06.955524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:06.955561] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:06.959952] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=85.26%) [2025-12-02T20:34:06.960300] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-12-02T20:34:06.960455] [INFO ] [sig ] IGA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:07.104193] [INFO ] [LOCAL ] Saved forecast: IGA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IGA.txt [2025-12-02T20:34:07.104331] [INFO ] [sig ] [1601/3544] Completed IGA in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.9m [2025-12-02T20:34:07.104368] [INFO ] [sig ] [1602/3544] Forecasting IGD... [2025-12-02T20:34:07.104395] [INFO ] [sig ] Generating forecast for: IGD [2025-12-02T20:34:07.104424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-12-02T20:34:07.116432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGD'. [2025-12-02T20:34:07.116761] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-12-02T20:34:07.117520] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-12-02T20:34:07.117568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:07.117621] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:07.117647] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:07.117701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:07.177483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:07.178479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:07.178603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:07.178644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:07.307190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:07.307463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:07.307515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:07.307544] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:07.311714] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=5.92%) [2025-12-02T20:34:07.312138] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-12-02T20:34:07.312314] [INFO ] [sig ] IGD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:07.454594] [INFO ] [LOCAL ] Saved forecast: IGD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IGD.txt [2025-12-02T20:34:07.454826] [INFO ] [sig ] [1602/3544] Completed IGD in 0.4s | 2.98 sym/s | Total: 9.0m | ETA: 10.9m [2025-12-02T20:34:07.454869] [INFO ] [sig ] [1603/3544] Forecasting IGF... [2025-12-02T20:34:07.454899] [INFO ] [sig ] Generating forecast for: IGF [2025-12-02T20:34:07.454931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'. [2025-12-02T20:34:07.468208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGF'. [2025-12-02T20:34:07.468812] [INFO ] [FORECASTER] Starting predict_future for IGF [2025-12-02T20:34:07.469778] [DEBUG] [LOCAL ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt [2025-12-02T20:34:07.469830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:07.469864] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:07.469890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:07.469948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:07.526899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:07.528091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:07.528197] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:07.528232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:07.650359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:07.650610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:07.650662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:07.650691] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:07.654798] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=16.67%) [2025-12-02T20:34:07.655183] [INFO ] [FORECASTER] Completed predict_future for IGF [2025-12-02T20:34:07.655354] [INFO ] [sig ] IGF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:07.794472] [INFO ] [LOCAL ] Saved forecast: IGF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IGF.txt [2025-12-02T20:34:07.794660] [INFO ] [sig ] [1603/3544] Completed IGF in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.9m [2025-12-02T20:34:07.794703] [INFO ] [sig ] [1604/3544] Forecasting IGI... [2025-12-02T20:34:07.794732] [INFO ] [sig ] Generating forecast for: IGI [2025-12-02T20:34:07.794762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-12-02T20:34:07.808263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGI'. [2025-12-02T20:34:07.808907] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-12-02T20:34:07.809884] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-12-02T20:34:07.809935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:07.809967] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:07.809994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:07.810051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:07.866942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:07.868004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:07.868100] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:07.868132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:07.972913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:07.973169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:07.973227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:07.973263] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:07.977179] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=95.04%) [2025-12-02T20:34:07.977483] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-12-02T20:34:07.977637] [INFO ] [sig ] IGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:08.121637] [INFO ] [LOCAL ] Saved forecast: IGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IGI.txt [2025-12-02T20:34:08.121835] [INFO ] [sig ] [1604/3544] Completed IGI in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.9m [2025-12-02T20:34:08.121876] [INFO ] [sig ] [1605/3544] Forecasting IGIB... [2025-12-02T20:34:08.121905] [INFO ] [sig ] Generating forecast for: IGIB [2025-12-02T20:34:08.121937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'. [2025-12-02T20:34:08.134498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIB'. [2025-12-02T20:34:08.134947] [INFO ] [FORECASTER] Starting predict_future for IGIB [2025-12-02T20:34:08.135803] [DEBUG] [LOCAL ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt [2025-12-02T20:34:08.135852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:08.135883] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:08.135908] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:08.135964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:08.193411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:08.194397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:08.194489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:08.194522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:08.317560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:08.317852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:08.317935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:08.317962] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:08.322279] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=24.95%) [2025-12-02T20:34:08.322612] [INFO ] [FORECASTER] Completed predict_future for IGIB [2025-12-02T20:34:08.322757] [INFO ] [sig ] IGIB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:08.461437] [INFO ] [LOCAL ] Saved forecast: IGIB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IGIB.txt [2025-12-02T20:34:08.461620] [INFO ] [sig ] [1605/3544] Completed IGIB in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:08.461662] [INFO ] [sig ] [1606/3544] Forecasting IGIC... [2025-12-02T20:34:08.461689] [INFO ] [sig ] Generating forecast for: IGIC [2025-12-02T20:34:08.461719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'. [2025-12-02T20:34:08.473642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIC'. [2025-12-02T20:34:08.473915] [INFO ] [FORECASTER] Starting predict_future for IGIC [2025-12-02T20:34:08.474695] [DEBUG] [LOCAL ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt [2025-12-02T20:34:08.474743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:08.474772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:08.474798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:08.474851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:08.534790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:08.535655] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:08.535740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:08.535771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:08.653483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:08.653649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:08.653690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:08.653716] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:08.656943] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=14.52%) [2025-12-02T20:34:08.657198] [INFO ] [FORECASTER] Completed predict_future for IGIC [2025-12-02T20:34:08.657312] [INFO ] [sig ] IGIC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:08.793075] [INFO ] [LOCAL ] Saved forecast: IGIC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IGIC.txt [2025-12-02T20:34:08.793215] [INFO ] [sig ] [1606/3544] Completed IGIC in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:08.793252] [INFO ] [sig ] [1607/3544] Forecasting IGSB... [2025-12-02T20:34:08.793280] [INFO ] [sig ] Generating forecast for: IGSB [2025-12-02T20:34:08.793308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'. [2025-12-02T20:34:08.804245] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGSB'. [2025-12-02T20:34:08.804522] [INFO ] [FORECASTER] Starting predict_future for IGSB [2025-12-02T20:34:08.805286] [DEBUG] [LOCAL ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt [2025-12-02T20:34:08.805335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:08.805365] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:08.805391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:08.805444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:08.860865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:08.861622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:08.861700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:08.861730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:08.979331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:08.979481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:08.979519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:08.979547] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:08.982781] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=99.67%) [2025-12-02T20:34:08.983034] [INFO ] [FORECASTER] Completed predict_future for IGSB [2025-12-02T20:34:08.983148] [INFO ] [sig ] IGSB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:09.118376] [INFO ] [LOCAL ] Saved forecast: IGSB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IGSB.txt [2025-12-02T20:34:09.118486] [INFO ] [sig ] [1607/3544] Completed IGSB in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:09.118521] [INFO ] [sig ] [1608/3544] Forecasting IHD... [2025-12-02T20:34:09.118548] [INFO ] [sig ] Generating forecast for: IHD [2025-12-02T20:34:09.118592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-12-02T20:34:09.129023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHD'. [2025-12-02T20:34:09.129292] [INFO ] [FORECASTER] Starting predict_future for IHD [2025-12-02T20:34:09.130081] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-12-02T20:34:09.130131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:09.130187] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:09.130216] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:09.130272] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:09.187308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:09.188143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:09.188220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:09.188251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:09.305052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:09.305201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:09.305242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:09.305270] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:09.308843] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=78.44%) [2025-12-02T20:34:09.309118] [INFO ] [FORECASTER] Completed predict_future for IHD [2025-12-02T20:34:09.309244] [INFO ] [sig ] IHD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:09.445540] [INFO ] [LOCAL ] Saved forecast: IHD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IHD.txt [2025-12-02T20:34:09.445686] [INFO ] [sig ] [1608/3544] Completed IHD in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:09.445724] [INFO ] [sig ] [1609/3544] Forecasting IHG... [2025-12-02T20:34:09.445751] [INFO ] [sig ] Generating forecast for: IHG [2025-12-02T20:34:09.445781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-12-02T20:34:09.456659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHG'. [2025-12-02T20:34:09.456942] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-12-02T20:34:09.457699] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-12-02T20:34:09.457747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:09.457787] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:09.457814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:09.457893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:09.512364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:09.513000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:09.513073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:09.513103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:09.632345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:09.632494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:09.632537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:09.632565] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:09.635880] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=7.17%) [2025-12-02T20:34:09.636143] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-12-02T20:34:09.636260] [INFO ] [sig ] IHG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:09.772804] [INFO ] [LOCAL ] Saved forecast: IHG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IHG.txt [2025-12-02T20:34:09.772920] [INFO ] [sig ] [1609/3544] Completed IHG in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:09.772955] [INFO ] [sig ] [1610/3544] Forecasting IHS... [2025-12-02T20:34:09.772982] [INFO ] [sig ] Generating forecast for: IHS [2025-12-02T20:34:09.773010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-12-02T20:34:09.783808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHS'. [2025-12-02T20:34:09.784074] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-12-02T20:34:09.784843] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-12-02T20:34:09.784890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:09.784922] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:09.784947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:09.785001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:09.839826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:09.840414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:09.840490] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:09.840519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:09.954370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:09.954528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:09.954591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:09.954629] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:09.958088] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=13.65%) [2025-12-02T20:34:09.958373] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-12-02T20:34:09.958510] [INFO ] [sig ] IHS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:10.096397] [INFO ] [LOCAL ] Saved forecast: IHS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IHS.txt [2025-12-02T20:34:10.096519] [INFO ] [sig ] [1610/3544] Completed IHS in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:10.096555] [INFO ] [sig ] [1611/3544] Forecasting IIF... [2025-12-02T20:34:10.096601] [INFO ] [sig ] Generating forecast for: IIF [2025-12-02T20:34:10.096632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-12-02T20:34:10.107150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIF'. [2025-12-02T20:34:10.107461] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-12-02T20:34:10.108275] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-12-02T20:34:10.108325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:10.108355] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:10.108381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:10.108435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:10.164509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:10.165355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:10.165436] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:10.165468] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:10.276524] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:10.276691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:10.276732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:10.276757] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:10.280119] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=45.43%) [2025-12-02T20:34:10.280408] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-12-02T20:34:10.280538] [INFO ] [sig ] IIF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:10.422366] [INFO ] [LOCAL ] Saved forecast: IIF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IIF.txt [2025-12-02T20:34:10.422514] [INFO ] [sig ] [1611/3544] Completed IIF in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:10.422551] [INFO ] [sig ] [1612/3544] Forecasting III... [2025-12-02T20:34:10.422599] [INFO ] [sig ] Generating forecast for: III [2025-12-02T20:34:10.422629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'. [2025-12-02T20:34:10.434042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'III'. [2025-12-02T20:34:10.434394] [INFO ] [FORECASTER] Starting predict_future for III [2025-12-02T20:34:10.435185] [DEBUG] [LOCAL ] No optimal features file found for III: ./output/feature-sets/III.txt [2025-12-02T20:34:10.435233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:10.435262] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:10.435287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:10.435341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:10.494251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:10.495292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:10.495378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:10.495409] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:10.611731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:10.611879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:10.611919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:10.611945] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:10.615189] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=46.96%) [2025-12-02T20:34:10.615452] [INFO ] [FORECASTER] Completed predict_future for III [2025-12-02T20:34:10.615587] [INFO ] [sig ] III: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:10.750357] [INFO ] [LOCAL ] Saved forecast: III 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/III.txt [2025-12-02T20:34:10.750484] [INFO ] [sig ] [1612/3544] Completed III in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:10.750527] [INFO ] [sig ] [1613/3544] Forecasting IIIN... [2025-12-02T20:34:10.750556] [INFO ] [sig ] Generating forecast for: IIIN [2025-12-02T20:34:10.750602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-12-02T20:34:10.761256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIIN'. [2025-12-02T20:34:10.761541] [INFO ] [FORECASTER] Starting predict_future for IIIN [2025-12-02T20:34:10.762290] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-12-02T20:34:10.762337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:10.762367] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:10.762392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:10.762446] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:10.817350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:10.818043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:10.818118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:10.818149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:10.935251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:10.935402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:10.935441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:10.935467] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:10.938750] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=24.60%) [2025-12-02T20:34:10.939013] [INFO ] [FORECASTER] Completed predict_future for IIIN [2025-12-02T20:34:10.939131] [INFO ] [sig ] IIIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:11.077855] [INFO ] [LOCAL ] Saved forecast: IIIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IIIN.txt [2025-12-02T20:34:11.078026] [INFO ] [sig ] [1613/3544] Completed IIIN in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:11.078063] [INFO ] [sig ] [1614/3544] Forecasting IIM... [2025-12-02T20:34:11.078090] [INFO ] [sig ] Generating forecast for: IIM [2025-12-02T20:34:11.078118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-12-02T20:34:11.089307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIM'. [2025-12-02T20:34:11.089614] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-12-02T20:34:11.090352] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-12-02T20:34:11.090401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:11.090430] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:11.090456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:11.090510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:11.144957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:11.145617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:11.145694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:11.145724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:11.257641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:11.257786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:11.257826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:11.257854] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:11.261071] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=60.71%) [2025-12-02T20:34:11.261325] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-12-02T20:34:11.261455] [INFO ] [sig ] IIM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:11.396555] [INFO ] [LOCAL ] Saved forecast: IIM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IIM.txt [2025-12-02T20:34:11.396706] [INFO ] [sig ] [1614/3544] Completed IIM in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:11.396743] [INFO ] [sig ] [1615/3544] Forecasting ILMN... [2025-12-02T20:34:11.396770] [INFO ] [sig ] Generating forecast for: ILMN [2025-12-02T20:34:11.396798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'. [2025-12-02T20:34:11.408198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ILMN'. [2025-12-02T20:34:11.408498] [INFO ] [FORECASTER] Starting predict_future for ILMN [2025-12-02T20:34:11.409256] [DEBUG] [LOCAL ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt [2025-12-02T20:34:11.409304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:11.409334] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:11.409360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:11.409414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:11.464523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:11.465367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:11.465445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:11.465476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:11.584788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:11.584938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:11.584976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:11.585003] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:11.588269] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=43.85%) [2025-12-02T20:34:11.588535] [INFO ] [FORECASTER] Completed predict_future for ILMN [2025-12-02T20:34:11.588672] [INFO ] [sig ] ILMN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:11.724059] [INFO ] [LOCAL ] Saved forecast: ILMN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ILMN.txt [2025-12-02T20:34:11.724197] [INFO ] [sig ] [1615/3544] Completed ILMN in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:11.724234] [INFO ] [sig ] [1616/3544] Forecasting IMAX... [2025-12-02T20:34:11.724262] [INFO ] [sig ] Generating forecast for: IMAX [2025-12-02T20:34:11.724290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-12-02T20:34:11.735553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMAX'. [2025-12-02T20:34:11.735883] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-12-02T20:34:11.736642] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-12-02T20:34:11.736690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:11.736720] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:11.736746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:11.736800] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:11.790894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:11.791528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:11.791622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:11.791655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:11.910899] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:11.911060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:11.911130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:11.911160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:11.914594] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=73.94%) [2025-12-02T20:34:11.914887] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-12-02T20:34:11.915015] [INFO ] [sig ] IMAX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:12.060695] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMAX.txt [2025-12-02T20:34:12.060837] [INFO ] [sig ] [1616/3544] Completed IMAX in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:12.060875] [INFO ] [sig ] [1617/3544] Forecasting IMKTA... [2025-12-02T20:34:12.060904] [INFO ] [sig ] Generating forecast for: IMKTA [2025-12-02T20:34:12.060936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'. [2025-12-02T20:34:12.072056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'. [2025-12-02T20:34:12.072407] [INFO ] [FORECASTER] Starting predict_future for IMKTA [2025-12-02T20:34:12.073266] [DEBUG] [LOCAL ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt [2025-12-02T20:34:12.073317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:12.073348] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:12.073374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:12.073431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:12.136625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:12.137567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:12.137691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:12.137728] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:12.254416] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:12.254563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:12.254621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:12.254649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:12.257978] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=40.91%) [2025-12-02T20:34:12.258242] [INFO ] [FORECASTER] Completed predict_future for IMKTA [2025-12-02T20:34:12.258360] [INFO ] [sig ] IMKTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:12.395944] [INFO ] [LOCAL ] Saved forecast: IMKTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IMKTA.txt [2025-12-02T20:34:12.396094] [INFO ] [sig ] [1617/3544] Completed IMKTA in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 10.8m [2025-12-02T20:34:12.396133] [INFO ] [sig ] [1618/3544] Forecasting IMMP... [2025-12-02T20:34:12.396163] [INFO ] [sig ] Generating forecast for: IMMP [2025-12-02T20:34:12.396192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'. [2025-12-02T20:34:12.409395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMP'. [2025-12-02T20:34:12.409936] [INFO ] [FORECASTER] Starting predict_future for IMMP [2025-12-02T20:34:12.410913] [DEBUG] [LOCAL ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt [2025-12-02T20:34:12.410965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:12.410997] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:12.411024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:12.411083] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:12.471223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:12.472357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:12.472522] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:12.472556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:12.593706] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:12.593927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:12.593973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:12.594003] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:12.598093] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=86.60%) [2025-12-02T20:34:12.598518] [INFO ] [FORECASTER] Completed predict_future for IMMP [2025-12-02T20:34:12.598696] [INFO ] [sig ] IMMP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:12.738100] [INFO ] [LOCAL ] Saved forecast: IMMP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMMP.txt [2025-12-02T20:34:12.738284] [INFO ] [sig ] [1618/3544] Completed IMMP in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.8m [2025-12-02T20:34:12.738324] [INFO ] [sig ] [1619/3544] Forecasting IMMX... [2025-12-02T20:34:12.738354] [INFO ] [sig ] Generating forecast for: IMMX [2025-12-02T20:34:12.738386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'. [2025-12-02T20:34:12.750928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMX'. [2025-12-02T20:34:12.751381] [INFO ] [FORECASTER] Starting predict_future for IMMX [2025-12-02T20:34:12.752325] [DEBUG] [LOCAL ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt [2025-12-02T20:34:12.752377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:12.752408] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:12.752435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:12.752492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:12.808687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:12.809687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:12.809775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:12.809807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:12.926514] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:12.926686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:12.926729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:12.926757] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:12.930195] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=85.76%) [2025-12-02T20:34:12.930474] [INFO ] [FORECASTER] Completed predict_future for IMMX [2025-12-02T20:34:12.930622] [INFO ] [sig ] IMMX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:13.065967] [INFO ] [LOCAL ] Saved forecast: IMMX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMMX.txt [2025-12-02T20:34:13.066080] [INFO ] [sig ] [1619/3544] Completed IMMX in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.8m [2025-12-02T20:34:13.066116] [INFO ] [sig ] [1620/3544] Forecasting IMNM... [2025-12-02T20:34:13.066144] [INFO ] [sig ] Generating forecast for: IMNM [2025-12-02T20:34:13.066171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'. [2025-12-02T20:34:13.077246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNM'. [2025-12-02T20:34:13.077525] [INFO ] [FORECASTER] Starting predict_future for IMNM [2025-12-02T20:34:13.078336] [DEBUG] [LOCAL ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt [2025-12-02T20:34:13.078384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:13.078425] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:13.078451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:13.078505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:13.132923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:13.133520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:13.133614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:13.133646] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:13.258494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:13.258659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:13.258700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:13.258728] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:13.262022] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=97.08%) [2025-12-02T20:34:13.262292] [INFO ] [FORECASTER] Completed predict_future for IMNM [2025-12-02T20:34:13.262409] [INFO ] [sig ] IMNM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:13.403175] [INFO ] [LOCAL ] Saved forecast: IMNM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMNM.txt [2025-12-02T20:34:13.403304] [INFO ] [sig ] [1620/3544] Completed IMNM in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.8m [2025-12-02T20:34:13.403342] [INFO ] [sig ] [1621/3544] Forecasting IMNN... [2025-12-02T20:34:13.403369] [INFO ] [sig ] Generating forecast for: IMNN [2025-12-02T20:34:13.403398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'. [2025-12-02T20:34:13.413905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNN'. [2025-12-02T20:34:13.414210] [INFO ] [FORECASTER] Starting predict_future for IMNN [2025-12-02T20:34:13.415002] [DEBUG] [LOCAL ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt [2025-12-02T20:34:13.415049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:13.415080] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:13.415104] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:13.415157] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:13.470170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:13.470803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:13.470879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:13.470910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:13.593176] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:13.593358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:13.593404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:13.593436] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:13.597868] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=31.59%) [2025-12-02T20:34:13.598337] [INFO ] [FORECASTER] Completed predict_future for IMNN [2025-12-02T20:34:13.598515] [INFO ] [sig ] IMNN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:13.756781] [INFO ] [LOCAL ] Saved forecast: IMNN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IMNN.txt [2025-12-02T20:34:13.756967] [INFO ] [sig ] [1621/3544] Completed IMNN in 0.4s | 2.98 sym/s | Total: 9.1m | ETA: 10.8m [2025-12-02T20:34:13.757007] [INFO ] [sig ] [1622/3544] Forecasting IMOS... [2025-12-02T20:34:13.757036] [INFO ] [sig ] Generating forecast for: IMOS [2025-12-02T20:34:13.757065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'. [2025-12-02T20:34:13.767980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMOS'. [2025-12-02T20:34:13.768337] [INFO ] [FORECASTER] Starting predict_future for IMOS [2025-12-02T20:34:13.769120] [DEBUG] [LOCAL ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt [2025-12-02T20:34:13.769169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:13.769200] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:13.769225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:13.769279] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:13.824633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:13.825442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:13.825526] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:13.825557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:13.942053] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:13.942209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:13.942249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:13.942276] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:13.945667] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=70.68%) [2025-12-02T20:34:13.945972] [INFO ] [FORECASTER] Completed predict_future for IMOS [2025-12-02T20:34:13.946101] [INFO ] [sig ] IMOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:14.085315] [INFO ] [LOCAL ] Saved forecast: IMOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMOS.txt [2025-12-02T20:34:14.085435] [INFO ] [sig ] [1622/3544] Completed IMOS in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.8m [2025-12-02T20:34:14.085471] [INFO ] [sig ] [1623/3544] Forecasting IMPP... [2025-12-02T20:34:14.085498] [INFO ] [sig ] Generating forecast for: IMPP [2025-12-02T20:34:14.085527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'. [2025-12-02T20:34:14.097612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMPP'. [2025-12-02T20:34:14.097988] [INFO ] [FORECASTER] Starting predict_future for IMPP [2025-12-02T20:34:14.098835] [DEBUG] [LOCAL ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt [2025-12-02T20:34:14.098885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:14.098915] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:14.098941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:14.098996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:14.161791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:14.162766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:14.162853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:14.162885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:14.283691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:14.283876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:14.283920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:14.283949] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:14.287538] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=90.59%) [2025-12-02T20:34:14.287847] [INFO ] [FORECASTER] Completed predict_future for IMPP [2025-12-02T20:34:14.288005] [INFO ] [sig ] IMPP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:14.424822] [INFO ] [LOCAL ] Saved forecast: IMPP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMPP.txt [2025-12-02T20:34:14.424953] [INFO ] [sig ] [1623/3544] Completed IMPP in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:14.424990] [INFO ] [sig ] [1624/3544] Forecasting IMRX... [2025-12-02T20:34:14.425026] [INFO ] [sig ] Generating forecast for: IMRX [2025-12-02T20:34:14.425056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'. [2025-12-02T20:34:14.437028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMRX'. [2025-12-02T20:34:14.437355] [INFO ] [FORECASTER] Starting predict_future for IMRX [2025-12-02T20:34:14.438192] [DEBUG] [LOCAL ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt [2025-12-02T20:34:14.438242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:14.438273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:14.438298] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:14.438356] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:14.493896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:14.494482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:14.494558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:14.494606] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:14.613011] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:14.613149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:14.613185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:14.613213] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:14.616413] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=91.65%) [2025-12-02T20:34:14.616687] [INFO ] [FORECASTER] Completed predict_future for IMRX [2025-12-02T20:34:14.616809] [INFO ] [sig ] IMRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:14.751673] [INFO ] [LOCAL ] Saved forecast: IMRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMRX.txt [2025-12-02T20:34:14.751787] [INFO ] [sig ] [1624/3544] Completed IMRX in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:14.751827] [INFO ] [sig ] [1625/3544] Forecasting IMTX... [2025-12-02T20:34:14.751855] [INFO ] [sig ] Generating forecast for: IMTX [2025-12-02T20:34:14.751884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'. [2025-12-02T20:34:14.764006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMTX'. [2025-12-02T20:34:14.764347] [INFO ] [FORECASTER] Starting predict_future for IMTX [2025-12-02T20:34:14.765183] [DEBUG] [LOCAL ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt [2025-12-02T20:34:14.765233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:14.765295] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:14.765323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:14.765380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:14.822905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:14.823607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:14.823690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:14.823722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:14.946825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:14.946993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:14.947040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:14.947068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:14.950489] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=86.74%) [2025-12-02T20:34:14.950784] [INFO ] [FORECASTER] Completed predict_future for IMTX [2025-12-02T20:34:14.950909] [INFO ] [sig ] IMTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:15.088948] [INFO ] [LOCAL ] Saved forecast: IMTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IMTX.txt [2025-12-02T20:34:15.089072] [INFO ] [sig ] [1625/3544] Completed IMTX in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:15.089109] [INFO ] [sig ] [1626/3544] Forecasting IMXI... [2025-12-02T20:34:15.089136] [INFO ] [sig ] Generating forecast for: IMXI [2025-12-02T20:34:15.089165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'. [2025-12-02T20:34:15.106569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMXI'. [2025-12-02T20:34:15.107266] [INFO ] [FORECASTER] Starting predict_future for IMXI [2025-12-02T20:34:15.108558] [DEBUG] [LOCAL ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt [2025-12-02T20:34:15.108691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:15.108739] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:15.108781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:15.108868] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:15.170725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:15.171907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:15.172009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:15.172045] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:15.294234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:15.294464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:15.294511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:15.294539] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:15.298303] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=19.31%) [2025-12-02T20:34:15.298613] [INFO ] [FORECASTER] Completed predict_future for IMXI [2025-12-02T20:34:15.298788] [INFO ] [sig ] IMXI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:15.444214] [INFO ] [LOCAL ] Saved forecast: IMXI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IMXI.txt [2025-12-02T20:34:15.444808] [INFO ] [sig ] [1626/3544] Completed IMXI in 0.4s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:15.444853] [INFO ] [sig ] [1627/3544] Forecasting INAB... [2025-12-02T20:34:15.444886] [INFO ] [sig ] Generating forecast for: INAB [2025-12-02T20:34:15.444917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'. [2025-12-02T20:34:15.457253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INAB'. [2025-12-02T20:34:15.457638] [INFO ] [FORECASTER] Starting predict_future for INAB [2025-12-02T20:34:15.458523] [DEBUG] [LOCAL ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt [2025-12-02T20:34:15.458589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:15.458625] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:15.458652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:15.458709] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:15.517009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:15.517816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:15.517937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:15.517974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:15.635233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:15.635382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:15.635423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:15.635470] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:15.639142] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=25.93%) [2025-12-02T20:34:15.639410] [INFO ] [FORECASTER] Completed predict_future for INAB [2025-12-02T20:34:15.639533] [INFO ] [sig ] INAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:15.777316] [INFO ] [LOCAL ] Saved forecast: INAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INAB.txt [2025-12-02T20:34:15.777452] [INFO ] [sig ] [1627/3544] Completed INAB in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:15.777488] [INFO ] [sig ] [1628/3544] Forecasting INBK... [2025-12-02T20:34:15.777516] [INFO ] [sig ] Generating forecast for: INBK [2025-12-02T20:34:15.777544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'. [2025-12-02T20:34:15.789844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBK'. [2025-12-02T20:34:15.790157] [INFO ] [FORECASTER] Starting predict_future for INBK [2025-12-02T20:34:15.791024] [DEBUG] [LOCAL ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt [2025-12-02T20:34:15.791075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:15.791107] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:15.791134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:15.791192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:15.848916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:15.849602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:15.849681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:15.849712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:15.968617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:15.968766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:15.968813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:15.968883] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:15.972210] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=62.40%) [2025-12-02T20:34:15.972477] [INFO ] [FORECASTER] Completed predict_future for INBK [2025-12-02T20:34:15.972616] [INFO ] [sig ] INBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:16.110195] [INFO ] [LOCAL ] Saved forecast: INBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INBK.txt [2025-12-02T20:34:16.110324] [INFO ] [sig ] [1628/3544] Completed INBK in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:16.110362] [INFO ] [sig ] [1629/3544] Forecasting INBX... [2025-12-02T20:34:16.110390] [INFO ] [sig ] Generating forecast for: INBX [2025-12-02T20:34:16.110417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'. [2025-12-02T20:34:16.121964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBX'. [2025-12-02T20:34:16.122233] [INFO ] [FORECASTER] Starting predict_future for INBX [2025-12-02T20:34:16.123038] [DEBUG] [LOCAL ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt [2025-12-02T20:34:16.123087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:16.123117] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:16.123142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:16.123195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:16.179779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:16.180393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:16.180472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:16.180517] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:16.300317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:16.300475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:16.300516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:16.300542] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:16.303834] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=72.50%) [2025-12-02T20:34:16.304094] [INFO ] [FORECASTER] Completed predict_future for INBX [2025-12-02T20:34:16.304213] [INFO ] [sig ] INBX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:16.449773] [INFO ] [LOCAL ] Saved forecast: INBX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INBX.txt [2025-12-02T20:34:16.449937] [INFO ] [sig ] [1629/3544] Completed INBX in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:16.449976] [INFO ] [sig ] [1630/3544] Forecasting INCY... [2025-12-02T20:34:16.450003] [INFO ] [sig ] Generating forecast for: INCY [2025-12-02T20:34:16.450031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'. [2025-12-02T20:34:16.461609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INCY'. [2025-12-02T20:34:16.461954] [INFO ] [FORECASTER] Starting predict_future for INCY [2025-12-02T20:34:16.462754] [DEBUG] [LOCAL ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt [2025-12-02T20:34:16.462803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:16.462838] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:16.462865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:16.462919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:16.518608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:16.519210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:16.519285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:16.519316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:16.637302] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:16.637472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:16.637519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:16.637551] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:16.640914] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=86.48%) [2025-12-02T20:34:16.641172] [INFO ] [FORECASTER] Completed predict_future for INCY [2025-12-02T20:34:16.641293] [INFO ] [sig ] INCY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:16.777284] [INFO ] [LOCAL ] Saved forecast: INCY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INCY.txt [2025-12-02T20:34:16.777408] [INFO ] [sig ] [1630/3544] Completed INCY in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:16.777445] [INFO ] [sig ] [1631/3544] Forecasting INDB... [2025-12-02T20:34:16.777474] [INFO ] [sig ] Generating forecast for: INDB [2025-12-02T20:34:16.777503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'. [2025-12-02T20:34:16.789154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDB'. [2025-12-02T20:34:16.789484] [INFO ] [FORECASTER] Starting predict_future for INDB [2025-12-02T20:34:16.790312] [DEBUG] [LOCAL ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt [2025-12-02T20:34:16.790362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:16.790392] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:16.790428] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:16.790483] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:16.848099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:16.848914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:16.848996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:16.849028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:16.965128] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:16.965286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:16.965326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:16.965353] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:16.968871] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=5.19%) [2025-12-02T20:34:16.969142] [INFO ] [FORECASTER] Completed predict_future for INDB [2025-12-02T20:34:16.969271] [INFO ] [sig ] INDB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:17.107358] [INFO ] [LOCAL ] Saved forecast: INDB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INDB.txt [2025-12-02T20:34:17.107514] [INFO ] [sig ] [1631/3544] Completed INDB in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:17.107552] [INFO ] [sig ] [1632/3544] Forecasting INDI... [2025-12-02T20:34:17.107600] [INFO ] [sig ] Generating forecast for: INDI [2025-12-02T20:34:17.107633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'. [2025-12-02T20:34:17.119699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDI'. [2025-12-02T20:34:17.119977] [INFO ] [FORECASTER] Starting predict_future for INDI [2025-12-02T20:34:17.120745] [DEBUG] [LOCAL ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt [2025-12-02T20:34:17.120793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:17.120823] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:17.120849] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:17.120902] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:17.177422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:17.178253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:17.178335] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:17.178366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:17.302953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:17.303104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:17.303144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:17.303170] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:17.306421] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=61.30%) [2025-12-02T20:34:17.306713] [INFO ] [FORECASTER] Completed predict_future for INDI [2025-12-02T20:34:17.306837] [INFO ] [sig ] INDI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:17.453601] [INFO ] [LOCAL ] Saved forecast: INDI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INDI.txt [2025-12-02T20:34:17.453759] [INFO ] [sig ] [1632/3544] Completed INDI in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:17.453800] [INFO ] [sig ] [1633/3544] Forecasting INDP... [2025-12-02T20:34:17.453833] [INFO ] [sig ] Generating forecast for: INDP [2025-12-02T20:34:17.453861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'. [2025-12-02T20:34:17.466237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDP'. [2025-12-02T20:34:17.466586] [INFO ] [FORECASTER] Starting predict_future for INDP [2025-12-02T20:34:17.467405] [DEBUG] [LOCAL ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt [2025-12-02T20:34:17.467455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:17.467486] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:17.467511] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:17.467566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:17.524500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:17.525623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:17.525744] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:17.525790] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:17.631522] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:17.631712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:17.631755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:17.631780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:17.635167] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=88.09%) [2025-12-02T20:34:17.635446] [INFO ] [FORECASTER] Completed predict_future for INDP [2025-12-02T20:34:17.635591] [INFO ] [sig ] INDP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:17.789456] [INFO ] [LOCAL ] Saved forecast: INDP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INDP.txt [2025-12-02T20:34:17.789600] [INFO ] [sig ] [1633/3544] Completed INDP in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:17.789639] [INFO ] [sig ] [1634/3544] Forecasting INDY... [2025-12-02T20:34:17.789667] [INFO ] [sig ] Generating forecast for: INDY [2025-12-02T20:34:17.789695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'. [2025-12-02T20:34:17.801916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDY'. [2025-12-02T20:34:17.802335] [INFO ] [FORECASTER] Starting predict_future for INDY [2025-12-02T20:34:17.803150] [DEBUG] [LOCAL ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt [2025-12-02T20:34:17.803200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:17.803230] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:17.803254] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:17.803308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:17.858952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:17.859802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:17.859898] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:17.859935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:17.980924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:17.981072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:17.981110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:17.981137] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:17.984367] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=66.10%) [2025-12-02T20:34:17.984643] [INFO ] [FORECASTER] Completed predict_future for INDY [2025-12-02T20:34:17.984758] [INFO ] [sig ] INDY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:18.119530] [INFO ] [LOCAL ] Saved forecast: INDY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INDY.txt [2025-12-02T20:34:18.119662] [INFO ] [sig ] [1634/3544] Completed INDY in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:18.119699] [INFO ] [sig ] [1635/3544] Forecasting INFY... [2025-12-02T20:34:18.119727] [INFO ] [sig ] Generating forecast for: INFY [2025-12-02T20:34:18.119762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-12-02T20:34:18.133636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INFY'. [2025-12-02T20:34:18.134240] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-12-02T20:34:18.135196] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-12-02T20:34:18.135247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:18.135279] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:18.135306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:18.135362] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:18.195505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:18.196645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:18.196792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:18.196827] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:18.320975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:18.321216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:18.321268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:18.321297] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:18.325227] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=56.85%) [2025-12-02T20:34:18.325530] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-12-02T20:34:18.325681] [INFO ] [sig ] INFY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:18.463977] [INFO ] [LOCAL ] Saved forecast: INFY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INFY.txt [2025-12-02T20:34:18.464153] [INFO ] [sig ] [1635/3544] Completed INFY in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 10.7m [2025-12-02T20:34:18.464191] [INFO ] [sig ] [1636/3544] Forecasting ING... [2025-12-02T20:34:18.464221] [INFO ] [sig ] Generating forecast for: ING [2025-12-02T20:34:18.464252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-12-02T20:34:18.477908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ING'. [2025-12-02T20:34:18.478318] [INFO ] [FORECASTER] Starting predict_future for ING [2025-12-02T20:34:18.479208] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-12-02T20:34:18.479257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:18.479288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:18.479313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:18.479367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:18.540641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:18.541557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:18.541665] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:18.541698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:18.664803] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:18.664962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:18.665002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:18.665029] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:18.668378] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=17.02%) [2025-12-02T20:34:18.668656] [INFO ] [FORECASTER] Completed predict_future for ING [2025-12-02T20:34:18.668776] [INFO ] [sig ] ING: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:18.807312] [INFO ] [LOCAL ] Saved forecast: ING 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ING.txt [2025-12-02T20:34:18.807451] [INFO ] [sig ] [1636/3544] Completed ING in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.7m [2025-12-02T20:34:18.807489] [INFO ] [sig ] [1637/3544] Forecasting INGN... [2025-12-02T20:34:18.807517] [INFO ] [sig ] Generating forecast for: INGN [2025-12-02T20:34:18.807545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'. [2025-12-02T20:34:18.820965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INGN'. [2025-12-02T20:34:18.821409] [INFO ] [FORECASTER] Starting predict_future for INGN [2025-12-02T20:34:18.822421] [DEBUG] [LOCAL ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt [2025-12-02T20:34:18.822472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:18.822504] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:18.822528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:18.822600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:18.878087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:18.878940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:18.879033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:18.879067] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:18.997909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:18.998144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:18.998191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:18.998217] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:19.002000] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=5.71%) [2025-12-02T20:34:19.002292] [INFO ] [FORECASTER] Completed predict_future for INGN [2025-12-02T20:34:19.002417] [INFO ] [sig ] INGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:19.142354] [INFO ] [LOCAL ] Saved forecast: INGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INGN.txt [2025-12-02T20:34:19.142552] [INFO ] [sig ] [1637/3544] Completed INGN in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.7m [2025-12-02T20:34:19.142617] [INFO ] [sig ] [1638/3544] Forecasting INM... [2025-12-02T20:34:19.142650] [INFO ] [sig ] Generating forecast for: INM [2025-12-02T20:34:19.142684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'. [2025-12-02T20:34:19.155615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INM'. [2025-12-02T20:34:19.155969] [INFO ] [FORECASTER] Starting predict_future for INM [2025-12-02T20:34:19.156980] [DEBUG] [LOCAL ] No optimal features file found for INM: ./output/feature-sets/INM.txt [2025-12-02T20:34:19.157031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:19.157063] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:19.157088] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:19.157145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:19.214738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:19.215876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:19.215973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:19.216006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:19.339042] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:19.339277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:19.339326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:19.339354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:19.343272] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=16.96%) [2025-12-02T20:34:19.343564] [INFO ] [FORECASTER] Completed predict_future for INM [2025-12-02T20:34:19.343717] [INFO ] [sig ] INM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:19.485822] [INFO ] [LOCAL ] Saved forecast: INM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INM.txt [2025-12-02T20:34:19.486063] [INFO ] [sig ] [1638/3544] Completed INM in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.7m [2025-12-02T20:34:19.486103] [INFO ] [sig ] [1639/3544] Forecasting INMB... [2025-12-02T20:34:19.486132] [INFO ] [sig ] Generating forecast for: INMB [2025-12-02T20:34:19.486163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'. [2025-12-02T20:34:19.500665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMB'. [2025-12-02T20:34:19.501131] [INFO ] [FORECASTER] Starting predict_future for INMB [2025-12-02T20:34:19.502118] [DEBUG] [LOCAL ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt [2025-12-02T20:34:19.502168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:19.502203] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:19.502229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:19.502296] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:19.558792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:19.559912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:19.560013] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:19.560045] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:19.690103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:19.690258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:19.690298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:19.690324] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:19.693682] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=64.98%) [2025-12-02T20:34:19.693953] [INFO ] [FORECASTER] Completed predict_future for INMB [2025-12-02T20:34:19.694077] [INFO ] [sig ] INMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:19.829619] [INFO ] [LOCAL ] Saved forecast: INMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INMB.txt [2025-12-02T20:34:19.829742] [INFO ] [sig ] [1639/3544] Completed INMB in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.7m [2025-12-02T20:34:19.829777] [INFO ] [sig ] [1640/3544] Forecasting INMD... [2025-12-02T20:34:19.829806] [INFO ] [sig ] Generating forecast for: INMD [2025-12-02T20:34:19.829833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'. [2025-12-02T20:34:19.841453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMD'. [2025-12-02T20:34:19.841740] [INFO ] [FORECASTER] Starting predict_future for INMD [2025-12-02T20:34:19.842517] [DEBUG] [LOCAL ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt [2025-12-02T20:34:19.842564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:19.842616] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:19.842642] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:19.842696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:19.898181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:19.898783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:19.898857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:19.898888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:20.017848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:20.020862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:20.020904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:20.020932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:20.024246] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=1.50%) [2025-12-02T20:34:20.024502] [INFO ] [FORECASTER] Completed predict_future for INMD [2025-12-02T20:34:20.024643] [INFO ] [sig ] INMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:20.160492] [INFO ] [LOCAL ] Saved forecast: INMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INMD.txt [2025-12-02T20:34:20.160654] [INFO ] [sig ] [1640/3544] Completed INMD in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.7m [2025-12-02T20:34:20.160695] [INFO ] [sig ] [1641/3544] Forecasting INN... [2025-12-02T20:34:20.160723] [INFO ] [sig ] Generating forecast for: INN [2025-12-02T20:34:20.160752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-12-02T20:34:20.172139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INN'. [2025-12-02T20:34:20.172482] [INFO ] [FORECASTER] Starting predict_future for INN [2025-12-02T20:34:20.173251] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-12-02T20:34:20.173299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:20.173330] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:20.173355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:20.173409] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:20.228634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:20.229455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:20.229535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:20.229567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:20.344335] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:20.344483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:20.344522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:20.344550] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:20.347814] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=87.08%) [2025-12-02T20:34:20.348088] [INFO ] [FORECASTER] Completed predict_future for INN [2025-12-02T20:34:20.348207] [INFO ] [sig ] INN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:20.486052] [INFO ] [LOCAL ] Saved forecast: INN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INN.txt [2025-12-02T20:34:20.486174] [INFO ] [sig ] [1641/3544] Completed INN in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:20.486209] [INFO ] [sig ] [1642/3544] Forecasting INO... [2025-12-02T20:34:20.486237] [INFO ] [sig ] Generating forecast for: INO [2025-12-02T20:34:20.486265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'. [2025-12-02T20:34:20.497635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INO'. [2025-12-02T20:34:20.497922] [INFO ] [FORECASTER] Starting predict_future for INO [2025-12-02T20:34:20.498705] [DEBUG] [LOCAL ] No optimal features file found for INO: ./output/feature-sets/INO.txt [2025-12-02T20:34:20.498752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:20.498806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:20.498834] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:20.498900] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:20.556713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:20.557516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:20.557613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:20.557646] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:20.676307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:20.676460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:20.676503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:20.676533] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:20.679840] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=39.40%) [2025-12-02T20:34:20.680127] [INFO ] [FORECASTER] Completed predict_future for INO [2025-12-02T20:34:20.680242] [INFO ] [sig ] INO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:20.825665] [INFO ] [LOCAL ] Saved forecast: INO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INO.txt [2025-12-02T20:34:20.825829] [INFO ] [sig ] [1642/3544] Completed INO in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:20.825867] [INFO ] [sig ] [1643/3544] Forecasting INOD... [2025-12-02T20:34:20.825895] [INFO ] [sig ] Generating forecast for: INOD [2025-12-02T20:34:20.825925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'. [2025-12-02T20:34:20.837616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INOD'. [2025-12-02T20:34:20.837963] [INFO ] [FORECASTER] Starting predict_future for INOD [2025-12-02T20:34:20.838801] [DEBUG] [LOCAL ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt [2025-12-02T20:34:20.838851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:20.838888] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:20.838918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:20.838985] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:20.896062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:20.896705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:20.896783] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:20.896815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:21.020118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:21.020271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:21.020320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:21.020350] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:21.023714] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=95.41%) [2025-12-02T20:34:21.024000] [INFO ] [FORECASTER] Completed predict_future for INOD [2025-12-02T20:34:21.024123] [INFO ] [sig ] INOD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:21.167154] [INFO ] [LOCAL ] Saved forecast: INOD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INOD.txt [2025-12-02T20:34:21.167292] [INFO ] [sig ] [1643/3544] Completed INOD in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:21.167329] [INFO ] [sig ] [1644/3544] Forecasting INSE... [2025-12-02T20:34:21.167356] [INFO ] [sig ] Generating forecast for: INSE [2025-12-02T20:34:21.167384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'. [2025-12-02T20:34:21.182721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSE'. [2025-12-02T20:34:21.183427] [INFO ] [FORECASTER] Starting predict_future for INSE [2025-12-02T20:34:21.184731] [DEBUG] [LOCAL ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt [2025-12-02T20:34:21.184811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:21.184845] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:21.184873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:21.184932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:21.242929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:21.244103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:21.244213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:21.244247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:21.370142] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:21.370373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:21.370421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:21.370448] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:21.374301] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=74.70%) [2025-12-02T20:34:21.374618] [INFO ] [FORECASTER] Completed predict_future for INSE [2025-12-02T20:34:21.374755] [INFO ] [sig ] INSE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:21.519466] [INFO ] [LOCAL ] Saved forecast: INSE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INSE.txt [2025-12-02T20:34:21.519685] [INFO ] [sig ] [1644/3544] Completed INSE in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:21.519729] [INFO ] [sig ] [1645/3544] Forecasting INSG... [2025-12-02T20:34:21.519758] [INFO ] [sig ] Generating forecast for: INSG [2025-12-02T20:34:21.519792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'. [2025-12-02T20:34:21.533144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSG'. [2025-12-02T20:34:21.533619] [INFO ] [FORECASTER] Starting predict_future for INSG [2025-12-02T20:34:21.534609] [DEBUG] [LOCAL ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt [2025-12-02T20:34:21.534660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:21.534693] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:21.534718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:21.534803] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:21.591347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:21.592465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:21.592567] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:21.592620] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:21.714019] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:21.714257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:21.714307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:21.714388] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:21.718695] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=62.56%) [2025-12-02T20:34:21.719096] [INFO ] [FORECASTER] Completed predict_future for INSG [2025-12-02T20:34:21.719259] [INFO ] [sig ] INSG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:21.877014] [INFO ] [LOCAL ] Saved forecast: INSG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INSG.txt [2025-12-02T20:34:21.877242] [INFO ] [sig ] [1645/3544] Completed INSG in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:21.877284] [INFO ] [sig ] [1646/3544] Forecasting INSM... [2025-12-02T20:34:21.877311] [INFO ] [sig ] Generating forecast for: INSM [2025-12-02T20:34:21.877345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'. [2025-12-02T20:34:21.892380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSM'. [2025-12-02T20:34:21.893025] [INFO ] [FORECASTER] Starting predict_future for INSM [2025-12-02T20:34:21.894218] [DEBUG] [LOCAL ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt [2025-12-02T20:34:21.894271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:21.894304] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:21.894331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:21.894389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:21.953513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:21.954743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:21.954840] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:21.954873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:22.077998] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:22.078228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:22.078279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:22.078307] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:22.082780] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=83.92%) [2025-12-02T20:34:22.083259] [INFO ] [FORECASTER] Completed predict_future for INSM [2025-12-02T20:34:22.083433] [INFO ] [sig ] INSM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:22.236602] [INFO ] [LOCAL ] Saved forecast: INSM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INSM.txt [2025-12-02T20:34:22.236844] [INFO ] [sig ] [1646/3544] Completed INSM in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:22.236887] [INFO ] [sig ] [1647/3544] Forecasting INSP... [2025-12-02T20:34:22.236916] [INFO ] [sig ] Generating forecast for: INSP [2025-12-02T20:34:22.236948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-12-02T20:34:22.254250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSP'. [2025-12-02T20:34:22.254816] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-12-02T20:34:22.256045] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-12-02T20:34:22.256110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:22.256156] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:22.256191] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:22.256272] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:22.339349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:22.340290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:22.340379] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:22.340413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:22.508131] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:22.508319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:22.508385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:22.508432] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:22.513637] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=36.63%) [2025-12-02T20:34:22.514135] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-12-02T20:34:22.514340] [INFO ] [sig ] INSP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:22.683508] [INFO ] [LOCAL ] Saved forecast: INSP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INSP.txt [2025-12-02T20:34:22.683713] [INFO ] [sig ] [1647/3544] Completed INSP in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:22.683757] [INFO ] [sig ] [1648/3544] Forecasting INTA... [2025-12-02T20:34:22.683786] [INFO ] [sig ] Generating forecast for: INTA [2025-12-02T20:34:22.683817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'. [2025-12-02T20:34:22.696161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTA'. [2025-12-02T20:34:22.696634] [INFO ] [FORECASTER] Starting predict_future for INTA [2025-12-02T20:34:22.697483] [DEBUG] [LOCAL ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt [2025-12-02T20:34:22.697534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:22.697565] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:22.697627] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:22.697686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:22.755273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:22.756179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:22.756266] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:22.756298] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:22.899672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:22.899853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:22.899920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:22.899976] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:22.904940] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-12-02T20:34:22.905391] [INFO ] [FORECASTER] Completed predict_future for INTA [2025-12-02T20:34:22.905611] [INFO ] [sig ] INTA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:23.106916] [INFO ] [LOCAL ] Saved forecast: INTA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INTA.txt [2025-12-02T20:34:23.107139] [INFO ] [sig ] [1648/3544] Completed INTA in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:23.107198] [INFO ] [sig ] [1649/3544] Forecasting INTC... [2025-12-02T20:34:23.107245] [INFO ] [sig ] Generating forecast for: INTC [2025-12-02T20:34:23.107293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'. [2025-12-02T20:34:23.121436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTC'. [2025-12-02T20:34:23.121890] [INFO ] [FORECASTER] Starting predict_future for INTC [2025-12-02T20:34:23.122862] [DEBUG] [LOCAL ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt [2025-12-02T20:34:23.122918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:23.122964] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:23.123004] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:23.123071] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:23.188146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:23.189112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:23.189218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:23.189260] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:23.313465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:23.313663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:23.313723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:23.313755] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:23.317946] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=32.08%) [2025-12-02T20:34:23.318340] [INFO ] [FORECASTER] Completed predict_future for INTC [2025-12-02T20:34:23.318511] [INFO ] [sig ] INTC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:23.463095] [INFO ] [LOCAL ] Saved forecast: INTC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INTC.txt [2025-12-02T20:34:23.463261] [INFO ] [sig ] [1649/3544] Completed INTC in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:23.463310] [INFO ] [sig ] [1650/3544] Forecasting INTZ... [2025-12-02T20:34:23.463340] [INFO ] [sig ] Generating forecast for: INTZ [2025-12-02T20:34:23.463369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'. [2025-12-02T20:34:23.476202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTZ'. [2025-12-02T20:34:23.476551] [INFO ] [FORECASTER] Starting predict_future for INTZ [2025-12-02T20:34:23.477383] [DEBUG] [LOCAL ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt [2025-12-02T20:34:23.477433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:23.477464] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:23.477490] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:23.477545] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:23.534103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:23.535403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:23.535487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:23.535521] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:23.669343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:23.669515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:23.669597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:23.669645] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:23.673123] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-12-02T20:34:23.673403] [INFO ] [FORECASTER] Completed predict_future for INTZ [2025-12-02T20:34:23.673531] [INFO ] [sig ] INTZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:23.822945] [INFO ] [LOCAL ] Saved forecast: INTZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INTZ.txt [2025-12-02T20:34:23.823114] [INFO ] [sig ] [1650/3544] Completed INTZ in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:23.823162] [INFO ] [sig ] [1651/3544] Forecasting INVA... [2025-12-02T20:34:23.823193] [INFO ] [sig ] Generating forecast for: INVA [2025-12-02T20:34:23.823224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'. [2025-12-02T20:34:23.834860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVA'. [2025-12-02T20:34:23.835155] [INFO ] [FORECASTER] Starting predict_future for INVA [2025-12-02T20:34:23.835948] [DEBUG] [LOCAL ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt [2025-12-02T20:34:23.836007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:23.836044] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:23.836074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:23.836137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:23.891465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:23.892182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:23.892261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:23.892291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:24.008329] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:24.008495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:24.008535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:24.008562] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:24.011798] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=28.59%) [2025-12-02T20:34:24.012057] [INFO ] [FORECASTER] Completed predict_future for INVA [2025-12-02T20:34:24.012176] [INFO ] [sig ] INVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:24.147761] [INFO ] [LOCAL ] Saved forecast: INVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INVA.txt [2025-12-02T20:34:24.147912] [INFO ] [sig ] [1651/3544] Completed INVA in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:24.147949] [INFO ] [sig ] [1652/3544] Forecasting INVE... [2025-12-02T20:34:24.147980] [INFO ] [sig ] Generating forecast for: INVE [2025-12-02T20:34:24.148011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'. [2025-12-02T20:34:24.158740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVE'. [2025-12-02T20:34:24.159094] [INFO ] [FORECASTER] Starting predict_future for INVE [2025-12-02T20:34:24.159894] [DEBUG] [LOCAL ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt [2025-12-02T20:34:24.159952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:24.159990] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:24.160023] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:24.160091] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:24.218365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:24.219270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:24.219393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:24.219433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:24.342105] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:24.342254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:24.342294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:24.342321] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:24.345651] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=13.36%) [2025-12-02T20:34:24.345930] [INFO ] [FORECASTER] Completed predict_future for INVE [2025-12-02T20:34:24.346063] [INFO ] [sig ] INVE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:24.483009] [INFO ] [LOCAL ] Saved forecast: INVE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INVE.txt [2025-12-02T20:34:24.483151] [INFO ] [sig ] [1652/3544] Completed INVE in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 10.6m [2025-12-02T20:34:24.483187] [INFO ] [sig ] [1653/3544] Forecasting INVH... [2025-12-02T20:34:24.483216] [INFO ] [sig ] Generating forecast for: INVH [2025-12-02T20:34:24.483246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-12-02T20:34:24.495094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVH'. [2025-12-02T20:34:24.495371] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-12-02T20:34:24.496142] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-12-02T20:34:24.496190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:24.496221] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:24.496246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:24.496299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:24.554749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:24.555517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:24.555622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:24.555656] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:24.674307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:24.674459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:24.674500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:24.674527] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:24.678408] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=58.52%) [2025-12-02T20:34:24.678689] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-12-02T20:34:24.678811] [INFO ] [sig ] INVH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:24.815958] [INFO ] [LOCAL ] Saved forecast: INVH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/INVH.txt [2025-12-02T20:34:24.816105] [INFO ] [sig ] [1653/3544] Completed INVH in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.6m [2025-12-02T20:34:24.816142] [INFO ] [sig ] [1654/3544] Forecasting INVZ... [2025-12-02T20:34:24.816171] [INFO ] [sig ] Generating forecast for: INVZ [2025-12-02T20:34:24.816206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'. [2025-12-02T20:34:24.827382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVZ'. [2025-12-02T20:34:24.827685] [INFO ] [FORECASTER] Starting predict_future for INVZ [2025-12-02T20:34:24.828463] [DEBUG] [LOCAL ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt [2025-12-02T20:34:24.828512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:24.828542] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:24.828567] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:24.828648] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:24.883145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:24.883855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:24.883937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:24.883968] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:25.000584] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:25.000726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:25.000765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:25.000792] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:25.004049] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=15.99%) [2025-12-02T20:34:25.004329] [INFO ] [FORECASTER] Completed predict_future for INVZ [2025-12-02T20:34:25.004452] [INFO ] [sig ] INVZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:25.140749] [INFO ] [LOCAL ] Saved forecast: INVZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/INVZ.txt [2025-12-02T20:34:25.140867] [INFO ] [sig ] [1654/3544] Completed INVZ in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.6m [2025-12-02T20:34:25.140902] [INFO ] [sig ] [1655/3544] Forecasting IONS... [2025-12-02T20:34:25.140930] [INFO ] [sig ] Generating forecast for: IONS [2025-12-02T20:34:25.140960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'. [2025-12-02T20:34:25.152614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IONS'. [2025-12-02T20:34:25.152966] [INFO ] [FORECASTER] Starting predict_future for IONS [2025-12-02T20:34:25.153767] [DEBUG] [LOCAL ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt [2025-12-02T20:34:25.153828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:25.153860] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:25.153885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:25.153939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:25.209398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:25.210214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:25.210292] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:25.210322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:25.333983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:25.334136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:25.334176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:25.334204] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:25.337536] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=35.62%) [2025-12-02T20:34:25.337841] [INFO ] [FORECASTER] Completed predict_future for IONS [2025-12-02T20:34:25.337997] [INFO ] [sig ] IONS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:25.476834] [INFO ] [LOCAL ] Saved forecast: IONS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IONS.txt [2025-12-02T20:34:25.476995] [INFO ] [sig ] [1655/3544] Completed IONS in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.6m [2025-12-02T20:34:25.477033] [INFO ] [sig ] [1656/3544] Forecasting IOSP... [2025-12-02T20:34:25.477062] [INFO ] [sig ] Generating forecast for: IOSP [2025-12-02T20:34:25.477090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'. [2025-12-02T20:34:25.487365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IOSP'. [2025-12-02T20:34:25.487653] [INFO ] [FORECASTER] Starting predict_future for IOSP [2025-12-02T20:34:25.488448] [DEBUG] [LOCAL ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt [2025-12-02T20:34:25.488496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:25.488526] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:25.488551] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:25.488622] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:25.553644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:25.554455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:25.554535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:25.554565] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:25.668020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:25.668165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:25.668205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:25.668231] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:25.671506] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=64.42%) [2025-12-02T20:34:25.671781] [INFO ] [FORECASTER] Completed predict_future for IOSP [2025-12-02T20:34:25.671896] [INFO ] [sig ] IOSP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:25.807167] [INFO ] [LOCAL ] Saved forecast: IOSP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IOSP.txt [2025-12-02T20:34:25.807275] [INFO ] [sig ] [1656/3544] Completed IOSP in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.6m [2025-12-02T20:34:25.807309] [INFO ] [sig ] [1657/3544] Forecasting IOVA... [2025-12-02T20:34:25.807337] [INFO ] [sig ] Generating forecast for: IOVA [2025-12-02T20:34:25.807365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'. [2025-12-02T20:34:25.818165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IOVA'. [2025-12-02T20:34:25.818430] [INFO ] [FORECASTER] Starting predict_future for IOVA [2025-12-02T20:34:25.819209] [DEBUG] [LOCAL ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt [2025-12-02T20:34:25.819256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:25.819286] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:25.819312] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:25.819366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:25.875003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:25.875613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:25.875689] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:25.875721] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:25.999443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:25.999563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:25.999617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:25.999643] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:26.002884] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=91.86%) [2025-12-02T20:34:26.003147] [INFO ] [FORECASTER] Completed predict_future for IOVA [2025-12-02T20:34:26.003271] [INFO ] [sig ] IOVA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:26.140450] [INFO ] [LOCAL ] Saved forecast: IOVA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IOVA.txt [2025-12-02T20:34:26.140587] [INFO ] [sig ] [1657/3544] Completed IOVA in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.6m [2025-12-02T20:34:26.140627] [INFO ] [sig ] [1658/3544] Forecasting IPGP... [2025-12-02T20:34:26.140654] [INFO ] [sig ] Generating forecast for: IPGP [2025-12-02T20:34:26.140683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'. [2025-12-02T20:34:26.151808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPGP'. [2025-12-02T20:34:26.152067] [INFO ] [FORECASTER] Starting predict_future for IPGP [2025-12-02T20:34:26.152872] [DEBUG] [LOCAL ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt [2025-12-02T20:34:26.152920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:26.152950] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:26.152976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:26.153030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:26.212671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:26.213519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:26.213629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:26.213662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:26.332817] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:26.332964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:26.333002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:26.333030] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:26.336308] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=81.65%) [2025-12-02T20:34:26.336596] [INFO ] [FORECASTER] Completed predict_future for IPGP [2025-12-02T20:34:26.336718] [INFO ] [sig ] IPGP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:26.474792] [INFO ] [LOCAL ] Saved forecast: IPGP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IPGP.txt [2025-12-02T20:34:26.474913] [INFO ] [sig ] [1658/3544] Completed IPGP in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.6m [2025-12-02T20:34:26.474954] [INFO ] [sig ] [1659/3544] Forecasting IPI... [2025-12-02T20:34:26.474983] [INFO ] [sig ] Generating forecast for: IPI [2025-12-02T20:34:26.475011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-12-02T20:34:26.485745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPI'. [2025-12-02T20:34:26.486012] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-12-02T20:34:26.486824] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-12-02T20:34:26.486872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:26.486928] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:26.486955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:26.487009] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:26.543319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:26.543979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:26.544052] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:26.544082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:26.663934] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:26.664083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:26.664122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:26.664149] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:26.667416] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=22.41%) [2025-12-02T20:34:26.667721] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-12-02T20:34:26.667849] [INFO ] [sig ] IPI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:26.805020] [INFO ] [LOCAL ] Saved forecast: IPI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IPI.txt [2025-12-02T20:34:26.805146] [INFO ] [sig ] [1659/3544] Completed IPI in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.6m [2025-12-02T20:34:26.805182] [INFO ] [sig ] [1660/3544] Forecasting IQ... [2025-12-02T20:34:26.805211] [INFO ] [sig ] Generating forecast for: IQ [2025-12-02T20:34:26.805239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'. [2025-12-02T20:34:26.815789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQ'. [2025-12-02T20:34:26.816057] [INFO ] [FORECASTER] Starting predict_future for IQ [2025-12-02T20:34:26.816816] [DEBUG] [LOCAL ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt [2025-12-02T20:34:26.816863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:26.816893] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:26.816917] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:26.816971] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:26.872119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:26.872751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:26.872825] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:26.872856] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:26.993125] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:26.993260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:26.993302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:26.993328] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:26.996648] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=76.51%) [2025-12-02T20:34:26.996910] [INFO ] [FORECASTER] Completed predict_future for IQ [2025-12-02T20:34:26.997044] [INFO ] [sig ] IQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:27.133585] [INFO ] [LOCAL ] Saved forecast: IQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IQ.txt [2025-12-02T20:34:27.133695] [INFO ] [sig ] [1660/3544] Completed IQ in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:27.133730] [INFO ] [sig ] [1661/3544] Forecasting IQI... [2025-12-02T20:34:27.133758] [INFO ] [sig ] Generating forecast for: IQI [2025-12-02T20:34:27.133786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-12-02T20:34:27.150003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQI'. [2025-12-02T20:34:27.150285] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-12-02T20:34:27.151042] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-12-02T20:34:27.151094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:27.151125] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:27.151150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:27.151204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:27.206519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:27.207141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:27.207214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:27.207245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:27.323208] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:27.323325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:27.323362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:27.323392] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:27.326603] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=94.80%) [2025-12-02T20:34:27.326855] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-12-02T20:34:27.326968] [INFO ] [sig ] IQI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:27.464187] [INFO ] [LOCAL ] Saved forecast: IQI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IQI.txt [2025-12-02T20:34:27.464295] [INFO ] [sig ] [1661/3544] Completed IQI in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:27.464331] [INFO ] [sig ] [1662/3544] Forecasting IQQQ... [2025-12-02T20:34:27.464358] [INFO ] [sig ] Generating forecast for: IQQQ [2025-12-02T20:34:27.464387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'. [2025-12-02T20:34:27.475077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'. [2025-12-02T20:34:27.475349] [INFO ] [FORECASTER] Starting predict_future for IQQQ [2025-12-02T20:34:27.476119] [DEBUG] [LOCAL ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt [2025-12-02T20:34:27.476167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:27.476197] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:27.476222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:27.476276] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:27.531526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:27.532125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:27.532198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:27.532228] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:27.647292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:27.647405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:27.647456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:27.647483] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:27.650682] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=55.59%) [2025-12-02T20:34:27.650938] [INFO ] [FORECASTER] Completed predict_future for IQQQ [2025-12-02T20:34:27.651056] [INFO ] [sig ] IQQQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:27.791779] [INFO ] [LOCAL ] Saved forecast: IQQQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IQQQ.txt [2025-12-02T20:34:27.791925] [INFO ] [sig ] [1662/3544] Completed IQQQ in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:27.791963] [INFO ] [sig ] [1663/3544] Forecasting IRDM... [2025-12-02T20:34:27.791992] [INFO ] [sig ] Generating forecast for: IRDM [2025-12-02T20:34:27.792022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'. [2025-12-02T20:34:27.803316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRDM'. [2025-12-02T20:34:27.803693] [INFO ] [FORECASTER] Starting predict_future for IRDM [2025-12-02T20:34:27.804484] [DEBUG] [LOCAL ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt [2025-12-02T20:34:27.804535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:27.804567] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:27.804632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:27.804692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:27.863995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:27.864811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:27.864889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:27.864922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:27.981015] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:27.981155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:27.981193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:27.981218] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:27.984438] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=79.97%) [2025-12-02T20:34:27.984725] [INFO ] [FORECASTER] Completed predict_future for IRDM [2025-12-02T20:34:27.984846] [INFO ] [sig ] IRDM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:28.121217] [INFO ] [LOCAL ] Saved forecast: IRDM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IRDM.txt [2025-12-02T20:34:28.121338] [INFO ] [sig ] [1663/3544] Completed IRDM in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:28.121375] [INFO ] [sig ] [1664/3544] Forecasting IREN... [2025-12-02T20:34:28.121402] [INFO ] [sig ] Generating forecast for: IREN [2025-12-02T20:34:28.121430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'. [2025-12-02T20:34:28.132348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IREN'. [2025-12-02T20:34:28.132662] [INFO ] [FORECASTER] Starting predict_future for IREN [2025-12-02T20:34:28.133457] [DEBUG] [LOCAL ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt [2025-12-02T20:34:28.133507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:28.133540] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:28.133586] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:28.133658] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:28.190815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:28.191459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:28.191548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:28.191598] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:28.313788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:28.313919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:28.313955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:28.313981] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:28.317152] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=98.66%) [2025-12-02T20:34:28.317407] [INFO ] [FORECASTER] Completed predict_future for IREN [2025-12-02T20:34:28.317521] [INFO ] [sig ] IREN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:28.454261] [INFO ] [LOCAL ] Saved forecast: IREN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IREN.txt [2025-12-02T20:34:28.454397] [INFO ] [sig ] [1664/3544] Completed IREN in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:28.454433] [INFO ] [sig ] [1665/3544] Forecasting IRM... [2025-12-02T20:34:28.454462] [INFO ] [sig ] Generating forecast for: IRM [2025-12-02T20:34:28.454490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-12-02T20:34:28.465446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRM'. [2025-12-02T20:34:28.465738] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-12-02T20:34:28.466491] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-12-02T20:34:28.466539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:28.466569] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:28.466613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:28.466668] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:28.522525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:28.523296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:28.523378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:28.523410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:28.645821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:28.645948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:28.645986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:28.646014] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:28.649183] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=96.30%) [2025-12-02T20:34:28.649441] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-12-02T20:34:28.649562] [INFO ] [sig ] IRM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:28.784434] [INFO ] [LOCAL ] Saved forecast: IRM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IRM.txt [2025-12-02T20:34:28.784553] [INFO ] [sig ] [1665/3544] Completed IRM in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:28.784607] [INFO ] [sig ] [1666/3544] Forecasting IRMD... [2025-12-02T20:34:28.784636] [INFO ] [sig ] Generating forecast for: IRMD [2025-12-02T20:34:28.784664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'. [2025-12-02T20:34:28.795331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRMD'. [2025-12-02T20:34:28.795618] [INFO ] [FORECASTER] Starting predict_future for IRMD [2025-12-02T20:34:28.796372] [DEBUG] [LOCAL ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt [2025-12-02T20:34:28.796420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:28.796460] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:28.796487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:28.796541] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:28.853682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:28.854545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:28.854646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:28.854678] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:28.978542] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:28.978702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:28.978741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:28.978769] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:28.981990] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=39.36%) [2025-12-02T20:34:28.982248] [INFO ] [FORECASTER] Completed predict_future for IRMD [2025-12-02T20:34:28.982362] [INFO ] [sig ] IRMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:29.117494] [INFO ] [LOCAL ] Saved forecast: IRMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IRMD.txt [2025-12-02T20:34:29.117628] [INFO ] [sig ] [1666/3544] Completed IRMD in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:29.117666] [INFO ] [sig ] [1667/3544] Forecasting IRON... [2025-12-02T20:34:29.117694] [INFO ] [sig ] Generating forecast for: IRON [2025-12-02T20:34:29.117722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'. [2025-12-02T20:34:29.128691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRON'. [2025-12-02T20:34:29.128968] [INFO ] [FORECASTER] Starting predict_future for IRON [2025-12-02T20:34:29.129739] [DEBUG] [LOCAL ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt [2025-12-02T20:34:29.129787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:29.129818] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:29.129844] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:29.129897] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:29.185147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:29.185740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:29.185815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:29.185845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:29.306200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:29.306353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:29.306400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:29.306428] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:29.309722] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=52.50%) [2025-12-02T20:34:29.309976] [INFO ] [FORECASTER] Completed predict_future for IRON [2025-12-02T20:34:29.310091] [INFO ] [sig ] IRON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:29.444930] [INFO ] [LOCAL ] Saved forecast: IRON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IRON.txt [2025-12-02T20:34:29.445054] [INFO ] [sig ] [1667/3544] Completed IRON in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:29.445091] [INFO ] [sig ] [1668/3544] Forecasting IRTC... [2025-12-02T20:34:29.445118] [INFO ] [sig ] Generating forecast for: IRTC [2025-12-02T20:34:29.445152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'. [2025-12-02T20:34:29.459018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRTC'. [2025-12-02T20:34:29.459297] [INFO ] [FORECASTER] Starting predict_future for IRTC [2025-12-02T20:34:29.460065] [DEBUG] [LOCAL ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt [2025-12-02T20:34:29.460123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:29.460159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:29.460190] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:29.460251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:29.514707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:29.515299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:29.515372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:29.515403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:29.636419] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:29.636546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:29.636599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:29.636628] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:29.639841] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=7.48%) [2025-12-02T20:34:29.640096] [INFO ] [FORECASTER] Completed predict_future for IRTC [2025-12-02T20:34:29.640217] [INFO ] [sig ] IRTC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:29.792041] [INFO ] [LOCAL ] Saved forecast: IRTC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IRTC.txt [2025-12-02T20:34:29.792185] [INFO ] [sig ] [1668/3544] Completed IRTC in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:29.792222] [INFO ] [sig ] [1669/3544] Forecasting IRWD... [2025-12-02T20:34:29.792251] [INFO ] [sig ] Generating forecast for: IRWD [2025-12-02T20:34:29.792278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'. [2025-12-02T20:34:29.803531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRWD'. [2025-12-02T20:34:29.803814] [INFO ] [FORECASTER] Starting predict_future for IRWD [2025-12-02T20:34:29.804565] [DEBUG] [LOCAL ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt [2025-12-02T20:34:29.804638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:29.804668] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:29.804695] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:29.804749] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:29.859728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:29.860477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:29.860605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:29.860640] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:29.987376] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:29.987514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:29.987555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:29.987610] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:29.991118] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=7.90%) [2025-12-02T20:34:29.991439] [INFO ] [FORECASTER] Completed predict_future for IRWD [2025-12-02T20:34:29.991593] [INFO ] [sig ] IRWD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:30.132999] [INFO ] [LOCAL ] Saved forecast: IRWD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IRWD.txt [2025-12-02T20:34:30.133139] [INFO ] [sig ] [1669/3544] Completed IRWD in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:30.133176] [INFO ] [sig ] [1670/3544] Forecasting ISD... [2025-12-02T20:34:30.133212] [INFO ] [sig ] Generating forecast for: ISD [2025-12-02T20:34:30.133242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-12-02T20:34:30.144204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISD'. [2025-12-02T20:34:30.144477] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-12-02T20:34:30.145255] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-12-02T20:34:30.145304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:30.145335] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:30.145360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:30.145414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:30.201478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:30.202097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:30.202173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:30.202205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:30.315397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:30.315521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:30.315560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:30.315605] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:30.318809] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=11.30%) [2025-12-02T20:34:30.319064] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-12-02T20:34:30.319177] [INFO ] [sig ] ISD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:30.457639] [INFO ] [LOCAL ] Saved forecast: ISD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ISD.txt [2025-12-02T20:34:30.457752] [INFO ] [sig ] [1670/3544] Completed ISD in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.5m [2025-12-02T20:34:30.457787] [INFO ] [sig ] [1671/3544] Forecasting ISPO... [2025-12-02T20:34:30.457814] [INFO ] [sig ] Generating forecast for: ISPO [2025-12-02T20:34:30.457842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'. [2025-12-02T20:34:30.468463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISPO'. [2025-12-02T20:34:30.468802] [INFO ] [FORECASTER] Starting predict_future for ISPO [2025-12-02T20:34:30.469607] [DEBUG] [LOCAL ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt [2025-12-02T20:34:30.469662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:30.469692] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:30.469718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:30.469773] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:30.526805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:30.527388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:30.527462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:30.527493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:30.629793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:30.629910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:30.629947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:30.629973] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:30.633098] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: UP (p=84.74%) [2025-12-02T20:34:30.633356] [INFO ] [FORECASTER] Completed predict_future for ISPO [2025-12-02T20:34:30.633646] [INFO ] [sig ] ISPO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:30.770304] [INFO ] [LOCAL ] Saved forecast: ISPO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ISPO.txt [2025-12-02T20:34:30.770413] [INFO ] [sig ] [1671/3544] Completed ISPO in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.5m [2025-12-02T20:34:30.770448] [INFO ] [sig ] [1672/3544] Forecasting ISRG... [2025-12-02T20:34:30.770476] [INFO ] [sig ] Generating forecast for: ISRG [2025-12-02T20:34:30.770504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'. [2025-12-02T20:34:30.781041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISRG'. [2025-12-02T20:34:30.781314] [INFO ] [FORECASTER] Starting predict_future for ISRG [2025-12-02T20:34:30.782078] [DEBUG] [LOCAL ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt [2025-12-02T20:34:30.782125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:30.782156] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:30.782181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:30.782236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:30.837841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:30.838517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:30.838611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:30.838644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:30.955967] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:30.956103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:30.956141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:30.956169] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:30.959382] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=0.45%) [2025-12-02T20:34:30.959656] [INFO ] [FORECASTER] Completed predict_future for ISRG [2025-12-02T20:34:30.959779] [INFO ] [sig ] ISRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:31.096722] [INFO ] [LOCAL ] Saved forecast: ISRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ISRG.txt [2025-12-02T20:34:31.096897] [INFO ] [sig ] [1672/3544] Completed ISRG in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.5m [2025-12-02T20:34:31.096934] [INFO ] [sig ] [1673/3544] Forecasting ISSC... [2025-12-02T20:34:31.096963] [INFO ] [sig ] Generating forecast for: ISSC [2025-12-02T20:34:31.096993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'. [2025-12-02T20:34:31.107617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISSC'. [2025-12-02T20:34:31.107895] [INFO ] [FORECASTER] Starting predict_future for ISSC [2025-12-02T20:34:31.108657] [DEBUG] [LOCAL ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt [2025-12-02T20:34:31.108705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:31.108736] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:31.108761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:31.108815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:31.163537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:31.164355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:31.164434] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:31.164466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:31.289718] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:31.289887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:31.289928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:31.289972] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:31.293333] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=15.18%) [2025-12-02T20:34:31.293635] [INFO ] [FORECASTER] Completed predict_future for ISSC [2025-12-02T20:34:31.293768] [INFO ] [sig ] ISSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:31.433950] [INFO ] [LOCAL ] Saved forecast: ISSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ISSC.txt [2025-12-02T20:34:31.434097] [INFO ] [sig ] [1673/3544] Completed ISSC in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.5m [2025-12-02T20:34:31.434137] [INFO ] [sig ] [1674/3544] Forecasting ISTB... [2025-12-02T20:34:31.434167] [INFO ] [sig ] Generating forecast for: ISTB [2025-12-02T20:34:31.434197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'. [2025-12-02T20:34:31.445089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISTB'. [2025-12-02T20:34:31.445364] [INFO ] [FORECASTER] Starting predict_future for ISTB [2025-12-02T20:34:31.446120] [DEBUG] [LOCAL ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt [2025-12-02T20:34:31.446168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:31.446198] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:31.446224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:31.446278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:31.502440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:31.503158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:31.503235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:31.503266] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:31.620560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:31.620691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:31.620731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:31.620759] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:31.624064] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=60.56%) [2025-12-02T20:34:31.624330] [INFO ] [FORECASTER] Completed predict_future for ISTB [2025-12-02T20:34:31.624448] [INFO ] [sig ] ISTB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:31.763677] [INFO ] [LOCAL ] Saved forecast: ISTB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ISTB.txt [2025-12-02T20:34:31.763784] [INFO ] [sig ] [1674/3544] Completed ISTB in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.5m [2025-12-02T20:34:31.763820] [INFO ] [sig ] [1675/3544] Forecasting ITIC... [2025-12-02T20:34:31.763849] [INFO ] [sig ] Generating forecast for: ITIC [2025-12-02T20:34:31.763876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'. [2025-12-02T20:34:31.774482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITIC'. [2025-12-02T20:34:31.774812] [INFO ] [FORECASTER] Starting predict_future for ITIC [2025-12-02T20:34:31.775563] [DEBUG] [LOCAL ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt [2025-12-02T20:34:31.775630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:31.775662] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:31.775687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:31.775741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:31.832799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:31.833461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:31.833539] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:31.833601] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:31.935162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:31.935282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:31.935319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:31.935346] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:31.938497] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=88.56%) [2025-12-02T20:34:31.938768] [INFO ] [FORECASTER] Completed predict_future for ITIC [2025-12-02T20:34:31.938884] [INFO ] [sig ] ITIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:32.074081] [INFO ] [LOCAL ] Saved forecast: ITIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ITIC.txt [2025-12-02T20:34:32.074190] [INFO ] [sig ] [1675/3544] Completed ITIC in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.5m [2025-12-02T20:34:32.074224] [INFO ] [sig ] [1676/3544] Forecasting ITRI... [2025-12-02T20:34:32.074252] [INFO ] [sig ] Generating forecast for: ITRI [2025-12-02T20:34:32.074280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'. [2025-12-02T20:34:32.085312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRI'. [2025-12-02T20:34:32.085611] [INFO ] [FORECASTER] Starting predict_future for ITRI [2025-12-02T20:34:32.086354] [DEBUG] [LOCAL ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt [2025-12-02T20:34:32.086403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:32.086458] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:32.086486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:32.086540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:32.142138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:32.142751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:32.142827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:32.142858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:32.266479] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:32.266640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:32.266682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:32.266709] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:32.270056] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=14.94%) [2025-12-02T20:34:32.270321] [INFO ] [FORECASTER] Completed predict_future for ITRI [2025-12-02T20:34:32.270443] [INFO ] [sig ] ITRI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:32.413127] [INFO ] [LOCAL ] Saved forecast: ITRI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ITRI.txt [2025-12-02T20:34:32.413254] [INFO ] [sig ] [1676/3544] Completed ITRI in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.5m [2025-12-02T20:34:32.413291] [INFO ] [sig ] [1677/3544] Forecasting ITRN... [2025-12-02T20:34:32.413319] [INFO ] [sig ] Generating forecast for: ITRN [2025-12-02T20:34:32.413347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'. [2025-12-02T20:34:32.424799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRN'. [2025-12-02T20:34:32.425075] [INFO ] [FORECASTER] Starting predict_future for ITRN [2025-12-02T20:34:32.425864] [DEBUG] [LOCAL ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt [2025-12-02T20:34:32.425914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:32.425945] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:32.425982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:32.426040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:32.482928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:32.483546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:32.483636] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:32.483668] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:32.603450] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:32.603586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:32.603626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:32.603653] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:32.606808] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=17.57%) [2025-12-02T20:34:32.607061] [INFO ] [FORECASTER] Completed predict_future for ITRN [2025-12-02T20:34:32.607179] [INFO ] [sig ] ITRN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:32.742203] [INFO ] [LOCAL ] Saved forecast: ITRN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ITRN.txt [2025-12-02T20:34:32.742312] [INFO ] [sig ] [1677/3544] Completed ITRN in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:32.742347] [INFO ] [sig ] [1678/3544] Forecasting ITUB... [2025-12-02T20:34:32.742375] [INFO ] [sig ] Generating forecast for: ITUB [2025-12-02T20:34:32.742403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-12-02T20:34:32.753489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITUB'. [2025-12-02T20:34:32.753806] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-12-02T20:34:32.754554] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-12-02T20:34:32.754626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:32.754658] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:32.754684] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:32.754738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:32.809814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:32.810420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:32.810496] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:32.810528] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:32.933883] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:32.934017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:32.934056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:32.934082] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:32.937255] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=7.79%) [2025-12-02T20:34:32.937508] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-12-02T20:34:32.937640] [INFO ] [sig ] ITUB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:33.084638] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ITUB.txt [2025-12-02T20:34:33.084767] [INFO ] [sig ] [1678/3544] Completed ITUB in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:33.084805] [INFO ] [sig ] [1679/3544] Forecasting IUS... [2025-12-02T20:34:33.084833] [INFO ] [sig ] Generating forecast for: IUS [2025-12-02T20:34:33.084862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'. [2025-12-02T20:34:33.095394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUS'. [2025-12-02T20:34:33.095690] [INFO ] [FORECASTER] Starting predict_future for IUS [2025-12-02T20:34:33.096491] [DEBUG] [LOCAL ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt [2025-12-02T20:34:33.096541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:33.096593] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:33.096630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:33.096690] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:33.152057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:33.152664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:33.152740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:33.152770] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:33.269903] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:33.270046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:33.270086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:33.270147] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:33.273529] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=63.82%) [2025-12-02T20:34:33.273850] [INFO ] [FORECASTER] Completed predict_future for IUS [2025-12-02T20:34:33.273981] [INFO ] [sig ] IUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:33.410494] [INFO ] [LOCAL ] Saved forecast: IUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IUS.txt [2025-12-02T20:34:33.410636] [INFO ] [sig ] [1679/3544] Completed IUS in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:33.410674] [INFO ] [sig ] [1680/3544] Forecasting IUSB... [2025-12-02T20:34:33.410704] [INFO ] [sig ] Generating forecast for: IUSB [2025-12-02T20:34:33.410734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'. [2025-12-02T20:34:33.422242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSB'. [2025-12-02T20:34:33.422545] [INFO ] [FORECASTER] Starting predict_future for IUSB [2025-12-02T20:34:33.423320] [DEBUG] [LOCAL ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt [2025-12-02T20:34:33.423370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:33.423401] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:33.423431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:33.423501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:33.479328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:33.479912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:33.479986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:33.480017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:33.601609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:33.601738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:33.601777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:33.601805] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:33.604989] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=55.91%) [2025-12-02T20:34:33.605244] [INFO ] [FORECASTER] Completed predict_future for IUSB [2025-12-02T20:34:33.605361] [INFO ] [sig ] IUSB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:33.744747] [INFO ] [LOCAL ] Saved forecast: IUSB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IUSB.txt [2025-12-02T20:34:33.744862] [INFO ] [sig ] [1680/3544] Completed IUSB in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:33.744899] [INFO ] [sig ] [1681/3544] Forecasting IUSG... [2025-12-02T20:34:33.744928] [INFO ] [sig ] Generating forecast for: IUSG [2025-12-02T20:34:33.744964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'. [2025-12-02T20:34:33.755841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSG'. [2025-12-02T20:34:33.756108] [INFO ] [FORECASTER] Starting predict_future for IUSG [2025-12-02T20:34:33.756871] [DEBUG] [LOCAL ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt [2025-12-02T20:34:33.756919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:33.756950] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:33.756975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:33.757029] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:33.813453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:33.814184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:33.814265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:33.814302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:33.934145] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:33.934286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:33.934325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:33.934352] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:33.937539] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=77.53%) [2025-12-02T20:34:33.937809] [INFO ] [FORECASTER] Completed predict_future for IUSG [2025-12-02T20:34:33.937955] [INFO ] [sig ] IUSG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:34.073528] [INFO ] [LOCAL ] Saved forecast: IUSG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IUSG.txt [2025-12-02T20:34:34.073669] [INFO ] [sig ] [1681/3544] Completed IUSG in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:34.073711] [INFO ] [sig ] [1682/3544] Forecasting IVAL... [2025-12-02T20:34:34.073739] [INFO ] [sig ] Generating forecast for: IVAL [2025-12-02T20:34:34.073768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'. [2025-12-02T20:34:34.084327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVAL'. [2025-12-02T20:34:34.084646] [INFO ] [FORECASTER] Starting predict_future for IVAL [2025-12-02T20:34:34.085396] [DEBUG] [LOCAL ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt [2025-12-02T20:34:34.085444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:34.085474] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:34.085500] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:34.085553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:34.140451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:34.141104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:34.141180] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:34.141211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:34.252211] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:34.252348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:34.252384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:34.252411] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:34.255614] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=92.25%) [2025-12-02T20:34:34.255866] [INFO ] [FORECASTER] Completed predict_future for IVAL [2025-12-02T20:34:34.255979] [INFO ] [sig ] IVAL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:34.391476] [INFO ] [LOCAL ] Saved forecast: IVAL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IVAL.txt [2025-12-02T20:34:34.391714] [INFO ] [sig ] [1682/3544] Completed IVAL in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:34.391771] [INFO ] [sig ] [1683/3544] Forecasting IVZ... [2025-12-02T20:34:34.391820] [INFO ] [sig ] Generating forecast for: IVZ [2025-12-02T20:34:34.391864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-12-02T20:34:34.403673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVZ'. [2025-12-02T20:34:34.403969] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-12-02T20:34:34.404773] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-12-02T20:34:34.404823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:34.404855] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:34.404880] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:34.404935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:34.464561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:34.465360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:34.465440] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:34.465471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:34.588337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:34.588481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:34.588521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:34.588549] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:34.591811] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=17.01%) [2025-12-02T20:34:34.592079] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-12-02T20:34:34.592221] [INFO ] [sig ] IVZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:34.731889] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IVZ.txt [2025-12-02T20:34:34.732014] [INFO ] [sig ] [1683/3544] Completed IVZ in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:34.732051] [INFO ] [sig ] [1684/3544] Forecasting IX... [2025-12-02T20:34:34.732079] [INFO ] [sig ] Generating forecast for: IX [2025-12-02T20:34:34.732107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-12-02T20:34:34.742879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IX'. [2025-12-02T20:34:34.743183] [INFO ] [FORECASTER] Starting predict_future for IX [2025-12-02T20:34:34.743949] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-12-02T20:34:34.743997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:34.744027] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:34.744053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:34.744106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:34.799689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:34.800432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:34.800511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:34.800543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:34.921262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:34.921413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:34.921454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:34.921481] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:34.924805] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=65.20%) [2025-12-02T20:34:34.925068] [INFO ] [FORECASTER] Completed predict_future for IX [2025-12-02T20:34:34.925187] [INFO ] [sig ] IX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:35.068792] [INFO ] [LOCAL ] Saved forecast: IX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IX.txt [2025-12-02T20:34:35.068951] [INFO ] [sig ] [1684/3544] Completed IX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:35.068990] [INFO ] [sig ] [1685/3544] Forecasting IXUS... [2025-12-02T20:34:35.069023] [INFO ] [sig ] Generating forecast for: IXUS [2025-12-02T20:34:35.069055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'. [2025-12-02T20:34:35.081443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IXUS'. [2025-12-02T20:34:35.081825] [INFO ] [FORECASTER] Starting predict_future for IXUS [2025-12-02T20:34:35.082826] [DEBUG] [LOCAL ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt [2025-12-02T20:34:35.082875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:35.082904] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:35.082929] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:35.082983] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:35.139608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:35.140429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:35.140511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:35.140542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:35.261351] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:35.261496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:35.261537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:35.261565] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:35.264844] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=38.07%) [2025-12-02T20:34:35.265104] [INFO ] [FORECASTER] Completed predict_future for IXUS [2025-12-02T20:34:35.265222] [INFO ] [sig ] IXUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:35.404180] [INFO ] [LOCAL ] Saved forecast: IXUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/IXUS.txt [2025-12-02T20:34:35.404333] [INFO ] [sig ] [1685/3544] Completed IXUS in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:35.404369] [INFO ] [sig ] [1686/3544] Forecasting IZEA... [2025-12-02T20:34:35.404397] [INFO ] [sig ] Generating forecast for: IZEA [2025-12-02T20:34:35.404426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'. [2025-12-02T20:34:35.415647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IZEA'. [2025-12-02T20:34:35.416020] [INFO ] [FORECASTER] Starting predict_future for IZEA [2025-12-02T20:34:35.416876] [DEBUG] [LOCAL ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt [2025-12-02T20:34:35.416926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:35.416957] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:35.416985] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:35.417041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:35.475998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:35.476958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:35.477093] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:35.477126] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:35.591181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:35.591341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:35.591380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:35.591407] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:35.594778] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=94.39%) [2025-12-02T20:34:35.595066] [INFO ] [FORECASTER] Completed predict_future for IZEA [2025-12-02T20:34:35.595190] [INFO ] [sig ] IZEA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:35.731980] [INFO ] [LOCAL ] Saved forecast: IZEA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/IZEA.txt [2025-12-02T20:34:35.732100] [INFO ] [sig ] [1686/3544] Completed IZEA in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:35.732136] [INFO ] [sig ] [1687/3544] Forecasting J... [2025-12-02T20:34:35.732164] [INFO ] [sig ] Generating forecast for: J [2025-12-02T20:34:35.732193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-12-02T20:34:35.743248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'J'. [2025-12-02T20:34:35.743518] [INFO ] [FORECASTER] Starting predict_future for J [2025-12-02T20:34:35.744281] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-12-02T20:34:35.744329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:35.744359] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:35.744385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:35.744439] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:35.799609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:35.800201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:35.800276] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:35.800308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:35.918720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:35.918861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:35.918901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:35.918928] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:35.922177] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=47.35%) [2025-12-02T20:34:35.922433] [INFO ] [FORECASTER] Completed predict_future for J [2025-12-02T20:34:35.922546] [INFO ] [sig ] J: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:36.058842] [INFO ] [LOCAL ] Saved forecast: J 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/J.txt [2025-12-02T20:34:36.058967] [INFO ] [sig ] [1687/3544] Completed J in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:36.059003] [INFO ] [sig ] [1688/3544] Forecasting JACK... [2025-12-02T20:34:36.059031] [INFO ] [sig ] Generating forecast for: JACK [2025-12-02T20:34:36.059060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'. [2025-12-02T20:34:36.069523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JACK'. [2025-12-02T20:34:36.069826] [INFO ] [FORECASTER] Starting predict_future for JACK [2025-12-02T20:34:36.070566] [DEBUG] [LOCAL ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt [2025-12-02T20:34:36.070630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:36.070659] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:36.070685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:36.070739] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:36.125820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:36.126447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:36.126520] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:36.126550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:36.247321] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:36.247472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:36.247511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:36.247538] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:36.250923] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=69.41%) [2025-12-02T20:34:36.251183] [INFO ] [FORECASTER] Completed predict_future for JACK [2025-12-02T20:34:36.251303] [INFO ] [sig ] JACK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:36.388857] [INFO ] [LOCAL ] Saved forecast: JACK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JACK.txt [2025-12-02T20:34:36.388971] [INFO ] [sig ] [1688/3544] Completed JACK in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.4m [2025-12-02T20:34:36.389006] [INFO ] [sig ] [1689/3544] Forecasting JAGX... [2025-12-02T20:34:36.389033] [INFO ] [sig ] Generating forecast for: JAGX [2025-12-02T20:34:36.389061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'. [2025-12-02T20:34:36.399727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAGX'. [2025-12-02T20:34:36.399994] [INFO ] [FORECASTER] Starting predict_future for JAGX [2025-12-02T20:34:36.400748] [DEBUG] [LOCAL ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt [2025-12-02T20:34:36.400795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:36.400827] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:36.400855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:36.400909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:36.457718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:36.458343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:36.458418] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:36.458450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:36.578127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:36.578278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:36.578316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:36.578344] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:36.581625] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=89.33%) [2025-12-02T20:34:36.581887] [INFO ] [FORECASTER] Completed predict_future for JAGX [2025-12-02T20:34:36.582005] [INFO ] [sig ] JAGX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:36.719292] [INFO ] [LOCAL ] Saved forecast: JAGX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JAGX.txt [2025-12-02T20:34:36.719440] [INFO ] [sig ] [1689/3544] Completed JAGX in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.4m [2025-12-02T20:34:36.719477] [INFO ] [sig ] [1690/3544] Forecasting JAKK... [2025-12-02T20:34:36.719506] [INFO ] [sig ] Generating forecast for: JAKK [2025-12-02T20:34:36.719534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'. [2025-12-02T20:34:36.730410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAKK'. [2025-12-02T20:34:36.730708] [INFO ] [FORECASTER] Starting predict_future for JAKK [2025-12-02T20:34:36.731453] [DEBUG] [LOCAL ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt [2025-12-02T20:34:36.731510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:36.731542] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:36.731590] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:36.731650] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:36.786965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:36.787594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:36.787667] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:36.787697] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:36.909420] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:36.909565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:36.909621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:36.909649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:36.912937] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=21.06%) [2025-12-02T20:34:36.913193] [INFO ] [FORECASTER] Completed predict_future for JAKK [2025-12-02T20:34:36.913308] [INFO ] [sig ] JAKK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:37.053221] [INFO ] [LOCAL ] Saved forecast: JAKK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JAKK.txt [2025-12-02T20:34:37.053383] [INFO ] [sig ] [1690/3544] Completed JAKK in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.4m [2025-12-02T20:34:37.053427] [INFO ] [sig ] [1691/3544] Forecasting JAMF... [2025-12-02T20:34:37.053458] [INFO ] [sig ] Generating forecast for: JAMF [2025-12-02T20:34:37.053487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'. [2025-12-02T20:34:37.065016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAMF'. [2025-12-02T20:34:37.065329] [INFO ] [FORECASTER] Starting predict_future for JAMF [2025-12-02T20:34:37.066092] [DEBUG] [LOCAL ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt [2025-12-02T20:34:37.066141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:37.066171] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:37.066196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:37.066257] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:37.121648] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:37.122417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:37.122494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:37.122525] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:37.238868] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:37.239012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:37.239051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:37.239077] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:37.242375] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=2.90%) [2025-12-02T20:34:37.242649] [INFO ] [FORECASTER] Completed predict_future for JAMF [2025-12-02T20:34:37.242764] [INFO ] [sig ] JAMF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:37.381321] [INFO ] [LOCAL ] Saved forecast: JAMF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JAMF.txt [2025-12-02T20:34:37.381471] [INFO ] [sig ] [1691/3544] Completed JAMF in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.4m [2025-12-02T20:34:37.381506] [INFO ] [sig ] [1692/3544] Forecasting JANX... [2025-12-02T20:34:37.381534] [INFO ] [sig ] Generating forecast for: JANX [2025-12-02T20:34:37.381563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'. [2025-12-02T20:34:37.392730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JANX'. [2025-12-02T20:34:37.393093] [INFO ] [FORECASTER] Starting predict_future for JANX [2025-12-02T20:34:37.393984] [DEBUG] [LOCAL ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt [2025-12-02T20:34:37.394034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:37.394065] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:37.394092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:37.394147] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:37.448996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:37.449888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:37.449972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:37.450003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:37.571991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:37.572100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:37.572138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:37.572166] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:37.575388] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=98.10%) [2025-12-02T20:34:37.575665] [INFO ] [FORECASTER] Completed predict_future for JANX [2025-12-02T20:34:37.575784] [INFO ] [sig ] JANX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:37.712016] [INFO ] [LOCAL ] Saved forecast: JANX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JANX.txt [2025-12-02T20:34:37.712156] [INFO ] [sig ] [1692/3544] Completed JANX in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.4m [2025-12-02T20:34:37.712193] [INFO ] [sig ] [1693/3544] Forecasting JAZZ... [2025-12-02T20:34:37.712220] [INFO ] [sig ] Generating forecast for: JAZZ [2025-12-02T20:34:37.712250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'. [2025-12-02T20:34:37.723997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'. [2025-12-02T20:34:37.724337] [INFO ] [FORECASTER] Starting predict_future for JAZZ [2025-12-02T20:34:37.725166] [DEBUG] [LOCAL ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt [2025-12-02T20:34:37.725216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:37.725277] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:37.725306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:37.725362] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:37.781798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:37.782797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:37.782890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:37.782923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:37.911175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:37.911343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:37.911391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:37.911419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:37.914808] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=97.50%) [2025-12-02T20:34:37.915075] [INFO ] [FORECASTER] Completed predict_future for JAZZ [2025-12-02T20:34:37.915200] [INFO ] [sig ] JAZZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:38.050645] [INFO ] [LOCAL ] Saved forecast: JAZZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JAZZ.txt [2025-12-02T20:34:38.050783] [INFO ] [sig ] [1693/3544] Completed JAZZ in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.4m [2025-12-02T20:34:38.050826] [INFO ] [sig ] [1694/3544] Forecasting JBGS... [2025-12-02T20:34:38.050854] [INFO ] [sig ] Generating forecast for: JBGS [2025-12-02T20:34:38.050883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-12-02T20:34:38.062243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBGS'. [2025-12-02T20:34:38.062597] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-12-02T20:34:38.063354] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-12-02T20:34:38.063403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:38.063433] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:38.063459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:38.063513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:38.118126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:38.118959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:38.119040] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:38.119071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:38.238645] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:38.238796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:38.238834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:38.238861] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:38.242150] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=8.79%) [2025-12-02T20:34:38.242443] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-12-02T20:34:38.242590] [INFO ] [sig ] JBGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:38.384502] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JBGS.txt [2025-12-02T20:34:38.384654] [INFO ] [sig ] [1694/3544] Completed JBGS in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.4m [2025-12-02T20:34:38.384693] [INFO ] [sig ] [1695/3544] Forecasting JBI... [2025-12-02T20:34:38.384721] [INFO ] [sig ] Generating forecast for: JBI [2025-12-02T20:34:38.384750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-12-02T20:34:38.395631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBI'. [2025-12-02T20:34:38.395935] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-12-02T20:34:38.396762] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-12-02T20:34:38.396812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:38.396845] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:38.396873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:38.396929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:38.452506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:38.453264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:38.453347] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:38.453378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:38.595866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:38.596013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:38.596061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:38.596118] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:38.599709] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=66.47%) [2025-12-02T20:34:38.600008] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-12-02T20:34:38.600151] [INFO ] [sig ] JBI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:38.738431] [INFO ] [LOCAL ] Saved forecast: JBI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JBI.txt [2025-12-02T20:34:38.738598] [INFO ] [sig ] [1695/3544] Completed JBI in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:38.738638] [INFO ] [sig ] [1696/3544] Forecasting JBL... [2025-12-02T20:34:38.738667] [INFO ] [sig ] Generating forecast for: JBL [2025-12-02T20:34:38.738698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-12-02T20:34:38.749672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBL'. [2025-12-02T20:34:38.749997] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-12-02T20:34:38.750779] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-12-02T20:34:38.750828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:38.750858] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:38.750883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:38.750938] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:38.807423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:38.808298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:38.808400] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:38.808431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:38.927263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:38.927411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:38.927452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:38.927517] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:38.930861] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=47.45%) [2025-12-02T20:34:38.931136] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-12-02T20:34:38.931254] [INFO ] [sig ] JBL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:39.071974] [INFO ] [LOCAL ] Saved forecast: JBL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JBL.txt [2025-12-02T20:34:39.072123] [INFO ] [sig ] [1696/3544] Completed JBL in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:39.072160] [INFO ] [sig ] [1697/3544] Forecasting JBND... [2025-12-02T20:34:39.072187] [INFO ] [sig ] Generating forecast for: JBND [2025-12-02T20:34:39.072217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-12-02T20:34:39.083476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBND'. [2025-12-02T20:34:39.083878] [INFO ] [FORECASTER] Starting predict_future for JBND [2025-12-02T20:34:39.084756] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-12-02T20:34:39.084807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:39.084837] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:39.084862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:39.084917] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:39.140234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:39.141102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:39.141188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:39.141218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:39.258033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:39.258180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:39.258236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:39.258265] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:39.261515] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=86.60%) [2025-12-02T20:34:39.261794] [INFO ] [FORECASTER] Completed predict_future for JBND [2025-12-02T20:34:39.261916] [INFO ] [sig ] JBND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:39.400477] [INFO ] [LOCAL ] Saved forecast: JBND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JBND.txt [2025-12-02T20:34:39.400650] [INFO ] [sig ] [1697/3544] Completed JBND in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:39.400689] [INFO ] [sig ] [1698/3544] Forecasting JBSS... [2025-12-02T20:34:39.400717] [INFO ] [sig ] Generating forecast for: JBSS [2025-12-02T20:34:39.400746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'. [2025-12-02T20:34:39.412153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBSS'. [2025-12-02T20:34:39.412453] [INFO ] [FORECASTER] Starting predict_future for JBSS [2025-12-02T20:34:39.413227] [DEBUG] [LOCAL ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt [2025-12-02T20:34:39.413275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:39.413305] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:39.413331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:39.413386] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:39.467815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:39.468482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:39.468557] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:39.468605] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:39.586969] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:39.587104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:39.587141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:39.587167] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:39.590479] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=9.50%) [2025-12-02T20:34:39.590754] [INFO ] [FORECASTER] Completed predict_future for JBSS [2025-12-02T20:34:39.590870] [INFO ] [sig ] JBSS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:39.725646] [INFO ] [LOCAL ] Saved forecast: JBSS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JBSS.txt [2025-12-02T20:34:39.725759] [INFO ] [sig ] [1698/3544] Completed JBSS in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:39.725795] [INFO ] [sig ] [1699/3544] Forecasting JCE... [2025-12-02T20:34:39.725823] [INFO ] [sig ] Generating forecast for: JCE [2025-12-02T20:34:39.725852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-12-02T20:34:39.737914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCE'. [2025-12-02T20:34:39.738320] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-12-02T20:34:39.739112] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-12-02T20:34:39.739160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:39.739190] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:39.739214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:39.739268] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:39.794623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:39.795495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:39.795601] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:39.795635] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:39.912174] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:39.912327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:39.912367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:39.912395] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:39.915633] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=28.97%) [2025-12-02T20:34:39.915893] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-12-02T20:34:39.916013] [INFO ] [sig ] JCE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:40.052675] [INFO ] [LOCAL ] Saved forecast: JCE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JCE.txt [2025-12-02T20:34:40.052824] [INFO ] [sig ] [1699/3544] Completed JCE in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:40.052861] [INFO ] [sig ] [1700/3544] Forecasting JCI... [2025-12-02T20:34:40.052889] [INFO ] [sig ] Generating forecast for: JCI [2025-12-02T20:34:40.052918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-12-02T20:34:40.064208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCI'. [2025-12-02T20:34:40.064583] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-12-02T20:34:40.065332] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-12-02T20:34:40.065380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:40.065410] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:40.065436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:40.065490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:40.123877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:40.124831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:40.124922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:40.124954] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:40.243016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:40.243159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:40.243198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:40.243225] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:40.246495] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=17.94%) [2025-12-02T20:34:40.246772] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-12-02T20:34:40.246889] [INFO ] [sig ] JCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:40.383144] [INFO ] [LOCAL ] Saved forecast: JCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JCI.txt [2025-12-02T20:34:40.383261] [INFO ] [sig ] [1700/3544] Completed JCI in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:40.383297] [INFO ] [sig ] [1701/3544] Forecasting JD... [2025-12-02T20:34:40.383324] [INFO ] [sig ] Generating forecast for: JD [2025-12-02T20:34:40.383351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'. [2025-12-02T20:34:40.394077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JD'. [2025-12-02T20:34:40.394339] [INFO ] [FORECASTER] Starting predict_future for JD [2025-12-02T20:34:40.395098] [DEBUG] [LOCAL ] No optimal features file found for JD: ./output/feature-sets/JD.txt [2025-12-02T20:34:40.395146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:40.395194] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:40.395222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:40.395277] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:40.450654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:40.451229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:40.451302] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:40.451333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:40.569779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:40.569932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:40.569973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:40.570000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:40.574011] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=85.20%) [2025-12-02T20:34:40.574301] [INFO ] [FORECASTER] Completed predict_future for JD [2025-12-02T20:34:40.574433] [INFO ] [sig ] JD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:40.755667] [INFO ] [LOCAL ] Saved forecast: JD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JD.txt [2025-12-02T20:34:40.755801] [INFO ] [sig ] [1701/3544] Completed JD in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:40.755837] [INFO ] [sig ] [1702/3544] Forecasting JDZG... [2025-12-02T20:34:40.755865] [INFO ] [sig ] Generating forecast for: JDZG [2025-12-02T20:34:40.755893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'. [2025-12-02T20:34:40.766704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JDZG'. [2025-12-02T20:34:40.766967] [INFO ] [FORECASTER] Starting predict_future for JDZG [2025-12-02T20:34:40.767771] [DEBUG] [LOCAL ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt [2025-12-02T20:34:40.767821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:40.767853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:40.767955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:40.768020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:40.828009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:40.828916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:40.828996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:40.829028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:40.948023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:40.948167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:40.948214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:40.948242] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:40.951596] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=47.64%) [2025-12-02T20:34:40.951863] [INFO ] [FORECASTER] Completed predict_future for JDZG [2025-12-02T20:34:40.951982] [INFO ] [sig ] JDZG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:41.107961] [INFO ] [LOCAL ] Saved forecast: JDZG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JDZG.txt [2025-12-02T20:34:41.108099] [INFO ] [sig ] [1702/3544] Completed JDZG in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:41.108135] [INFO ] [sig ] [1703/3544] Forecasting JEF... [2025-12-02T20:34:41.108163] [INFO ] [sig ] Generating forecast for: JEF [2025-12-02T20:34:41.108191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-12-02T20:34:41.120775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEF'. [2025-12-02T20:34:41.121109] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-12-02T20:34:41.121939] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-12-02T20:34:41.121989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:41.122021] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:41.122047] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:41.122104] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:41.182934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:41.183739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:41.183861] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:41.183898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:41.313120] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:41.313265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:41.313322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:41.313362] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:41.316814] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=45.51%) [2025-12-02T20:34:41.317076] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-12-02T20:34:41.317196] [INFO ] [sig ] JEF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:41.459552] [INFO ] [LOCAL ] Saved forecast: JEF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JEF.txt [2025-12-02T20:34:41.459701] [INFO ] [sig ] [1703/3544] Completed JEF in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:41.459737] [INFO ] [sig ] [1704/3544] Forecasting JELD... [2025-12-02T20:34:41.459765] [INFO ] [sig ] Generating forecast for: JELD [2025-12-02T20:34:41.459795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-12-02T20:34:41.471791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JELD'. [2025-12-02T20:34:41.472184] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-12-02T20:34:41.472988] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-12-02T20:34:41.473037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:41.473067] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:41.473093] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:41.473146] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:41.528264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:41.529133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:41.529221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:41.529251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:41.648937] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:41.649102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:41.649143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:41.649172] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:41.652520] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=15.10%) [2025-12-02T20:34:41.652820] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-12-02T20:34:41.652945] [INFO ] [sig ] JELD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:41.792331] [INFO ] [LOCAL ] Saved forecast: JELD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JELD.txt [2025-12-02T20:34:41.792490] [INFO ] [sig ] [1704/3544] Completed JELD in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:41.792526] [INFO ] [sig ] [1705/3544] Forecasting JEPQ... [2025-12-02T20:34:41.792561] [INFO ] [sig ] Generating forecast for: JEPQ [2025-12-02T20:34:41.792612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'. [2025-12-02T20:34:41.804633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'. [2025-12-02T20:34:41.804989] [INFO ] [FORECASTER] Starting predict_future for JEPQ [2025-12-02T20:34:41.805975] [DEBUG] [LOCAL ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt [2025-12-02T20:34:41.806023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:41.806053] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:41.806078] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:41.806132] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:41.863251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:41.864084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:41.864163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:41.864194] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:41.993077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:41.993247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:41.993302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:41.993330] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:41.996815] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=14.59%) [2025-12-02T20:34:41.997078] [INFO ] [FORECASTER] Completed predict_future for JEPQ [2025-12-02T20:34:41.997198] [INFO ] [sig ] JEPQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:42.138350] [INFO ] [LOCAL ] Saved forecast: JEPQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JEPQ.txt [2025-12-02T20:34:42.138505] [INFO ] [sig ] [1705/3544] Completed JEPQ in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:42.138542] [INFO ] [sig ] [1706/3544] Forecasting JFIN... [2025-12-02T20:34:42.138587] [INFO ] [sig ] Generating forecast for: JFIN [2025-12-02T20:34:42.138621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'. [2025-12-02T20:34:42.150196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JFIN'. [2025-12-02T20:34:42.150549] [INFO ] [FORECASTER] Starting predict_future for JFIN [2025-12-02T20:34:42.151364] [DEBUG] [LOCAL ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt [2025-12-02T20:34:42.151416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:42.151448] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:42.151476] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:42.151534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:42.209790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:42.210547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:42.210649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:42.210683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:42.335594] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:42.335757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:42.335800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:42.335830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:42.339806] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=3.11%) [2025-12-02T20:34:42.340196] [INFO ] [FORECASTER] Completed predict_future for JFIN [2025-12-02T20:34:42.340339] [INFO ] [sig ] JFIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:42.481210] [INFO ] [LOCAL ] Saved forecast: JFIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JFIN.txt [2025-12-02T20:34:42.481382] [INFO ] [sig ] [1706/3544] Completed JFIN in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.3m [2025-12-02T20:34:42.481424] [INFO ] [sig ] [1707/3544] Forecasting JGLO... [2025-12-02T20:34:42.481451] [INFO ] [sig ] Generating forecast for: JGLO [2025-12-02T20:34:42.481482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'. [2025-12-02T20:34:42.493703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JGLO'. [2025-12-02T20:34:42.494005] [INFO ] [FORECASTER] Starting predict_future for JGLO [2025-12-02T20:34:42.494782] [DEBUG] [LOCAL ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt [2025-12-02T20:34:42.494831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:42.494861] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:42.494886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:42.494941] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:42.551170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:42.551834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:42.551910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:42.551940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:42.671197] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:42.671345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:42.671383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:42.671411] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:42.674758] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=31.36%) [2025-12-02T20:34:42.675015] [INFO ] [FORECASTER] Completed predict_future for JGLO [2025-12-02T20:34:42.675132] [INFO ] [sig ] JGLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:42.810012] [INFO ] [LOCAL ] Saved forecast: JGLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JGLO.txt [2025-12-02T20:34:42.810142] [INFO ] [sig ] [1707/3544] Completed JGLO in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.3m [2025-12-02T20:34:42.810179] [INFO ] [sig ] [1708/3544] Forecasting JHG... [2025-12-02T20:34:42.810206] [INFO ] [sig ] Generating forecast for: JHG [2025-12-02T20:34:42.810236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-12-02T20:34:42.821209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHG'. [2025-12-02T20:34:42.821518] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-12-02T20:34:42.822328] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-12-02T20:34:42.822377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:42.822417] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:42.822450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:42.822505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:42.880811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:42.881612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:42.881694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:42.881726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:43.005810] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:43.005961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:43.006001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:43.006049] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:43.009448] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=12.33%) [2025-12-02T20:34:43.009731] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-12-02T20:34:43.009850] [INFO ] [sig ] JHG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:43.157150] [INFO ] [LOCAL ] Saved forecast: JHG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JHG.txt [2025-12-02T20:34:43.157318] [INFO ] [sig ] [1708/3544] Completed JHG in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.3m [2025-12-02T20:34:43.157376] [INFO ] [sig ] [1709/3544] Forecasting JHI... [2025-12-02T20:34:43.157407] [INFO ] [sig ] Generating forecast for: JHI [2025-12-02T20:34:43.157438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-12-02T20:34:43.168809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHI'. [2025-12-02T20:34:43.169131] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-12-02T20:34:43.169949] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-12-02T20:34:43.169998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:43.170030] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:43.170055] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:43.170109] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:43.226139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:43.227010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:43.227091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:43.227124] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:43.333717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:43.333859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:43.333900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:43.333928] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:43.337250] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=58.09%) [2025-12-02T20:34:43.337516] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-12-02T20:34:43.337652] [INFO ] [sig ] JHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:43.477148] [INFO ] [LOCAL ] Saved forecast: JHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JHI.txt [2025-12-02T20:34:43.477264] [INFO ] [sig ] [1709/3544] Completed JHI in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.3m [2025-12-02T20:34:43.477300] [INFO ] [sig ] [1710/3544] Forecasting JHX... [2025-12-02T20:34:43.477327] [INFO ] [sig ] Generating forecast for: JHX [2025-12-02T20:34:43.477355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-12-02T20:34:43.488683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHX'. [2025-12-02T20:34:43.488972] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-12-02T20:34:43.489794] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-12-02T20:34:43.489845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:43.489902] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:43.489929] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:43.489989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:43.548276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:43.549096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:43.549176] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:43.549224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:43.668053] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:43.668201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:43.668241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:43.668268] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:43.671591] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=9.32%) [2025-12-02T20:34:43.671852] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-12-02T20:34:43.671965] [INFO ] [sig ] JHX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:43.813321] [INFO ] [LOCAL ] Saved forecast: JHX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JHX.txt [2025-12-02T20:34:43.813462] [INFO ] [sig ] [1710/3544] Completed JHX in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.3m [2025-12-02T20:34:43.813500] [INFO ] [sig ] [1711/3544] Forecasting JILL... [2025-12-02T20:34:43.813536] [INFO ] [sig ] Generating forecast for: JILL [2025-12-02T20:34:43.813563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-12-02T20:34:43.825887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JILL'. [2025-12-02T20:34:43.826297] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-12-02T20:34:43.827213] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-12-02T20:34:43.827268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:43.827300] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:43.827327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:43.827383] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:43.887565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:43.888523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:43.888648] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:43.888695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:44.020700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:44.020856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:44.020898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:44.020924] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:44.024246] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=79.28%) [2025-12-02T20:34:44.024533] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-12-02T20:34:44.024675] [INFO ] [sig ] JILL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:44.161596] [INFO ] [LOCAL ] Saved forecast: JILL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JILL.txt [2025-12-02T20:34:44.161748] [INFO ] [sig ] [1711/3544] Completed JILL in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.3m [2025-12-02T20:34:44.161785] [INFO ] [sig ] [1712/3544] Forecasting JIVE... [2025-12-02T20:34:44.161812] [INFO ] [sig ] Generating forecast for: JIVE [2025-12-02T20:34:44.161840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'. [2025-12-02T20:34:44.172551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JIVE'. [2025-12-02T20:34:44.172920] [INFO ] [FORECASTER] Starting predict_future for JIVE [2025-12-02T20:34:44.173829] [DEBUG] [LOCAL ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt [2025-12-02T20:34:44.173878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:44.173909] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:44.173939] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:44.174023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:44.230115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:44.230999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:44.231084] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:44.231117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:44.354968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:44.355133] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:34:44.355173] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:44.355199] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:44.358590] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=65.88%) [2025-12-02T20:34:44.358903] [INFO ] [FORECASTER] Completed predict_future for JIVE [2025-12-02T20:34:44.359031] [INFO ] [sig ] JIVE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:44.498266] [INFO ] [LOCAL ] Saved forecast: JIVE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JIVE.txt [2025-12-02T20:34:44.498429] [INFO ] [sig ] [1712/3544] Completed JIVE in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.3m [2025-12-02T20:34:44.498476] [INFO ] [sig ] [1713/3544] Forecasting JJSF... [2025-12-02T20:34:44.498505] [INFO ] [sig ] Generating forecast for: JJSF [2025-12-02T20:34:44.498535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'. [2025-12-02T20:34:44.509949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JJSF'. [2025-12-02T20:34:44.510288] [INFO ] [FORECASTER] Starting predict_future for JJSF [2025-12-02T20:34:44.511111] [DEBUG] [LOCAL ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt [2025-12-02T20:34:44.511163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:44.511195] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:44.511222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:44.511278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:44.573311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:44.574197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:44.574295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:44.574337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:44.701330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:44.701478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:44.701521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:44.701599] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:44.705155] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=19.89%) [2025-12-02T20:34:44.705471] [INFO ] [FORECASTER] Completed predict_future for JJSF [2025-12-02T20:34:44.705618] [INFO ] [sig ] JJSF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:44.849197] [INFO ] [LOCAL ] Saved forecast: JJSF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JJSF.txt [2025-12-02T20:34:44.849344] [INFO ] [sig ] [1713/3544] Completed JJSF in 0.4s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:44.849384] [INFO ] [sig ] [1714/3544] Forecasting JKHY... [2025-12-02T20:34:44.849414] [INFO ] [sig ] Generating forecast for: JKHY [2025-12-02T20:34:44.849446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'. [2025-12-02T20:34:44.861378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKHY'. [2025-12-02T20:34:44.861761] [INFO ] [FORECASTER] Starting predict_future for JKHY [2025-12-02T20:34:44.862609] [DEBUG] [LOCAL ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt [2025-12-02T20:34:44.862660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:44.862693] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:44.862718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:44.862775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:44.921461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:44.922127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:44.922215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:44.922250] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:45.045361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:45.045522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:45.045596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:45.045630] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:45.049152] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=95.23%) [2025-12-02T20:34:45.049436] [INFO ] [FORECASTER] Completed predict_future for JKHY [2025-12-02T20:34:45.049563] [INFO ] [sig ] JKHY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:45.197240] [INFO ] [LOCAL ] Saved forecast: JKHY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JKHY.txt [2025-12-02T20:34:45.197411] [INFO ] [sig ] [1714/3544] Completed JKHY in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:45.197475] [INFO ] [sig ] [1715/3544] Forecasting JKS... [2025-12-02T20:34:45.197531] [INFO ] [sig ] Generating forecast for: JKS [2025-12-02T20:34:45.197605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-12-02T20:34:45.209235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKS'. [2025-12-02T20:34:45.209610] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-12-02T20:34:45.210395] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-12-02T20:34:45.210450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:45.210483] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:45.210509] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:45.210564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:45.270751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:45.271538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:45.271650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:45.271693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:45.395666] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:45.395813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:45.395853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:45.395881] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:45.399278] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=79.71%) [2025-12-02T20:34:45.399592] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-12-02T20:34:45.399724] [INFO ] [sig ] JKS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:45.549387] [INFO ] [LOCAL ] Saved forecast: JKS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JKS.txt [2025-12-02T20:34:45.549550] [INFO ] [sig ] [1715/3544] Completed JKS in 0.4s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:45.549616] [INFO ] [sig ] [1716/3544] Forecasting JLL... [2025-12-02T20:34:45.549645] [INFO ] [sig ] Generating forecast for: JLL [2025-12-02T20:34:45.549676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-12-02T20:34:45.560596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLL'. [2025-12-02T20:34:45.560890] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-12-02T20:34:45.561695] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-12-02T20:34:45.561744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:45.561774] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:45.561799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:45.561853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:45.616276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:45.616967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:45.617044] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:45.617075] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:45.738232] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:45.738376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:45.738414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:45.738441] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:45.741726] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=61.48%) [2025-12-02T20:34:45.741984] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-12-02T20:34:45.742101] [INFO ] [sig ] JLL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:45.878429] [INFO ] [LOCAL ] Saved forecast: JLL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JLL.txt [2025-12-02T20:34:45.878601] [INFO ] [sig ] [1716/3544] Completed JLL in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:45.878643] [INFO ] [sig ] [1717/3544] Forecasting JLS... [2025-12-02T20:34:45.878671] [INFO ] [sig ] Generating forecast for: JLS [2025-12-02T20:34:45.878701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-12-02T20:34:45.889976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLS'. [2025-12-02T20:34:45.890314] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-12-02T20:34:45.891182] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-12-02T20:34:45.891234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:45.891266] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:45.891294] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:45.891351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:45.947445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:45.948159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:45.948236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:45.948267] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:46.060149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:46.060318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:46.060358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:46.060385] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:46.063799] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=23.10%) [2025-12-02T20:34:46.064058] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-12-02T20:34:46.064183] [INFO ] [sig ] JLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:46.198733] [INFO ] [LOCAL ] Saved forecast: JLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JLS.txt [2025-12-02T20:34:46.198875] [INFO ] [sig ] [1717/3544] Completed JLS in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:46.198913] [INFO ] [sig ] [1718/3544] Forecasting JMIA... [2025-12-02T20:34:46.198940] [INFO ] [sig ] Generating forecast for: JMIA [2025-12-02T20:34:46.198969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-12-02T20:34:46.209767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMIA'. [2025-12-02T20:34:46.210063] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-12-02T20:34:46.210828] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-12-02T20:34:46.210877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:46.210906] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:46.210932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:46.210987] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:46.264919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:46.265669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:46.265745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:46.265775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:46.387031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:46.387171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:46.387209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:46.387236] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:46.390549] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=80.23%) [2025-12-02T20:34:46.390837] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-12-02T20:34:46.390954] [INFO ] [sig ] JMIA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:46.528667] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JMIA.txt [2025-12-02T20:34:46.528798] [INFO ] [sig ] [1718/3544] Completed JMIA in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:46.528834] [INFO ] [sig ] [1719/3544] Forecasting JMSB... [2025-12-02T20:34:46.528863] [INFO ] [sig ] Generating forecast for: JMSB [2025-12-02T20:34:46.528892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'. [2025-12-02T20:34:46.539747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMSB'. [2025-12-02T20:34:46.540076] [INFO ] [FORECASTER] Starting predict_future for JMSB [2025-12-02T20:34:46.540888] [DEBUG] [LOCAL ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt [2025-12-02T20:34:46.540938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:46.540968] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:46.540993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:46.541046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:46.595242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:46.595893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:46.595970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:46.595999] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:46.698035] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:46.698165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:46.698205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:46.698231] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:46.701428] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=2.74%) [2025-12-02T20:34:46.701715] [INFO ] [FORECASTER] Completed predict_future for JMSB [2025-12-02T20:34:46.701831] [INFO ] [sig ] JMSB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:46.837147] [INFO ] [LOCAL ] Saved forecast: JMSB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JMSB.txt [2025-12-02T20:34:46.837269] [INFO ] [sig ] [1719/3544] Completed JMSB in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:46.837305] [INFO ] [sig ] [1720/3544] Forecasting JNJ... [2025-12-02T20:34:46.837333] [INFO ] [sig ] Generating forecast for: JNJ [2025-12-02T20:34:46.837360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-12-02T20:34:46.848833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JNJ'. [2025-12-02T20:34:46.849153] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-12-02T20:34:46.849932] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-12-02T20:34:46.849981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:46.850011] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:46.850042] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:46.850101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:46.907408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:46.908108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:46.908214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:46.908246] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:47.032089] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:47.032233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:47.032272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:47.032300] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:47.035557] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=41.28%) [2025-12-02T20:34:47.035852] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-12-02T20:34:47.035971] [INFO ] [sig ] JNJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:47.172020] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JNJ.txt [2025-12-02T20:34:47.172146] [INFO ] [sig ] [1720/3544] Completed JNJ in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:47.172182] [INFO ] [sig ] [1721/3544] Forecasting JOBY... [2025-12-02T20:34:47.172209] [INFO ] [sig ] Generating forecast for: JOBY [2025-12-02T20:34:47.172237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-12-02T20:34:47.186470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOBY'. [2025-12-02T20:34:47.187105] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-12-02T20:34:47.188208] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-12-02T20:34:47.188262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:47.188316] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:47.188347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:47.188407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:47.244555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:47.245763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:47.245864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:47.245896] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:47.364438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:47.364720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:47.364770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:47.364798] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:47.368598] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=26.36%) [2025-12-02T20:34:47.368901] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-12-02T20:34:47.369040] [INFO ] [sig ] JOBY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:47.507198] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JOBY.txt [2025-12-02T20:34:47.507396] [INFO ] [sig ] [1721/3544] Completed JOBY in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:47.507435] [INFO ] [sig ] [1722/3544] Forecasting JOE... [2025-12-02T20:34:47.507463] [INFO ] [sig ] Generating forecast for: JOE [2025-12-02T20:34:47.507495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-12-02T20:34:47.521083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOE'. [2025-12-02T20:34:47.521452] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-12-02T20:34:47.522257] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-12-02T20:34:47.522306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:47.522336] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:47.522360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:47.522414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:47.576604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:47.577245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:47.577326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:47.577356] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:47.693824] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:47.693983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:47.694023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:47.694052] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:47.697344] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=15.02%) [2025-12-02T20:34:47.697652] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-12-02T20:34:47.697778] [INFO ] [sig ] JOE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:47.834996] [INFO ] [LOCAL ] Saved forecast: JOE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JOE.txt [2025-12-02T20:34:47.835124] [INFO ] [sig ] [1722/3544] Completed JOE in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:47.835160] [INFO ] [sig ] [1723/3544] Forecasting JOF... [2025-12-02T20:34:47.835188] [INFO ] [sig ] Generating forecast for: JOF [2025-12-02T20:34:47.835216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-12-02T20:34:47.846050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOF'. [2025-12-02T20:34:47.846389] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-12-02T20:34:47.847207] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-12-02T20:34:47.847255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:47.847286] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:47.847310] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:47.847363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:47.902451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:47.903157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:47.903232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:47.903263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:48.020471] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:48.020648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:48.020695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:48.020725] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:48.024015] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=46.91%) [2025-12-02T20:34:48.024268] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-12-02T20:34:48.024383] [INFO ] [sig ] JOF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:48.160508] [INFO ] [LOCAL ] Saved forecast: JOF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JOF.txt [2025-12-02T20:34:48.160682] [INFO ] [sig ] [1723/3544] Completed JOF in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:48.160723] [INFO ] [sig ] [1724/3544] Forecasting JPC... [2025-12-02T20:34:48.160752] [INFO ] [sig ] Generating forecast for: JPC [2025-12-02T20:34:48.160783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-12-02T20:34:48.171923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPC'. [2025-12-02T20:34:48.172230] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-12-02T20:34:48.173058] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-12-02T20:34:48.173108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:48.173141] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:48.173168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:48.173224] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:48.228233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:48.229038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:48.229118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:48.229151] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:48.353073] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:48.353240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:48.353291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:48.353327] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:48.357234] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=31.84%) [2025-12-02T20:34:48.357504] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-12-02T20:34:48.357652] [INFO ] [sig ] JPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:48.508044] [INFO ] [LOCAL ] Saved forecast: JPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JPC.txt [2025-12-02T20:34:48.508199] [INFO ] [sig ] [1724/3544] Completed JPC in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.2m [2025-12-02T20:34:48.508234] [INFO ] [sig ] [1725/3544] Forecasting JPEF... [2025-12-02T20:34:48.508261] [INFO ] [sig ] Generating forecast for: JPEF [2025-12-02T20:34:48.508289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'. [2025-12-02T20:34:48.519772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPEF'. [2025-12-02T20:34:48.520131] [INFO ] [FORECASTER] Starting predict_future for JPEF [2025-12-02T20:34:48.521131] [DEBUG] [LOCAL ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt [2025-12-02T20:34:48.521181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:48.521222] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:48.521249] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:48.521304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:48.582059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:48.582957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:48.583038] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:48.583069] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:48.702368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:48.702516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:48.702554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:48.702600] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:48.705860] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=71.42%) [2025-12-02T20:34:48.706113] [INFO ] [FORECASTER] Completed predict_future for JPEF [2025-12-02T20:34:48.706230] [INFO ] [sig ] JPEF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:48.843620] [INFO ] [LOCAL ] Saved forecast: JPEF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JPEF.txt [2025-12-02T20:34:48.843743] [INFO ] [sig ] [1725/3544] Completed JPEF in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.2m [2025-12-02T20:34:48.843778] [INFO ] [sig ] [1726/3544] Forecasting JPM... [2025-12-02T20:34:48.843806] [INFO ] [sig ] Generating forecast for: JPM [2025-12-02T20:34:48.843835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-12-02T20:34:48.855926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPM'. [2025-12-02T20:34:48.856263] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-12-02T20:34:48.857129] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-12-02T20:34:48.857191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:48.857235] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:48.857264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:48.857319] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:48.916425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:48.917248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:48.917331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:48.917362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:49.048788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:49.048955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:49.049012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:49.049049] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:49.052591] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-12-02T20:34:49.052858] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-12-02T20:34:49.052978] [INFO ] [sig ] JPM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:49.202223] [INFO ] [LOCAL ] Saved forecast: JPM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JPM.txt [2025-12-02T20:34:49.202378] [INFO ] [sig ] [1726/3544] Completed JPM in 0.4s | 2.98 sym/s | Total: 9.7m | ETA: 10.2m [2025-12-02T20:34:49.202431] [INFO ] [sig ] [1727/3544] Forecasting JQC... [2025-12-02T20:34:49.202473] [INFO ] [sig ] Generating forecast for: JQC [2025-12-02T20:34:49.202514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-12-02T20:34:49.214155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JQC'. [2025-12-02T20:34:49.214483] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-12-02T20:34:49.215312] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-12-02T20:34:49.215364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:49.215423] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:49.215455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:49.215528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:49.272176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:49.272947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:49.273029] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:49.273062] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:49.395269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:49.395420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:49.395461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:49.395487] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:49.398762] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=87.99%) [2025-12-02T20:34:49.399027] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-12-02T20:34:49.399145] [INFO ] [sig ] JQC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:49.536148] [INFO ] [LOCAL ] Saved forecast: JQC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JQC.txt [2025-12-02T20:34:49.536307] [INFO ] [sig ] [1727/3544] Completed JQC in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.2m [2025-12-02T20:34:49.536346] [INFO ] [sig ] [1728/3544] Forecasting JRI... [2025-12-02T20:34:49.536374] [INFO ] [sig ] Generating forecast for: JRI [2025-12-02T20:34:49.536401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-12-02T20:34:49.548104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRI'. [2025-12-02T20:34:49.548377] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-12-02T20:34:49.549156] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-12-02T20:34:49.549205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:49.549235] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:49.549259] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:49.549313] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:49.604823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:49.605470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:49.605548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:49.605597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:49.721293] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:49.721449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:49.721489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:49.721516] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:49.724865] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=91.91%) [2025-12-02T20:34:49.725120] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-12-02T20:34:49.725236] [INFO ] [sig ] JRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:49.862312] [INFO ] [LOCAL ] Saved forecast: JRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JRI.txt [2025-12-02T20:34:49.862470] [INFO ] [sig ] [1728/3544] Completed JRI in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.2m [2025-12-02T20:34:49.862521] [INFO ] [sig ] [1729/3544] Forecasting JRS... [2025-12-02T20:34:49.862557] [INFO ] [sig ] Generating forecast for: JRS [2025-12-02T20:34:49.862614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-12-02T20:34:49.875044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRS'. [2025-12-02T20:34:49.875451] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-12-02T20:34:49.876320] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-12-02T20:34:49.876370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:49.876403] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:49.876430] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:49.876486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:49.937981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:49.939276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:49.939386] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:49.939431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:50.059440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:50.059683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:50.059731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:50.059758] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:50.063643] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=27.47%) [2025-12-02T20:34:50.063940] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-12-02T20:34:50.064071] [INFO ] [sig ] JRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:50.209079] [INFO ] [LOCAL ] Saved forecast: JRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JRS.txt [2025-12-02T20:34:50.209460] [INFO ] [sig ] [1729/3544] Completed JRS in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.2m [2025-12-02T20:34:50.209502] [INFO ] [sig ] [1730/3544] Forecasting JSM... [2025-12-02T20:34:50.209532] [INFO ] [sig ] Generating forecast for: JSM [2025-12-02T20:34:50.209564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'. [2025-12-02T20:34:50.223631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSM'. [2025-12-02T20:34:50.224067] [INFO ] [FORECASTER] Starting predict_future for JSM [2025-12-02T20:34:50.224903] [DEBUG] [LOCAL ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt [2025-12-02T20:34:50.224953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:50.224983] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:50.225007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:50.225061] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:50.280504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:50.281362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:50.281448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:50.281478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:50.397065] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:50.397223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:50.397263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:50.397290] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:50.401433] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=85.47%) [2025-12-02T20:34:50.401724] [INFO ] [FORECASTER] Completed predict_future for JSM [2025-12-02T20:34:50.402036] [INFO ] [sig ] JSM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:50.544941] [INFO ] [LOCAL ] Saved forecast: JSM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JSM.txt [2025-12-02T20:34:50.545095] [INFO ] [sig ] [1730/3544] Completed JSM in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.2m [2025-12-02T20:34:50.545134] [INFO ] [sig ] [1731/3544] Forecasting JSMD... [2025-12-02T20:34:50.545162] [INFO ] [sig ] Generating forecast for: JSMD [2025-12-02T20:34:50.545191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'. [2025-12-02T20:34:50.557057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSMD'. [2025-12-02T20:34:50.557413] [INFO ] [FORECASTER] Starting predict_future for JSMD [2025-12-02T20:34:50.558315] [DEBUG] [LOCAL ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt [2025-12-02T20:34:50.558365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:50.558394] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:50.558418] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:50.558481] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:50.617339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:50.621107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:50.621192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:50.621224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:50.746652] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:50.746816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:50.746856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:50.746882] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:50.750340] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=6.69%) [2025-12-02T20:34:50.750632] [INFO ] [FORECASTER] Completed predict_future for JSMD [2025-12-02T20:34:50.750758] [INFO ] [sig ] JSMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:50.898144] [INFO ] [LOCAL ] Saved forecast: JSMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JSMD.txt [2025-12-02T20:34:50.898292] [INFO ] [sig ] [1731/3544] Completed JSMD in 0.4s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:50.898332] [INFO ] [sig ] [1732/3544] Forecasting JSML... [2025-12-02T20:34:50.898360] [INFO ] [sig ] Generating forecast for: JSML [2025-12-02T20:34:50.898390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'. [2025-12-02T20:34:50.910095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSML'. [2025-12-02T20:34:50.910443] [INFO ] [FORECASTER] Starting predict_future for JSML [2025-12-02T20:34:50.911248] [DEBUG] [LOCAL ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt [2025-12-02T20:34:50.911299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:50.911329] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:50.911355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:50.911410] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:50.969035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:50.969875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:50.969957] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:50.969988] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:51.085173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:51.085332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:51.085373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:51.085418] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:51.089057] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=41.58%) [2025-12-02T20:34:51.089331] [INFO ] [FORECASTER] Completed predict_future for JSML [2025-12-02T20:34:51.089453] [INFO ] [sig ] JSML: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:51.234152] [INFO ] [LOCAL ] Saved forecast: JSML 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JSML.txt [2025-12-02T20:34:51.234295] [INFO ] [sig ] [1732/3544] Completed JSML in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:51.234332] [INFO ] [sig ] [1733/3544] Forecasting JTAI... [2025-12-02T20:34:51.234360] [INFO ] [sig ] Generating forecast for: JTAI [2025-12-02T20:34:51.234388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'. [2025-12-02T20:34:51.245743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JTAI'. [2025-12-02T20:34:51.246074] [INFO ] [FORECASTER] Starting predict_future for JTAI [2025-12-02T20:34:51.246858] [DEBUG] [LOCAL ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt [2025-12-02T20:34:51.246906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:51.246936] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:51.246961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:51.247015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:51.302933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:51.303792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:51.303878] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:51.303911] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:51.427487] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:51.427668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:51.427717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:51.427750] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:51.431218] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=10.85%) [2025-12-02T20:34:51.431487] [INFO ] [FORECASTER] Completed predict_future for JTAI [2025-12-02T20:34:51.431625] [INFO ] [sig ] JTAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:51.574209] [INFO ] [LOCAL ] Saved forecast: JTAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/JTAI.txt [2025-12-02T20:34:51.574360] [INFO ] [sig ] [1733/3544] Completed JTAI in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:51.574399] [INFO ] [sig ] [1734/3544] Forecasting JTEK... [2025-12-02T20:34:51.574426] [INFO ] [sig ] Generating forecast for: JTEK [2025-12-02T20:34:51.574453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'. [2025-12-02T20:34:51.585834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JTEK'. [2025-12-02T20:34:51.586163] [INFO ] [FORECASTER] Starting predict_future for JTEK [2025-12-02T20:34:51.586969] [DEBUG] [LOCAL ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt [2025-12-02T20:34:51.587019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:51.587050] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:51.587076] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:51.587131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:51.645333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:51.646183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:51.646284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:51.646317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:51.766560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:51.766745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:51.766788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:51.766814] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:51.770111] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=72.60%) [2025-12-02T20:34:51.770387] [INFO ] [FORECASTER] Completed predict_future for JTEK [2025-12-02T20:34:51.770512] [INFO ] [sig ] JTEK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:51.907859] [INFO ] [LOCAL ] Saved forecast: JTEK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JTEK.txt [2025-12-02T20:34:51.908017] [INFO ] [sig ] [1734/3544] Completed JTEK in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:51.908054] [INFO ] [sig ] [1735/3544] Forecasting JXN... [2025-12-02T20:34:51.908082] [INFO ] [sig ] Generating forecast for: JXN [2025-12-02T20:34:51.908110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-12-02T20:34:51.921829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JXN'. [2025-12-02T20:34:51.922426] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-12-02T20:34:51.923398] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-12-02T20:34:51.923452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:51.923486] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:51.923513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:51.923588] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:51.981458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:51.982620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:51.982728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:51.982763] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:52.115866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:52.116113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:52.116161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:52.116191] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:52.120656] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=73.49%) [2025-12-02T20:34:52.121029] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-12-02T20:34:52.121187] [INFO ] [sig ] JXN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:52.270288] [INFO ] [LOCAL ] Saved forecast: JXN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/JXN.txt [2025-12-02T20:34:52.270500] [INFO ] [sig ] [1735/3544] Completed JXN in 0.4s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:52.270552] [INFO ] [sig ] [1736/3544] Forecasting K... [2025-12-02T20:34:52.270601] [INFO ] [sig ] Generating forecast for: K [2025-12-02T20:34:52.270634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-12-02T20:34:52.283850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'K'. [2025-12-02T20:34:52.284220] [INFO ] [FORECASTER] Starting predict_future for K [2025-12-02T20:34:52.285024] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-12-02T20:34:52.285073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:52.285104] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:52.285141] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:52.285196] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:52.342181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:52.343019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:52.343102] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:52.343134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:52.471596] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:52.471749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:52.471791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:52.471817] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:52.476153] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: UP (p=68.24%) [2025-12-02T20:34:52.476463] [INFO ] [FORECASTER] Completed predict_future for K [2025-12-02T20:34:52.476621] [INFO ] [sig ] K: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:52.620301] [INFO ] [LOCAL ] Saved forecast: K 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/K.txt [2025-12-02T20:34:52.620436] [INFO ] [sig ] [1736/3544] Completed K in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:52.620472] [INFO ] [sig ] [1737/3544] Forecasting KAI... [2025-12-02T20:34:52.620500] [INFO ] [sig ] Generating forecast for: KAI [2025-12-02T20:34:52.620528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-12-02T20:34:52.631397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KAI'. [2025-12-02T20:34:52.631698] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-12-02T20:34:52.632438] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-12-02T20:34:52.632486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:52.632515] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:52.632541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:52.632618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:52.687906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:52.688507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:52.688599] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:52.688663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:52.806978] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:52.807129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:52.807170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:52.807198] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:52.810489] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=37.17%) [2025-12-02T20:34:52.810762] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-12-02T20:34:52.810878] [INFO ] [sig ] KAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:52.947535] [INFO ] [LOCAL ] Saved forecast: KAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KAI.txt [2025-12-02T20:34:52.947710] [INFO ] [sig ] [1737/3544] Completed KAI in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:52.947755] [INFO ] [sig ] [1738/3544] Forecasting KB... [2025-12-02T20:34:52.947786] [INFO ] [sig ] Generating forecast for: KB [2025-12-02T20:34:52.947815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-12-02T20:34:52.959193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KB'. [2025-12-02T20:34:52.959476] [INFO ] [FORECASTER] Starting predict_future for KB [2025-12-02T20:34:52.960238] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-12-02T20:34:52.960296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:52.960326] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:52.960352] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:52.960406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:53.015624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:53.016419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:53.016499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:53.016530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:53.138178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:53.138332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:53.138371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:53.138398] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:53.141670] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-12-02T20:34:53.141925] [INFO ] [FORECASTER] Completed predict_future for KB [2025-12-02T20:34:53.142042] [INFO ] [sig ] KB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:53.283376] [INFO ] [LOCAL ] Saved forecast: KB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KB.txt [2025-12-02T20:34:53.283528] [INFO ] [sig ] [1738/3544] Completed KB in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:53.283565] [INFO ] [sig ] [1739/3544] Forecasting KBH... [2025-12-02T20:34:53.283617] [INFO ] [sig ] Generating forecast for: KBH [2025-12-02T20:34:53.283647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-12-02T20:34:53.295020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBH'. [2025-12-02T20:34:53.295388] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-12-02T20:34:53.296203] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-12-02T20:34:53.296253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:53.296283] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:53.296308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:53.296362] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:53.354712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:53.355592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:53.355685] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:53.355718] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:53.475983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:53.476132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:53.476171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:53.476198] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:53.479702] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-12-02T20:34:53.480003] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-12-02T20:34:53.480127] [INFO ] [sig ] KBH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:53.621038] [INFO ] [LOCAL ] Saved forecast: KBH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KBH.txt [2025-12-02T20:34:53.621164] [INFO ] [sig ] [1739/3544] Completed KBH in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:53.621199] [INFO ] [sig ] [1740/3544] Forecasting KBWB... [2025-12-02T20:34:53.621226] [INFO ] [sig ] Generating forecast for: KBWB [2025-12-02T20:34:53.621254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'. [2025-12-02T20:34:53.633093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWB'. [2025-12-02T20:34:53.633444] [INFO ] [FORECASTER] Starting predict_future for KBWB [2025-12-02T20:34:53.634282] [DEBUG] [LOCAL ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt [2025-12-02T20:34:53.634331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:53.634361] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:53.634386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:53.634440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:53.689888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:53.690523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:53.690617] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:53.690651] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:53.814728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:53.814868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:53.814908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:53.814935] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:53.818212] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=4.79%) [2025-12-02T20:34:53.818467] [INFO ] [FORECASTER] Completed predict_future for KBWB [2025-12-02T20:34:53.818599] [INFO ] [sig ] KBWB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:53.955664] [INFO ] [LOCAL ] Saved forecast: KBWB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KBWB.txt [2025-12-02T20:34:53.955815] [INFO ] [sig ] [1740/3544] Completed KBWB in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:53.955854] [INFO ] [sig ] [1741/3544] Forecasting KBWD... [2025-12-02T20:34:53.955881] [INFO ] [sig ] Generating forecast for: KBWD [2025-12-02T20:34:53.955910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'. [2025-12-02T20:34:53.966802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWD'. [2025-12-02T20:34:53.967080] [INFO ] [FORECASTER] Starting predict_future for KBWD [2025-12-02T20:34:53.967839] [DEBUG] [LOCAL ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt [2025-12-02T20:34:53.967915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:53.967949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:53.967974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:53.968027] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:54.023348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:54.023994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:54.024069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:54.024100] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:54.148352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:54.148450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:54.148490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:54.148517] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:54.151842] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=80.31%) [2025-12-02T20:34:54.152100] [INFO ] [FORECASTER] Completed predict_future for KBWD [2025-12-02T20:34:54.152216] [INFO ] [sig ] KBWD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:54.295666] [INFO ] [LOCAL ] Saved forecast: KBWD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KBWD.txt [2025-12-02T20:34:54.295805] [INFO ] [sig ] [1741/3544] Completed KBWD in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:54.295843] [INFO ] [sig ] [1742/3544] Forecasting KBWP... [2025-12-02T20:34:54.295870] [INFO ] [sig ] Generating forecast for: KBWP [2025-12-02T20:34:54.295900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'. [2025-12-02T20:34:54.306915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWP'. [2025-12-02T20:34:54.307187] [INFO ] [FORECASTER] Starting predict_future for KBWP [2025-12-02T20:34:54.307963] [DEBUG] [LOCAL ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt [2025-12-02T20:34:54.308013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:54.308043] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:54.308069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:54.308123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:54.363627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:54.364253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:54.364328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:54.364359] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:54.478793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:54.478941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:54.478979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:54.479006] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:54.482234] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=88.63%) [2025-12-02T20:34:54.482496] [INFO ] [FORECASTER] Completed predict_future for KBWP [2025-12-02T20:34:54.482632] [INFO ] [sig ] KBWP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:54.619189] [INFO ] [LOCAL ] Saved forecast: KBWP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KBWP.txt [2025-12-02T20:34:54.619310] [INFO ] [sig ] [1742/3544] Completed KBWP in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.1m [2025-12-02T20:34:54.619346] [INFO ] [sig ] [1743/3544] Forecasting KBWY... [2025-12-02T20:34:54.619373] [INFO ] [sig ] Generating forecast for: KBWY [2025-12-02T20:34:54.619402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'. [2025-12-02T20:34:54.630472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWY'. [2025-12-02T20:34:54.630761] [INFO ] [FORECASTER] Starting predict_future for KBWY [2025-12-02T20:34:54.631495] [DEBUG] [LOCAL ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt [2025-12-02T20:34:54.631542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:54.631590] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:54.631619] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:54.631683] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:54.687561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:54.688316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:54.688396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:54.688428] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:54.803664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:54.803820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:54.803857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:54.803884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:54.807104] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=46.80%) [2025-12-02T20:34:54.807377] [INFO ] [FORECASTER] Completed predict_future for KBWY [2025-12-02T20:34:54.807492] [INFO ] [sig ] KBWY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:54.944760] [INFO ] [LOCAL ] Saved forecast: KBWY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KBWY.txt [2025-12-02T20:34:54.944889] [INFO ] [sig ] [1743/3544] Completed KBWY in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.1m [2025-12-02T20:34:54.944926] [INFO ] [sig ] [1744/3544] Forecasting KC... [2025-12-02T20:34:54.944954] [INFO ] [sig ] Generating forecast for: KC [2025-12-02T20:34:54.944984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'. [2025-12-02T20:34:54.955677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KC'. [2025-12-02T20:34:54.956004] [INFO ] [FORECASTER] Starting predict_future for KC [2025-12-02T20:34:54.956779] [DEBUG] [LOCAL ] No optimal features file found for KC: ./output/feature-sets/KC.txt [2025-12-02T20:34:54.956826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:54.956882] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:54.956909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:54.956964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:55.012184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:55.012869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:55.012943] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:55.012973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:55.133897] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:55.134048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:55.134087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:55.134114] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:55.137417] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=30.71%) [2025-12-02T20:34:55.137692] [INFO ] [FORECASTER] Completed predict_future for KC [2025-12-02T20:34:55.137811] [INFO ] [sig ] KC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:55.277532] [INFO ] [LOCAL ] Saved forecast: KC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KC.txt [2025-12-02T20:34:55.277663] [INFO ] [sig ] [1744/3544] Completed KC in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.1m [2025-12-02T20:34:55.277700] [INFO ] [sig ] [1745/3544] Forecasting KD... [2025-12-02T20:34:55.277728] [INFO ] [sig ] Generating forecast for: KD [2025-12-02T20:34:55.277755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-12-02T20:34:55.288994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KD'. [2025-12-02T20:34:55.289300] [INFO ] [FORECASTER] Starting predict_future for KD [2025-12-02T20:34:55.290164] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-12-02T20:34:55.290214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:55.290244] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:55.290269] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:55.290324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:55.345826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:55.346563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:55.346659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:55.346690] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:55.467523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:55.467687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:55.467730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:55.467757] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:55.470983] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=25.49%) [2025-12-02T20:34:55.471238] [INFO ] [FORECASTER] Completed predict_future for KD [2025-12-02T20:34:55.471352] [INFO ] [sig ] KD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:55.608342] [INFO ] [LOCAL ] Saved forecast: KD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KD.txt [2025-12-02T20:34:55.608460] [INFO ] [sig ] [1745/3544] Completed KD in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.1m [2025-12-02T20:34:55.608496] [INFO ] [sig ] [1746/3544] Forecasting KDP... [2025-12-02T20:34:55.608523] [INFO ] [sig ] Generating forecast for: KDP [2025-12-02T20:34:55.608552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'. [2025-12-02T20:34:55.619287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KDP'. [2025-12-02T20:34:55.619597] [INFO ] [FORECASTER] Starting predict_future for KDP [2025-12-02T20:34:55.620376] [DEBUG] [LOCAL ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt [2025-12-02T20:34:55.620424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:55.620455] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:55.620481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:55.620534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:55.677277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:55.678226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:55.678314] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:55.678358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:55.797077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:55.797215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:55.797254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:55.797281] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:55.800550] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=20.82%) [2025-12-02T20:34:55.800828] [INFO ] [FORECASTER] Completed predict_future for KDP [2025-12-02T20:34:55.800943] [INFO ] [sig ] KDP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:55.941660] [INFO ] [LOCAL ] Saved forecast: KDP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KDP.txt [2025-12-02T20:34:55.941822] [INFO ] [sig ] [1746/3544] Completed KDP in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.1m [2025-12-02T20:34:55.941863] [INFO ] [sig ] [1747/3544] Forecasting KE... [2025-12-02T20:34:55.941890] [INFO ] [sig ] Generating forecast for: KE [2025-12-02T20:34:55.941920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'. [2025-12-02T20:34:55.952698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KE'. [2025-12-02T20:34:55.952992] [INFO ] [FORECASTER] Starting predict_future for KE [2025-12-02T20:34:55.953787] [DEBUG] [LOCAL ] No optimal features file found for KE: ./output/feature-sets/KE.txt [2025-12-02T20:34:55.953846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:55.953880] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:55.953910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:55.953982] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:56.008457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:56.009081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:56.009154] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:56.009185] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:56.125997] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:56.126131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:56.126171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:56.126198] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:56.129474] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=89.84%) [2025-12-02T20:34:56.129752] [INFO ] [FORECASTER] Completed predict_future for KE [2025-12-02T20:34:56.129870] [INFO ] [sig ] KE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:56.265553] [INFO ] [LOCAL ] Saved forecast: KE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KE.txt [2025-12-02T20:34:56.265694] [INFO ] [sig ] [1747/3544] Completed KE in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.1m [2025-12-02T20:34:56.265735] [INFO ] [sig ] [1748/3544] Forecasting KELYA... [2025-12-02T20:34:56.265763] [INFO ] [sig ] Generating forecast for: KELYA [2025-12-02T20:34:56.265793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'. [2025-12-02T20:34:56.276530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KELYA'. [2025-12-02T20:34:56.276834] [INFO ] [FORECASTER] Starting predict_future for KELYA [2025-12-02T20:34:56.277596] [DEBUG] [LOCAL ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt [2025-12-02T20:34:56.277646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:56.277676] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:56.277702] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:56.277756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:56.334601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:56.335254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:56.335332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:56.335364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:56.456164] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:56.456314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:56.456354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:56.456381] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:56.459634] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=99.49%) [2025-12-02T20:34:56.459888] [INFO ] [FORECASTER] Completed predict_future for KELYA [2025-12-02T20:34:56.460001] [INFO ] [sig ] KELYA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:56.594661] [INFO ] [LOCAL ] Saved forecast: KELYA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KELYA.txt [2025-12-02T20:34:56.594772] [INFO ] [sig ] [1748/3544] Completed KELYA in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.1m [2025-12-02T20:34:56.594807] [INFO ] [sig ] [1749/3544] Forecasting KEN... [2025-12-02T20:34:56.594834] [INFO ] [sig ] Generating forecast for: KEN [2025-12-02T20:34:56.594862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-12-02T20:34:56.606305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEN'. [2025-12-02T20:34:56.606632] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-12-02T20:34:56.607470] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-12-02T20:34:56.607520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:56.607564] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:56.607613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:56.607670] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:56.664043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:56.664678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:56.664756] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:56.664786] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:56.782091] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:56.782230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:56.782268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:56.782296] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:56.785650] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=18.15%) [2025-12-02T20:34:56.785914] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-12-02T20:34:56.786030] [INFO ] [sig ] KEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:56.927272] [INFO ] [LOCAL ] Saved forecast: KEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KEN.txt [2025-12-02T20:34:56.927393] [INFO ] [sig ] [1749/3544] Completed KEN in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:56.927428] [INFO ] [sig ] [1750/3544] Forecasting KEP... [2025-12-02T20:34:56.927455] [INFO ] [sig ] Generating forecast for: KEP [2025-12-02T20:34:56.927483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-12-02T20:34:56.938292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEP'. [2025-12-02T20:34:56.938566] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-12-02T20:34:56.939326] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-12-02T20:34:56.939374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:56.939403] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:56.939428] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:56.939482] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:56.999190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:57.000018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:57.000099] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:57.000132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:57.118334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:57.118494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:57.118535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:57.118563] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:57.121997] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-12-02T20:34:57.122255] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-12-02T20:34:57.122370] [INFO ] [sig ] KEP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:57.268014] [INFO ] [LOCAL ] Saved forecast: KEP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KEP.txt [2025-12-02T20:34:57.268137] [INFO ] [sig ] [1750/3544] Completed KEP in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:57.268176] [INFO ] [sig ] [1751/3544] Forecasting KEX... [2025-12-02T20:34:57.268203] [INFO ] [sig ] Generating forecast for: KEX [2025-12-02T20:34:57.268231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-12-02T20:34:57.279144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEX'. [2025-12-02T20:34:57.279435] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-12-02T20:34:57.280235] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-12-02T20:34:57.280283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:57.280314] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:57.280339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:57.280394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:57.337210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:57.338055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:57.338136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:57.338168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:57.461275] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:57.461420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:57.461459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:57.461486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:57.464815] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=83.19%) [2025-12-02T20:34:57.465074] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-12-02T20:34:57.465191] [INFO ] [sig ] KEX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:57.602686] [INFO ] [LOCAL ] Saved forecast: KEX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KEX.txt [2025-12-02T20:34:57.602870] [INFO ] [sig ] [1751/3544] Completed KEX in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:57.602926] [INFO ] [sig ] [1752/3544] Forecasting KEYS... [2025-12-02T20:34:57.602963] [INFO ] [sig ] Generating forecast for: KEYS [2025-12-02T20:34:57.603002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-12-02T20:34:57.614356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEYS'. [2025-12-02T20:34:57.614660] [INFO ] [FORECASTER] Starting predict_future for KEYS [2025-12-02T20:34:57.615410] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-12-02T20:34:57.615458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:57.615488] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:57.615514] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:57.615568] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:57.670557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:57.671213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:57.671288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:57.671318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:57.794127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:57.794276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:57.794314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:57.794341] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:57.797549] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=82.59%) [2025-12-02T20:34:57.797849] [INFO ] [FORECASTER] Completed predict_future for KEYS [2025-12-02T20:34:57.797995] [INFO ] [sig ] KEYS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:57.938066] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KEYS.txt [2025-12-02T20:34:57.938186] [INFO ] [sig ] [1752/3544] Completed KEYS in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:57.938222] [INFO ] [sig ] [1753/3544] Forecasting KFS... [2025-12-02T20:34:57.938255] [INFO ] [sig ] Generating forecast for: KFS [2025-12-02T20:34:57.938284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-12-02T20:34:57.949307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KFS'. [2025-12-02T20:34:57.949592] [INFO ] [FORECASTER] Starting predict_future for KFS [2025-12-02T20:34:57.950384] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-12-02T20:34:57.950441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:57.950481] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:57.950516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:57.950605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:58.006452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:58.007066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:58.007142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:58.007174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:58.129658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:58.129802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:58.129841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:58.129869] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:58.133270] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=44.11%) [2025-12-02T20:34:58.133606] [INFO ] [FORECASTER] Completed predict_future for KFS [2025-12-02T20:34:58.133753] [INFO ] [sig ] KFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:58.277372] [INFO ] [LOCAL ] Saved forecast: KFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KFS.txt [2025-12-02T20:34:58.277489] [INFO ] [sig ] [1753/3544] Completed KFS in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:58.277524] [INFO ] [sig ] [1754/3544] Forecasting KFY... [2025-12-02T20:34:58.277552] [INFO ] [sig ] Generating forecast for: KFY [2025-12-02T20:34:58.277597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-12-02T20:34:58.288253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KFY'. [2025-12-02T20:34:58.288539] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-12-02T20:34:58.289321] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-12-02T20:34:58.289369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:58.289398] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:58.289423] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:58.289477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:58.346609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:58.347374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:58.347483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:58.347516] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:58.466329] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:58.466485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:58.466525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:58.466552] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:58.470020] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=90.22%) [2025-12-02T20:34:58.470276] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-12-02T20:34:58.470387] [INFO ] [sig ] KFY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:58.607904] [INFO ] [LOCAL ] Saved forecast: KFY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KFY.txt [2025-12-02T20:34:58.608031] [INFO ] [sig ] [1754/3544] Completed KFY in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:58.608067] [INFO ] [sig ] [1755/3544] Forecasting KGS... [2025-12-02T20:34:58.608096] [INFO ] [sig ] Generating forecast for: KGS [2025-12-02T20:34:58.608125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-12-02T20:34:58.618958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KGS'. [2025-12-02T20:34:58.619251] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-12-02T20:34:58.620028] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-12-02T20:34:58.620076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:58.620106] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:58.620132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:58.620186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:58.676397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:58.677099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:58.677177] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:58.677208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:58.803046] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:58.803194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:58.803236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:58.803264] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:58.806482] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=5.61%) [2025-12-02T20:34:58.806757] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-12-02T20:34:58.806878] [INFO ] [sig ] KGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:58.948131] [INFO ] [LOCAL ] Saved forecast: KGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KGS.txt [2025-12-02T20:34:58.948256] [INFO ] [sig ] [1755/3544] Completed KGS in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:58.948292] [INFO ] [sig ] [1756/3544] Forecasting KHC... [2025-12-02T20:34:58.948320] [INFO ] [sig ] Generating forecast for: KHC [2025-12-02T20:34:58.948348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'. [2025-12-02T20:34:58.959508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KHC'. [2025-12-02T20:34:58.959863] [INFO ] [FORECASTER] Starting predict_future for KHC [2025-12-02T20:34:58.960658] [DEBUG] [LOCAL ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt [2025-12-02T20:34:58.960707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:58.960739] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:58.960765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:58.960825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:59.018314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:59.018970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:59.019048] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:59.019080] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:59.143703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:59.143837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:59.143877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:59.143922] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:59.147285] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=21.80%) [2025-12-02T20:34:59.147546] [INFO ] [FORECASTER] Completed predict_future for KHC [2025-12-02T20:34:59.147684] [INFO ] [sig ] KHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:34:59.295032] [INFO ] [LOCAL ] Saved forecast: KHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KHC.txt [2025-12-02T20:34:59.295190] [INFO ] [sig ] [1756/3544] Completed KHC in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:59.295238] [INFO ] [sig ] [1757/3544] Forecasting KIDS... [2025-12-02T20:34:59.295274] [INFO ] [sig ] Generating forecast for: KIDS [2025-12-02T20:34:59.295315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'. [2025-12-02T20:34:59.306764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIDS'. [2025-12-02T20:34:59.307096] [INFO ] [FORECASTER] Starting predict_future for KIDS [2025-12-02T20:34:59.307957] [DEBUG] [LOCAL ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt [2025-12-02T20:34:59.308009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:59.308039] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:59.308064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:59.308119] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:59.366102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:59.366928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:59.367010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:59.367042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:59.488347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:59.488534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:59.488622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:59.488671] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:59.493020] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=79.31%) [2025-12-02T20:34:59.493361] [INFO ] [FORECASTER] Completed predict_future for KIDS [2025-12-02T20:34:59.493536] [INFO ] [sig ] KIDS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:34:59.646261] [INFO ] [LOCAL ] Saved forecast: KIDS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KIDS.txt [2025-12-02T20:34:59.646488] [INFO ] [sig ] [1757/3544] Completed KIDS in 0.4s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:34:59.646548] [INFO ] [sig ] [1758/3544] Forecasting KIM... [2025-12-02T20:34:59.646613] [INFO ] [sig ] Generating forecast for: KIM [2025-12-02T20:34:59.646650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-12-02T20:34:59.658735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIM'. [2025-12-02T20:34:59.659034] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-12-02T20:34:59.659835] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-12-02T20:34:59.659886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:34:59.659918] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:34:59.659946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:34:59.660003] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:34:59.720298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:34:59.721114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:34:59.721204] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:34:59.721263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:34:59.855668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:34:59.855825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:34:59.855867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:34:59.855897] [INFO ] [FORECASTER] Training complete [2025-12-02T20:34:59.859387] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=25.78%) [2025-12-02T20:34:59.859685] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-12-02T20:34:59.859808] [INFO ] [sig ] KIM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:00.004617] [INFO ] [LOCAL ] Saved forecast: KIM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KIM.txt [2025-12-02T20:35:00.004758] [INFO ] [sig ] [1758/3544] Completed KIM in 0.4s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:35:00.004795] [INFO ] [sig ] [1759/3544] Forecasting KINS... [2025-12-02T20:35:00.004822] [INFO ] [sig ] Generating forecast for: KINS [2025-12-02T20:35:00.004857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'. [2025-12-02T20:35:00.017017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KINS'. [2025-12-02T20:35:00.017363] [INFO ] [FORECASTER] Starting predict_future for KINS [2025-12-02T20:35:00.018176] [DEBUG] [LOCAL ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt [2025-12-02T20:35:00.018226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:00.018261] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:00.018288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:00.018342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:00.073153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:00.073898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:00.073977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:00.074008] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:00.196764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:00.196913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:00.196953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:00.196981] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:00.200436] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=1.07%) [2025-12-02T20:35:00.200764] [INFO ] [FORECASTER] Completed predict_future for KINS [2025-12-02T20:35:00.200909] [INFO ] [sig ] KINS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:00.354621] [INFO ] [LOCAL ] Saved forecast: KINS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KINS.txt [2025-12-02T20:35:00.354793] [INFO ] [sig ] [1759/3544] Completed KINS in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.0m [2025-12-02T20:35:00.354842] [INFO ] [sig ] [1760/3544] Forecasting KIO... [2025-12-02T20:35:00.354877] [INFO ] [sig ] Generating forecast for: KIO [2025-12-02T20:35:00.355100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-12-02T20:35:00.368136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIO'. [2025-12-02T20:35:00.368448] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-12-02T20:35:00.369241] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-12-02T20:35:00.369292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:00.369324] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:00.369350] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:00.369416] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:00.436703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:00.437722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:00.437830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:00.437895] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:00.560900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:00.561053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:00.561098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:00.561127] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:00.564607] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=85.25%) [2025-12-02T20:35:00.564895] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-12-02T20:35:00.565018] [INFO ] [sig ] KIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:00.716197] [INFO ] [LOCAL ] Saved forecast: KIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KIO.txt [2025-12-02T20:35:00.716344] [INFO ] [sig ] [1760/3544] Completed KIO in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.0m [2025-12-02T20:35:00.716384] [INFO ] [sig ] [1761/3544] Forecasting KKRS... [2025-12-02T20:35:00.716414] [INFO ] [sig ] Generating forecast for: KKRS [2025-12-02T20:35:00.716443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-12-02T20:35:00.728958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KKRS'. [2025-12-02T20:35:00.729250] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-12-02T20:35:00.730052] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-12-02T20:35:00.730102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:00.730160] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:00.730190] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:00.730246] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:00.790738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:00.791552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:00.791664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:00.791707] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:00.911160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:00.911326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:00.911370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:00.911399] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:00.914909] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=60.99%) [2025-12-02T20:35:00.915193] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-12-02T20:35:00.915320] [INFO ] [sig ] KKRS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:01.060326] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KKRS.txt [2025-12-02T20:35:01.060476] [INFO ] [sig ] [1761/3544] Completed KKRS in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.0m [2025-12-02T20:35:01.060515] [INFO ] [sig ] [1762/3544] Forecasting KLAC... [2025-12-02T20:35:01.060543] [INFO ] [sig ] Generating forecast for: KLAC [2025-12-02T20:35:01.060605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'. [2025-12-02T20:35:01.081443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLAC'. [2025-12-02T20:35:01.081815] [INFO ] [FORECASTER] Starting predict_future for KLAC [2025-12-02T20:35:01.082724] [DEBUG] [LOCAL ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt [2025-12-02T20:35:01.082774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:01.082806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:01.082837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:01.082893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:01.141767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:01.142495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:01.142594] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:01.142630] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:01.265179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:01.265330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:01.265371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:01.265397] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:01.268711] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=23.53%) [2025-12-02T20:35:01.268977] [INFO ] [FORECASTER] Completed predict_future for KLAC [2025-12-02T20:35:01.269096] [INFO ] [sig ] KLAC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:01.411975] [INFO ] [LOCAL ] Saved forecast: KLAC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KLAC.txt [2025-12-02T20:35:01.412141] [INFO ] [sig ] [1762/3544] Completed KLAC in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.0m [2025-12-02T20:35:01.412199] [INFO ] [sig ] [1763/3544] Forecasting KLIC... [2025-12-02T20:35:01.412234] [INFO ] [sig ] Generating forecast for: KLIC [2025-12-02T20:35:01.412264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'. [2025-12-02T20:35:01.430537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLIC'. [2025-12-02T20:35:01.432891] [INFO ] [FORECASTER] Starting predict_future for KLIC [2025-12-02T20:35:01.433715] [DEBUG] [LOCAL ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt [2025-12-02T20:35:01.433770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:01.433809] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:01.433837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:01.433893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:01.497746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:01.498527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:01.498626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:01.498661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:01.628265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:01.628434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:01.628482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:01.628519] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:01.631983] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-12-02T20:35:01.632249] [INFO ] [FORECASTER] Completed predict_future for KLIC [2025-12-02T20:35:01.632369] [INFO ] [sig ] KLIC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:01.791056] [INFO ] [LOCAL ] Saved forecast: KLIC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KLIC.txt [2025-12-02T20:35:01.791260] [INFO ] [sig ] [1763/3544] Completed KLIC in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.0m [2025-12-02T20:35:01.791312] [INFO ] [sig ] [1764/3544] Forecasting KLXE... [2025-12-02T20:35:01.791351] [INFO ] [sig ] Generating forecast for: KLXE [2025-12-02T20:35:01.791399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'. [2025-12-02T20:35:01.806388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLXE'. [2025-12-02T20:35:01.806911] [INFO ] [FORECASTER] Starting predict_future for KLXE [2025-12-02T20:35:01.807900] [DEBUG] [LOCAL ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt [2025-12-02T20:35:01.807954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:01.807987] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:01.808014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:01.808071] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:01.866154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:01.867312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:01.867426] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:01.867460] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:01.994202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:01.994429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:01.994478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:01.994555] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:01.998735] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=45.38%) [2025-12-02T20:35:01.999243] [INFO ] [FORECASTER] Completed predict_future for KLXE [2025-12-02T20:35:01.999451] [INFO ] [sig ] KLXE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:02.160747] [INFO ] [LOCAL ] Saved forecast: KLXE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KLXE.txt [2025-12-02T20:35:02.160958] [INFO ] [sig ] [1764/3544] Completed KLXE in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.0m [2025-12-02T20:35:02.161001] [INFO ] [sig ] [1765/3544] Forecasting KMB... [2025-12-02T20:35:02.161032] [INFO ] [sig ] Generating forecast for: KMB [2025-12-02T20:35:02.161066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'. [2025-12-02T20:35:02.177329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMB'. [2025-12-02T20:35:02.177964] [INFO ] [FORECASTER] Starting predict_future for KMB [2025-12-02T20:35:02.179081] [DEBUG] [LOCAL ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt [2025-12-02T20:35:02.179133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:02.179166] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:02.179193] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:02.179266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:02.241515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:02.242725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:02.242830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:02.242862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:02.383449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:02.383707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:02.383755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:02.383783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:02.388104] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=6.00%) [2025-12-02T20:35:02.388469] [INFO ] [FORECASTER] Completed predict_future for KMB [2025-12-02T20:35:02.388637] [INFO ] [sig ] KMB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:02.539972] [INFO ] [LOCAL ] Saved forecast: KMB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KMB.txt [2025-12-02T20:35:02.540155] [INFO ] [sig ] [1765/3544] Completed KMB in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.0m [2025-12-02T20:35:02.540197] [INFO ] [sig ] [1766/3544] Forecasting KMDA... [2025-12-02T20:35:02.540227] [INFO ] [sig ] Generating forecast for: KMDA [2025-12-02T20:35:02.540257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'. [2025-12-02T20:35:02.553400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMDA'. [2025-12-02T20:35:02.553881] [INFO ] [FORECASTER] Starting predict_future for KMDA [2025-12-02T20:35:02.554817] [DEBUG] [LOCAL ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt [2025-12-02T20:35:02.554868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:02.554899] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:02.554924] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:02.554991] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:02.611721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:02.612779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:02.612871] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:02.612906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:02.740290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:02.740455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:02.740497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:02.740524] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:02.744277] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=9.62%) [2025-12-02T20:35:02.744665] [INFO ] [FORECASTER] Completed predict_future for KMDA [2025-12-02T20:35:02.744821] [INFO ] [sig ] KMDA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:02.891987] [INFO ] [LOCAL ] Saved forecast: KMDA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KMDA.txt [2025-12-02T20:35:02.892140] [INFO ] [sig ] [1766/3544] Completed KMDA in 0.4s | 2.98 sym/s | Total: 9.9m | ETA: 10.0m [2025-12-02T20:35:02.892177] [INFO ] [sig ] [1767/3544] Forecasting KMI... [2025-12-02T20:35:02.892206] [INFO ] [sig ] Generating forecast for: KMI [2025-12-02T20:35:02.892234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-12-02T20:35:02.905717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMI'. [2025-12-02T20:35:02.906116] [INFO ] [FORECASTER] Starting predict_future for KMI [2025-12-02T20:35:02.907002] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-12-02T20:35:02.907052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:02.907084] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:02.907110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:02.907165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:02.962713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:02.963558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:02.963682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:02.963714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:03.084801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:03.084958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:03.084998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:03.085025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:03.088525] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=87.54%) [2025-12-02T20:35:03.088829] [INFO ] [FORECASTER] Completed predict_future for KMI [2025-12-02T20:35:03.088952] [INFO ] [sig ] KMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:03.229399] [INFO ] [LOCAL ] Saved forecast: KMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KMI.txt [2025-12-02T20:35:03.229555] [INFO ] [sig ] [1767/3544] Completed KMI in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:03.229613] [INFO ] [sig ] [1768/3544] Forecasting KMPB... [2025-12-02T20:35:03.229642] [INFO ] [sig ] Generating forecast for: KMPB [2025-12-02T20:35:03.229670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-12-02T20:35:03.241181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMPB'. [2025-12-02T20:35:03.241615] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-12-02T20:35:03.242409] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-12-02T20:35:03.242460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:03.242490] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:03.242515] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:03.242591] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:03.300084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:03.300992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:03.301076] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:03.301108] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:03.412705] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:03.412819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:03.412855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:03.412883] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:03.415971] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=81.67%) [2025-12-02T20:35:03.416233] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-12-02T20:35:03.416353] [INFO ] [sig ] KMPB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:03.552696] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KMPB.txt [2025-12-02T20:35:03.552802] [INFO ] [sig ] [1768/3544] Completed KMPB in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:03.552837] [INFO ] [sig ] [1769/3544] Forecasting KMX... [2025-12-02T20:35:03.552864] [INFO ] [sig ] Generating forecast for: KMX [2025-12-02T20:35:03.552892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-12-02T20:35:03.564213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMX'. [2025-12-02T20:35:03.564468] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-12-02T20:35:03.565214] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-12-02T20:35:03.565263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:03.565293] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:03.565318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:03.565371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:03.620034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:03.620615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:03.620689] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:03.620719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:03.739668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:03.739811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:03.739857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:03.739886] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:03.743088] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=77.93%) [2025-12-02T20:35:03.743342] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-12-02T20:35:03.743456] [INFO ] [sig ] KMX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:03.895147] [INFO ] [LOCAL ] Saved forecast: KMX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KMX.txt [2025-12-02T20:35:03.895269] [INFO ] [sig ] [1769/3544] Completed KMX in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:03.895305] [INFO ] [sig ] [1770/3544] Forecasting KN... [2025-12-02T20:35:03.895333] [INFO ] [sig ] Generating forecast for: KN [2025-12-02T20:35:03.895369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-12-02T20:35:03.907966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KN'. [2025-12-02T20:35:03.908241] [INFO ] [FORECASTER] Starting predict_future for KN [2025-12-02T20:35:03.909045] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-12-02T20:35:03.909096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:03.909126] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:03.909152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:03.909207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:03.965787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:03.966380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:03.966457] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:03.966488] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:04.087176] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:04.087314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:04.087354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:04.087381] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:04.090558] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=42.33%) [2025-12-02T20:35:04.090832] [INFO ] [FORECASTER] Completed predict_future for KN [2025-12-02T20:35:04.090952] [INFO ] [sig ] KN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:04.227107] [INFO ] [LOCAL ] Saved forecast: KN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KN.txt [2025-12-02T20:35:04.227214] [INFO ] [sig ] [1770/3544] Completed KN in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:04.227250] [INFO ] [sig ] [1771/3544] Forecasting KNF... [2025-12-02T20:35:04.227279] [INFO ] [sig ] Generating forecast for: KNF [2025-12-02T20:35:04.227309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-12-02T20:35:04.239093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNF'. [2025-12-02T20:35:04.239355] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-12-02T20:35:04.240146] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-12-02T20:35:04.240196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:04.240226] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:04.240253] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:04.240308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:04.295833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:04.296418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:04.296494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:04.296549] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:04.417227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:04.417386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:04.417430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:04.417458] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:04.421116] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=9.28%) [2025-12-02T20:35:04.421562] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-12-02T20:35:04.421696] [INFO ] [sig ] KNF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:04.557486] [INFO ] [LOCAL ] Saved forecast: KNF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KNF.txt [2025-12-02T20:35:04.557623] [INFO ] [sig ] [1771/3544] Completed KNF in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:04.557661] [INFO ] [sig ] [1772/3544] Forecasting KNOP... [2025-12-02T20:35:04.557689] [INFO ] [sig ] Generating forecast for: KNOP [2025-12-02T20:35:04.557719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-12-02T20:35:04.569950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNOP'. [2025-12-02T20:35:04.570217] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-12-02T20:35:04.570983] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-12-02T20:35:04.571032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:04.571062] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:04.571087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:04.571141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:04.626759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:04.627347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:04.627421] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:04.627452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:04.747235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:04.747383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:04.747425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:04.747452] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:04.750742] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=11.24%) [2025-12-02T20:35:04.751000] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-12-02T20:35:04.751116] [INFO ] [sig ] KNOP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:04.885951] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KNOP.txt [2025-12-02T20:35:04.886065] [INFO ] [sig ] [1772/3544] Completed KNOP in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:04.886100] [INFO ] [sig ] [1773/3544] Forecasting KNSA... [2025-12-02T20:35:04.886126] [INFO ] [sig ] Generating forecast for: KNSA [2025-12-02T20:35:04.886154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'. [2025-12-02T20:35:04.898283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSA'. [2025-12-02T20:35:04.898568] [INFO ] [FORECASTER] Starting predict_future for KNSA [2025-12-02T20:35:04.899329] [DEBUG] [LOCAL ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt [2025-12-02T20:35:04.899377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:04.899415] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:04.899441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:04.899494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:04.954695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:04.955372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:04.955456] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:04.955487] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:05.078558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:05.078718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:05.078757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:05.078783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:05.081981] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=94.20%) [2025-12-02T20:35:05.082236] [INFO ] [FORECASTER] Completed predict_future for KNSA [2025-12-02T20:35:05.082350] [INFO ] [sig ] KNSA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:05.221695] [INFO ] [LOCAL ] Saved forecast: KNSA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KNSA.txt [2025-12-02T20:35:05.221849] [INFO ] [sig ] [1773/3544] Completed KNSA in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:05.221886] [INFO ] [sig ] [1774/3544] Forecasting KNSL... [2025-12-02T20:35:05.221914] [INFO ] [sig ] Generating forecast for: KNSL [2025-12-02T20:35:05.221946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-12-02T20:35:05.233788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSL'. [2025-12-02T20:35:05.234065] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-12-02T20:35:05.234823] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-12-02T20:35:05.234872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:05.234902] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:05.234929] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:05.234982] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:05.290074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:05.290658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:05.290735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:05.290764] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:05.410800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:05.410950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:05.410992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:05.411021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:05.414430] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=42.72%) [2025-12-02T20:35:05.414729] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-12-02T20:35:05.414854] [INFO ] [sig ] KNSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:05.554603] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KNSL.txt [2025-12-02T20:35:05.554767] [INFO ] [sig ] [1774/3544] Completed KNSL in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:05.554807] [INFO ] [sig ] [1775/3544] Forecasting KNTK... [2025-12-02T20:35:05.554836] [INFO ] [sig ] Generating forecast for: KNTK [2025-12-02T20:35:05.554865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-12-02T20:35:05.566529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNTK'. [2025-12-02T20:35:05.566814] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-12-02T20:35:05.567566] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-12-02T20:35:05.567630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:05.567660] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:05.567685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:05.567738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:05.622292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:05.622887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:05.622971] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:05.623003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:05.740426] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:05.740588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:05.740641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:05.740671] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:05.743938] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=91.67%) [2025-12-02T20:35:05.744195] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-12-02T20:35:05.744309] [INFO ] [sig ] KNTK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:05.879259] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KNTK.txt [2025-12-02T20:35:05.879372] [INFO ] [sig ] [1775/3544] Completed KNTK in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:05.879407] [INFO ] [sig ] [1776/3544] Forecasting KNX... [2025-12-02T20:35:05.879435] [INFO ] [sig ] Generating forecast for: KNX [2025-12-02T20:35:05.879463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-12-02T20:35:05.891222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNX'. [2025-12-02T20:35:05.891497] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-12-02T20:35:05.892270] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-12-02T20:35:05.892319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:05.892348] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:05.892373] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:05.892427] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:05.947238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:05.947839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:05.947933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:05.947966] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:06.068231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:06.068372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:06.068412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:06.068439] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:06.071714] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=8.41%) [2025-12-02T20:35:06.071967] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-12-02T20:35:06.072082] [INFO ] [sig ] KNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:06.208100] [INFO ] [LOCAL ] Saved forecast: KNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KNX.txt [2025-12-02T20:35:06.208217] [INFO ] [sig ] [1776/3544] Completed KNX in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:06.208260] [INFO ] [sig ] [1777/3544] Forecasting KOD... [2025-12-02T20:35:06.208289] [INFO ] [sig ] Generating forecast for: KOD [2025-12-02T20:35:06.208317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'. [2025-12-02T20:35:06.220100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOD'. [2025-12-02T20:35:06.220372] [INFO ] [FORECASTER] Starting predict_future for KOD [2025-12-02T20:35:06.221134] [DEBUG] [LOCAL ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt [2025-12-02T20:35:06.221182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:06.221212] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:06.221237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:06.221291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:06.275910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:06.276503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:06.276595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:06.276629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:06.397689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:06.397833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:06.397897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:06.397927] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:06.401121] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=16.16%) [2025-12-02T20:35:06.401377] [INFO ] [FORECASTER] Completed predict_future for KOD [2025-12-02T20:35:06.401493] [INFO ] [sig ] KOD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:06.540488] [INFO ] [LOCAL ] Saved forecast: KOD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KOD.txt [2025-12-02T20:35:06.540663] [INFO ] [sig ] [1777/3544] Completed KOD in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 9.9m [2025-12-02T20:35:06.540711] [INFO ] [sig ] [1778/3544] Forecasting KODK... [2025-12-02T20:35:06.540742] [INFO ] [sig ] Generating forecast for: KODK [2025-12-02T20:35:06.540771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-12-02T20:35:06.552957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KODK'. [2025-12-02T20:35:06.553328] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-12-02T20:35:06.554146] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-12-02T20:35:06.554196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:06.554256] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:06.554283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:06.554341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:06.610888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:06.611693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:06.611771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:06.611803] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:06.732333] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:06.732489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:06.732529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:06.732555] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:06.735818] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=35.11%) [2025-12-02T20:35:06.736075] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-12-02T20:35:06.736213] [INFO ] [sig ] KODK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:06.877714] [INFO ] [LOCAL ] Saved forecast: KODK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KODK.txt [2025-12-02T20:35:06.877886] [INFO ] [sig ] [1778/3544] Completed KODK in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.9m [2025-12-02T20:35:06.877927] [INFO ] [sig ] [1779/3544] Forecasting KOF... [2025-12-02T20:35:06.877956] [INFO ] [sig ] Generating forecast for: KOF [2025-12-02T20:35:06.877986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-12-02T20:35:06.890332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOF'. [2025-12-02T20:35:06.890715] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-12-02T20:35:06.891466] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-12-02T20:35:06.891514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:06.891544] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:06.891589] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:06.891647] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:06.946881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:06.947730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:06.947811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:06.947841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:07.068033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:07.068180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:07.068220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:07.068246] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:07.071502] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=44.64%) [2025-12-02T20:35:07.071773] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-12-02T20:35:07.071889] [INFO ] [sig ] KOF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:07.208019] [INFO ] [LOCAL ] Saved forecast: KOF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KOF.txt [2025-12-02T20:35:07.208153] [INFO ] [sig ] [1779/3544] Completed KOF in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.9m [2025-12-02T20:35:07.208189] [INFO ] [sig ] [1780/3544] Forecasting KOP... [2025-12-02T20:35:07.208216] [INFO ] [sig ] Generating forecast for: KOP [2025-12-02T20:35:07.208246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-12-02T20:35:07.220206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOP'. [2025-12-02T20:35:07.220502] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-12-02T20:35:07.221260] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-12-02T20:35:07.221308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:07.221338] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:07.221364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:07.221418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:07.276620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:07.277407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:07.277484] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:07.277515] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:07.396001] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:07.396111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:07.396146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:07.396189] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:07.399268] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-12-02T20:35:07.399517] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-12-02T20:35:07.399654] [INFO ] [sig ] KOP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:07.534755] [INFO ] [LOCAL ] Saved forecast: KOP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KOP.txt [2025-12-02T20:35:07.534877] [INFO ] [sig ] [1780/3544] Completed KOP in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.9m [2025-12-02T20:35:07.534912] [INFO ] [sig ] [1781/3544] Forecasting KOPN... [2025-12-02T20:35:07.534940] [INFO ] [sig ] Generating forecast for: KOPN [2025-12-02T20:35:07.534968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'. [2025-12-02T20:35:07.547060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOPN'. [2025-12-02T20:35:07.547312] [INFO ] [FORECASTER] Starting predict_future for KOPN [2025-12-02T20:35:07.548087] [DEBUG] [LOCAL ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt [2025-12-02T20:35:07.548135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:07.548164] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:07.548190] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:07.548243] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:07.603556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:07.604257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:07.604332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:07.604362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:07.720955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:07.721081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:07.721118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:07.721174] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:07.724344] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=15.37%) [2025-12-02T20:35:07.724616] [INFO ] [FORECASTER] Completed predict_future for KOPN [2025-12-02T20:35:07.724736] [INFO ] [sig ] KOPN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:07.861243] [INFO ] [LOCAL ] Saved forecast: KOPN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KOPN.txt [2025-12-02T20:35:07.861412] [INFO ] [sig ] [1781/3544] Completed KOPN in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.9m [2025-12-02T20:35:07.861451] [INFO ] [sig ] [1782/3544] Forecasting KOS... [2025-12-02T20:35:07.861480] [INFO ] [sig ] Generating forecast for: KOS [2025-12-02T20:35:07.861510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-12-02T20:35:07.873395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOS'. [2025-12-02T20:35:07.873809] [INFO ] [FORECASTER] Starting predict_future for KOS [2025-12-02T20:35:07.874589] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-12-02T20:35:07.874638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:07.874668] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:07.874693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:07.874747] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:07.929123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:07.929922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:07.930012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:07.930044] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:08.047303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:08.047449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:08.047488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:08.047515] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:08.050757] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=91.12%) [2025-12-02T20:35:08.051013] [INFO ] [FORECASTER] Completed predict_future for KOS [2025-12-02T20:35:08.051127] [INFO ] [sig ] KOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:08.185417] [INFO ] [LOCAL ] Saved forecast: KOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KOS.txt [2025-12-02T20:35:08.185525] [INFO ] [sig ] [1782/3544] Completed KOS in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.9m [2025-12-02T20:35:08.185562] [INFO ] [sig ] [1783/3544] Forecasting KOSS... [2025-12-02T20:35:08.185609] [INFO ] [sig ] Generating forecast for: KOSS [2025-12-02T20:35:08.185638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'. [2025-12-02T20:35:08.196478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOSS'. [2025-12-02T20:35:08.196747] [INFO ] [FORECASTER] Starting predict_future for KOSS [2025-12-02T20:35:08.197481] [DEBUG] [LOCAL ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt [2025-12-02T20:35:08.197529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:08.197558] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:08.197601] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:08.197657] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:08.252337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:08.252944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:08.253019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:08.253049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:08.365519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:08.365639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:08.365675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:08.365702] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:08.368775] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=94.58%) [2025-12-02T20:35:08.369048] [INFO ] [FORECASTER] Completed predict_future for KOSS [2025-12-02T20:35:08.369178] [INFO ] [sig ] KOSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:08.509432] [INFO ] [LOCAL ] Saved forecast: KOSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KOSS.txt [2025-12-02T20:35:08.509592] [INFO ] [sig ] [1783/3544] Completed KOSS in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.9m [2025-12-02T20:35:08.509636] [INFO ] [sig ] [1784/3544] Forecasting KPRX... [2025-12-02T20:35:08.509666] [INFO ] [sig ] Generating forecast for: KPRX [2025-12-02T20:35:08.509697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'. [2025-12-02T20:35:08.521358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPRX'. [2025-12-02T20:35:08.521688] [INFO ] [FORECASTER] Starting predict_future for KPRX [2025-12-02T20:35:08.522451] [DEBUG] [LOCAL ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt [2025-12-02T20:35:08.522500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:08.522540] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:08.522566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:08.522642] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:08.579649] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:08.580267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:08.580345] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:08.580376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:08.701251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:08.701379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:08.701415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:08.701442] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:08.704628] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=13.81%) [2025-12-02T20:35:08.704884] [INFO ] [FORECASTER] Completed predict_future for KPRX [2025-12-02T20:35:08.705000] [INFO ] [sig ] KPRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:08.844947] [INFO ] [LOCAL ] Saved forecast: KPRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KPRX.txt [2025-12-02T20:35:08.845062] [INFO ] [sig ] [1784/3544] Completed KPRX in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.9m [2025-12-02T20:35:08.845097] [INFO ] [sig ] [1785/3544] Forecasting KPTI... [2025-12-02T20:35:08.845124] [INFO ] [sig ] Generating forecast for: KPTI [2025-12-02T20:35:08.845152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'. [2025-12-02T20:35:08.858529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPTI'. [2025-12-02T20:35:08.859019] [INFO ] [FORECASTER] Starting predict_future for KPTI [2025-12-02T20:35:08.859911] [DEBUG] [LOCAL ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt [2025-12-02T20:35:08.859960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:08.859990] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:08.860016] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:08.860073] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:08.914877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:08.915893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:08.915992] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:08.916022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:09.038924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:09.039134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:09.039184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:09.039211] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:09.043207] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=67.53%) [2025-12-02T20:35:09.043503] [INFO ] [FORECASTER] Completed predict_future for KPTI [2025-12-02T20:35:09.043661] [INFO ] [sig ] KPTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:09.192143] [INFO ] [LOCAL ] Saved forecast: KPTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KPTI.txt [2025-12-02T20:35:09.192330] [INFO ] [sig ] [1785/3544] Completed KPTI in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:09.192388] [INFO ] [sig ] [1786/3544] Forecasting KRC... [2025-12-02T20:35:09.192434] [INFO ] [sig ] Generating forecast for: KRC [2025-12-02T20:35:09.192477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-12-02T20:35:09.204801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRC'. [2025-12-02T20:35:09.205201] [INFO ] [FORECASTER] Starting predict_future for KRC [2025-12-02T20:35:09.206047] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-12-02T20:35:09.206097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:09.206128] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:09.206153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:09.206206] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:09.261548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:09.262367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:09.262451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:09.262482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:09.381379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:09.381501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:09.381539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:09.381565] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:09.384844] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=89.06%) [2025-12-02T20:35:09.385110] [INFO ] [FORECASTER] Completed predict_future for KRC [2025-12-02T20:35:09.385233] [INFO ] [sig ] KRC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:09.523380] [INFO ] [LOCAL ] Saved forecast: KRC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KRC.txt [2025-12-02T20:35:09.523491] [INFO ] [sig ] [1786/3544] Completed KRC in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:09.523526] [INFO ] [sig ] [1787/3544] Forecasting KREF... [2025-12-02T20:35:09.523554] [INFO ] [sig ] Generating forecast for: KREF [2025-12-02T20:35:09.523600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-12-02T20:35:09.534460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KREF'. [2025-12-02T20:35:09.534754] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-12-02T20:35:09.535508] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-12-02T20:35:09.535556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:09.535601] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:09.535627] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:09.535680] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:09.593661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:09.594394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:09.594476] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:09.594508] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:09.711964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:09.712114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:09.712157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:09.712184] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:09.715441] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=29.10%) [2025-12-02T20:35:09.715718] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-12-02T20:35:09.715835] [INFO ] [sig ] KREF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:09.855309] [INFO ] [LOCAL ] Saved forecast: KREF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KREF.txt [2025-12-02T20:35:09.855421] [INFO ] [sig ] [1787/3544] Completed KREF in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:09.855473] [INFO ] [sig ] [1788/3544] Forecasting KRG... [2025-12-02T20:35:09.855520] [INFO ] [sig ] Generating forecast for: KRG [2025-12-02T20:35:09.855560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-12-02T20:35:09.866925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRG'. [2025-12-02T20:35:09.867309] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-12-02T20:35:09.868189] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-12-02T20:35:09.868238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:09.868267] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:09.868293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:09.868347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:09.926400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:09.927381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:09.927508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:09.927553] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:10.047497] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:10.047674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:10.047715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:10.047741] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:10.051028] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=2.89%) [2025-12-02T20:35:10.051289] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-12-02T20:35:10.051405] [INFO ] [sig ] KRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:10.190158] [INFO ] [LOCAL ] Saved forecast: KRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KRG.txt [2025-12-02T20:35:10.190314] [INFO ] [sig ] [1788/3544] Completed KRG in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:10.190351] [INFO ] [sig ] [1789/3544] Forecasting KRMD... [2025-12-02T20:35:10.190379] [INFO ] [sig ] Generating forecast for: KRMD [2025-12-02T20:35:10.190409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'. [2025-12-02T20:35:10.202893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRMD'. [2025-12-02T20:35:10.203281] [INFO ] [FORECASTER] Starting predict_future for KRMD [2025-12-02T20:35:10.204145] [DEBUG] [LOCAL ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt [2025-12-02T20:35:10.204194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:10.204224] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:10.204250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:10.204306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:10.261985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:10.262901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:10.262984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:10.263014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:10.391691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:10.391876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:10.391933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:10.391974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:10.395918] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=9.40%) [2025-12-02T20:35:10.396225] [INFO ] [FORECASTER] Completed predict_future for KRMD [2025-12-02T20:35:10.396370] [INFO ] [sig ] KRMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:10.579353] [INFO ] [LOCAL ] Saved forecast: KRMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KRMD.txt [2025-12-02T20:35:10.579513] [INFO ] [sig ] [1789/3544] Completed KRMD in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:10.579552] [INFO ] [sig ] [1790/3544] Forecasting KRNY... [2025-12-02T20:35:10.579599] [INFO ] [sig ] Generating forecast for: KRNY [2025-12-02T20:35:10.579630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'. [2025-12-02T20:35:10.592047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRNY'. [2025-12-02T20:35:10.592452] [INFO ] [FORECASTER] Starting predict_future for KRNY [2025-12-02T20:35:10.593314] [DEBUG] [LOCAL ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt [2025-12-02T20:35:10.593367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:10.593401] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:10.593429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:10.593487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:10.651182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:10.652103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:10.652390] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:10.652424] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:10.793484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:10.793673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:10.793718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:10.793746] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:10.797265] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=76.18%) [2025-12-02T20:35:10.797565] [INFO ] [FORECASTER] Completed predict_future for KRNY [2025-12-02T20:35:10.797724] [INFO ] [sig ] KRNY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:10.985747] [INFO ] [LOCAL ] Saved forecast: KRNY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KRNY.txt [2025-12-02T20:35:10.985908] [INFO ] [sig ] [1790/3544] Completed KRNY in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:10.985947] [INFO ] [sig ] [1791/3544] Forecasting KRO... [2025-12-02T20:35:10.985975] [INFO ] [sig ] Generating forecast for: KRO [2025-12-02T20:35:10.986003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-12-02T20:35:10.999456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRO'. [2025-12-02T20:35:10.999942] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-12-02T20:35:11.001066] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-12-02T20:35:11.001129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:11.001179] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:11.001223] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:11.001306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:11.078480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:11.079434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:11.079525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:11.079557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:11.201750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:11.201930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:11.201988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:11.202037] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:11.205822] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=20.98%) [2025-12-02T20:35:11.206154] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-12-02T20:35:11.206302] [INFO ] [sig ] KRO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:11.382296] [INFO ] [LOCAL ] Saved forecast: KRO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KRO.txt [2025-12-02T20:35:11.382507] [INFO ] [sig ] [1791/3544] Completed KRO in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:11.382601] [INFO ] [sig ] [1792/3544] Forecasting KROS... [2025-12-02T20:35:11.382652] [INFO ] [sig ] Generating forecast for: KROS [2025-12-02T20:35:11.382685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'. [2025-12-02T20:35:11.394820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KROS'. [2025-12-02T20:35:11.395216] [INFO ] [FORECASTER] Starting predict_future for KROS [2025-12-02T20:35:11.396085] [DEBUG] [LOCAL ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt [2025-12-02T20:35:11.396137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:11.396170] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:11.396197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:11.396254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:11.458523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:11.459491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:11.459608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:11.459654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:11.603728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:11.603888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:11.603930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:11.603958] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:11.607391] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=27.91%) [2025-12-02T20:35:11.607700] [INFO ] [FORECASTER] Completed predict_future for KROS [2025-12-02T20:35:11.607830] [INFO ] [sig ] KROS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:11.758503] [INFO ] [LOCAL ] Saved forecast: KROS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KROS.txt [2025-12-02T20:35:11.758688] [INFO ] [sig ] [1792/3544] Completed KROS in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:11.758729] [INFO ] [sig ] [1793/3544] Forecasting KRRO... [2025-12-02T20:35:11.758757] [INFO ] [sig ] Generating forecast for: KRRO [2025-12-02T20:35:11.758786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'. [2025-12-02T20:35:11.770466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRRO'. [2025-12-02T20:35:11.770835] [INFO ] [FORECASTER] Starting predict_future for KRRO [2025-12-02T20:35:11.771626] [DEBUG] [LOCAL ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt [2025-12-02T20:35:11.771674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:11.771705] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:11.771730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:11.771784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:11.830486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:11.831433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:11.831531] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:11.831596] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:11.969165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:11.969343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:11.969395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:11.969430] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:11.973707] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=6.41%) [2025-12-02T20:35:11.974093] [INFO ] [FORECASTER] Completed predict_future for KRRO [2025-12-02T20:35:11.974256] [INFO ] [sig ] KRRO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:12.171870] [INFO ] [LOCAL ] Saved forecast: KRRO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KRRO.txt [2025-12-02T20:35:12.172031] [INFO ] [sig ] [1793/3544] Completed KRRO in 0.4s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:12.172070] [INFO ] [sig ] [1794/3544] Forecasting KRUS... [2025-12-02T20:35:12.172098] [INFO ] [sig ] Generating forecast for: KRUS [2025-12-02T20:35:12.172126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'. [2025-12-02T20:35:12.184082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRUS'. [2025-12-02T20:35:12.184460] [INFO ] [FORECASTER] Starting predict_future for KRUS [2025-12-02T20:35:12.185263] [DEBUG] [LOCAL ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt [2025-12-02T20:35:12.185313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:12.185344] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:12.185369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:12.185423] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:12.241455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:12.242304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:12.242385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:12.242416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:12.358027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:12.358156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:12.358195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:12.358223] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:12.361453] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=55.39%) [2025-12-02T20:35:12.361739] [INFO ] [FORECASTER] Completed predict_future for KRUS [2025-12-02T20:35:12.361857] [INFO ] [sig ] KRUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:12.502412] [INFO ] [LOCAL ] Saved forecast: KRUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KRUS.txt [2025-12-02T20:35:12.502563] [INFO ] [sig ] [1794/3544] Completed KRUS in 0.3s | 2.98 sym/s | Total: 10.0m | ETA: 9.8m [2025-12-02T20:35:12.502619] [INFO ] [sig ] [1795/3544] Forecasting KRYS... [2025-12-02T20:35:12.502649] [INFO ] [sig ] Generating forecast for: KRYS [2025-12-02T20:35:12.502676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'. [2025-12-02T20:35:12.514778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRYS'. [2025-12-02T20:35:12.515071] [INFO ] [FORECASTER] Starting predict_future for KRYS [2025-12-02T20:35:12.515858] [DEBUG] [LOCAL ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt [2025-12-02T20:35:12.515906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:12.515963] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:12.515990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:12.516055] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:12.570921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:12.571619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:12.571697] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:12.571728] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:12.689783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:12.689913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:12.689951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:12.689977] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:12.693256] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=0.81%) [2025-12-02T20:35:12.693514] [INFO ] [FORECASTER] Completed predict_future for KRYS [2025-12-02T20:35:12.693660] [INFO ] [sig ] KRYS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:12.832523] [INFO ] [LOCAL ] Saved forecast: KRYS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KRYS.txt [2025-12-02T20:35:12.832664] [INFO ] [sig ] [1795/3544] Completed KRYS in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:12.832703] [INFO ] [sig ] [1796/3544] Forecasting KSCP... [2025-12-02T20:35:12.832731] [INFO ] [sig ] Generating forecast for: KSCP [2025-12-02T20:35:12.832759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'. [2025-12-02T20:35:12.847660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSCP'. [2025-12-02T20:35:12.848139] [INFO ] [FORECASTER] Starting predict_future for KSCP [2025-12-02T20:35:12.849186] [DEBUG] [LOCAL ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt [2025-12-02T20:35:12.849264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:12.849312] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:12.849353] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:12.849436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:12.916309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:12.917302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:12.917443] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:12.917481] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:13.038230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:13.038384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:13.038424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:13.038491] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:13.041828] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-12-02T20:35:13.042095] [INFO ] [FORECASTER] Completed predict_future for KSCP [2025-12-02T20:35:13.042229] [INFO ] [sig ] KSCP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:13.185120] [INFO ] [LOCAL ] Saved forecast: KSCP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KSCP.txt [2025-12-02T20:35:13.185261] [INFO ] [sig ] [1796/3544] Completed KSCP in 0.4s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:13.185299] [INFO ] [sig ] [1797/3544] Forecasting KSPI... [2025-12-02T20:35:13.185328] [INFO ] [sig ] Generating forecast for: KSPI [2025-12-02T20:35:13.185357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'. [2025-12-02T20:35:13.197444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSPI'. [2025-12-02T20:35:13.197782] [INFO ] [FORECASTER] Starting predict_future for KSPI [2025-12-02T20:35:13.198667] [DEBUG] [LOCAL ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt [2025-12-02T20:35:13.198717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:13.198749] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:13.198775] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:13.198829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:13.256203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:13.256904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:13.256986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:13.257030] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:13.383607] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:13.383754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:13.383794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:13.383821] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:13.387247] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=73.16%) [2025-12-02T20:35:13.387519] [INFO ] [FORECASTER] Completed predict_future for KSPI [2025-12-02T20:35:13.387657] [INFO ] [sig ] KSPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:13.530715] [INFO ] [LOCAL ] Saved forecast: KSPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KSPI.txt [2025-12-02T20:35:13.530841] [INFO ] [sig ] [1797/3544] Completed KSPI in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:13.530878] [INFO ] [sig ] [1798/3544] Forecasting KSS... [2025-12-02T20:35:13.530906] [INFO ] [sig ] Generating forecast for: KSS [2025-12-02T20:35:13.530936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-12-02T20:35:13.542434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSS'. [2025-12-02T20:35:13.542757] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-12-02T20:35:13.543495] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-12-02T20:35:13.543544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:13.543602] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:13.543649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:13.543704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:13.598230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:13.598860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:13.598935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:13.598966] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:13.721911] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:13.722069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:13.722120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:13.722182] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:13.725526] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=47.20%) [2025-12-02T20:35:13.725802] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-12-02T20:35:13.725919] [INFO ] [sig ] KSS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:13.861546] [INFO ] [LOCAL ] Saved forecast: KSS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KSS.txt [2025-12-02T20:35:13.861689] [INFO ] [sig ] [1798/3544] Completed KSS in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:13.861726] [INFO ] [sig ] [1799/3544] Forecasting KTB... [2025-12-02T20:35:13.861752] [INFO ] [sig ] Generating forecast for: KTB [2025-12-02T20:35:13.861780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-12-02T20:35:13.872567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTB'. [2025-12-02T20:35:13.872886] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-12-02T20:35:13.873656] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-12-02T20:35:13.873704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:13.873733] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:13.873758] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:13.873812] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:13.928088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:13.928702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:13.928775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:13.928806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:14.050171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:14.050319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:14.050357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:14.050383] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:14.053642] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=98.43%) [2025-12-02T20:35:14.053898] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-12-02T20:35:14.054014] [INFO ] [sig ] KTB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:14.189470] [INFO ] [LOCAL ] Saved forecast: KTB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KTB.txt [2025-12-02T20:35:14.189616] [INFO ] [sig ] [1799/3544] Completed KTB in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:14.189654] [INFO ] [sig ] [1800/3544] Forecasting KTCC... [2025-12-02T20:35:14.189683] [INFO ] [sig ] Generating forecast for: KTCC [2025-12-02T20:35:14.189711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'. [2025-12-02T20:35:14.201424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTCC'. [2025-12-02T20:35:14.201755] [INFO ] [FORECASTER] Starting predict_future for KTCC [2025-12-02T20:35:14.202491] [DEBUG] [LOCAL ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt [2025-12-02T20:35:14.202539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:14.202588] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:14.202617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:14.202672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:14.257744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:14.258368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:14.258441] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:14.258471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:14.363928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:14.364077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:14.364115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:14.364146] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:14.367717] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=5.05%) [2025-12-02T20:35:14.367981] [INFO ] [FORECASTER] Completed predict_future for KTCC [2025-12-02T20:35:14.368095] [INFO ] [sig ] KTCC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:14.509676] [INFO ] [LOCAL ] Saved forecast: KTCC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KTCC.txt [2025-12-02T20:35:14.509794] [INFO ] [sig ] [1800/3544] Completed KTCC in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:14.509830] [INFO ] [sig ] [1801/3544] Forecasting KTF... [2025-12-02T20:35:14.509859] [INFO ] [sig ] Generating forecast for: KTF [2025-12-02T20:35:14.509887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-12-02T20:35:14.521174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTF'. [2025-12-02T20:35:14.521434] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-12-02T20:35:14.522204] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-12-02T20:35:14.522258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:14.522292] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:14.522317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:14.522371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:14.577962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:14.578531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:14.578623] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:14.578655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:14.697822] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:14.697989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:14.698028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:14.698055] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:14.701298] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=11.10%) [2025-12-02T20:35:14.701550] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-12-02T20:35:14.701686] [INFO ] [sig ] KTF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:14.836408] [INFO ] [LOCAL ] Saved forecast: KTF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KTF.txt [2025-12-02T20:35:14.836512] [INFO ] [sig ] [1801/3544] Completed KTF in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:14.836548] [INFO ] [sig ] [1802/3544] Forecasting KTOS... [2025-12-02T20:35:14.836592] [INFO ] [sig ] Generating forecast for: KTOS [2025-12-02T20:35:14.836623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'. [2025-12-02T20:35:14.847684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTOS'. [2025-12-02T20:35:14.847970] [INFO ] [FORECASTER] Starting predict_future for KTOS [2025-12-02T20:35:14.848767] [DEBUG] [LOCAL ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt [2025-12-02T20:35:14.848816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:14.848846] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:14.848873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:14.848927] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:14.904855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:14.905473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:14.905549] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:14.905596] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:15.019438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:15.019557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:15.019616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:15.019645] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:15.022777] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-12-02T20:35:15.023046] [INFO ] [FORECASTER] Completed predict_future for KTOS [2025-12-02T20:35:15.023165] [INFO ] [sig ] KTOS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:15.159458] [INFO ] [LOCAL ] Saved forecast: KTOS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KTOS.txt [2025-12-02T20:35:15.159566] [INFO ] [sig ] [1802/3544] Completed KTOS in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:15.159619] [INFO ] [sig ] [1803/3544] Forecasting KURA... [2025-12-02T20:35:15.159648] [INFO ] [sig ] Generating forecast for: KURA [2025-12-02T20:35:15.159676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'. [2025-12-02T20:35:15.170420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KURA'. [2025-12-02T20:35:15.170687] [INFO ] [FORECASTER] Starting predict_future for KURA [2025-12-02T20:35:15.171425] [DEBUG] [LOCAL ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt [2025-12-02T20:35:15.171473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:15.171502] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:15.171527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:15.171599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:15.229812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:15.230519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:15.230610] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:15.230643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:15.350745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:15.350851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:15.350894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:15.350921] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:15.354121] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=77.22%) [2025-12-02T20:35:15.354385] [INFO ] [FORECASTER] Completed predict_future for KURA [2025-12-02T20:35:15.354499] [INFO ] [sig ] KURA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:15.489739] [INFO ] [LOCAL ] Saved forecast: KURA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KURA.txt [2025-12-02T20:35:15.489853] [INFO ] [sig ] [1803/3544] Completed KURA in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.8m [2025-12-02T20:35:15.489887] [INFO ] [sig ] [1804/3544] Forecasting KVHI... [2025-12-02T20:35:15.489914] [INFO ] [sig ] Generating forecast for: KVHI [2025-12-02T20:35:15.489942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'. [2025-12-02T20:35:15.502551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVHI'. [2025-12-02T20:35:15.502902] [INFO ] [FORECASTER] Starting predict_future for KVHI [2025-12-02T20:35:15.503689] [DEBUG] [LOCAL ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt [2025-12-02T20:35:15.503737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:15.503767] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:15.503791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:15.503845] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:15.559918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:15.560691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:15.560770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:15.560800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:15.675903] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:15.676072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:15.676113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:15.676140] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:15.679426] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=81.46%) [2025-12-02T20:35:15.679701] [INFO ] [FORECASTER] Completed predict_future for KVHI [2025-12-02T20:35:15.679818] [INFO ] [sig ] KVHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:15.819158] [INFO ] [LOCAL ] Saved forecast: KVHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KVHI.txt [2025-12-02T20:35:15.819291] [INFO ] [sig ] [1804/3544] Completed KVHI in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:15.819327] [INFO ] [sig ] [1805/3544] Forecasting KVUE... [2025-12-02T20:35:15.819354] [INFO ] [sig ] Generating forecast for: KVUE [2025-12-02T20:35:15.819381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-12-02T20:35:15.830358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVUE'. [2025-12-02T20:35:15.830669] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-12-02T20:35:15.831437] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-12-02T20:35:15.831486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:15.831518] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:15.831546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:15.831624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:15.887867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:15.888489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:15.888604] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:15.888638] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:16.004303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:16.004455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:16.004498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:16.004527] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:16.007906] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=50.31%) [2025-12-02T20:35:16.008179] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-12-02T20:35:16.008302] [INFO ] [sig ] KVUE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:16.148276] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/KVUE.txt [2025-12-02T20:35:16.148401] [INFO ] [sig ] [1805/3544] Completed KVUE in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:16.148439] [INFO ] [sig ] [1806/3544] Forecasting KVYO... [2025-12-02T20:35:16.148468] [INFO ] [sig ] Generating forecast for: KVYO [2025-12-02T20:35:16.148503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-12-02T20:35:16.159461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVYO'. [2025-12-02T20:35:16.159762] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-12-02T20:35:16.160520] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-12-02T20:35:16.160585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:16.160626] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:16.160655] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:16.160711] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:16.217527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:16.218175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:16.218257] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:16.218288] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:16.342547] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:16.342691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:16.342733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:16.342761] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:16.346105] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=49.86%) [2025-12-02T20:35:16.346376] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-12-02T20:35:16.346501] [INFO ] [sig ] KVYO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:16.500872] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KVYO.txt [2025-12-02T20:35:16.500995] [INFO ] [sig ] [1806/3544] Completed KVYO in 0.4s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:16.501032] [INFO ] [sig ] [1807/3544] Forecasting KYN... [2025-12-02T20:35:16.501059] [INFO ] [sig ] Generating forecast for: KYN [2025-12-02T20:35:16.501087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-12-02T20:35:16.511835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYN'. [2025-12-02T20:35:16.512130] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-12-02T20:35:16.512908] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-12-02T20:35:16.512957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:16.512987] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:16.513013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:16.513068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:16.573030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:16.573803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:16.573886] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:16.573919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:16.695558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:16.695715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:16.695755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:16.695782] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:16.699040] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=34.62%) [2025-12-02T20:35:16.699294] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-12-02T20:35:16.699408] [INFO ] [sig ] KYN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:16.834711] [INFO ] [LOCAL ] Saved forecast: KYN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KYN.txt [2025-12-02T20:35:16.834847] [INFO ] [sig ] [1807/3544] Completed KYN in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:16.834885] [INFO ] [sig ] [1808/3544] Forecasting KYTX... [2025-12-02T20:35:16.834913] [INFO ] [sig ] Generating forecast for: KYTX [2025-12-02T20:35:16.834942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'. [2025-12-02T20:35:16.845625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYTX'. [2025-12-02T20:35:16.845900] [INFO ] [FORECASTER] Starting predict_future for KYTX [2025-12-02T20:35:16.846691] [DEBUG] [LOCAL ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt [2025-12-02T20:35:16.846751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:16.846784] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:16.846810] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:16.846866] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:16.903736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:16.904515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:16.904613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:16.904647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:17.020539] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:17.020702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:17.020743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:17.020772] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:17.024112] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-12-02T20:35:17.024372] [INFO ] [FORECASTER] Completed predict_future for KYTX [2025-12-02T20:35:17.024490] [INFO ] [sig ] KYTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:17.166860] [INFO ] [LOCAL ] Saved forecast: KYTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KYTX.txt [2025-12-02T20:35:17.167010] [INFO ] [sig ] [1808/3544] Completed KYTX in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:17.167048] [INFO ] [sig ] [1809/3544] Forecasting KZIA... [2025-12-02T20:35:17.167077] [INFO ] [sig ] Generating forecast for: KZIA [2025-12-02T20:35:17.167105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'. [2025-12-02T20:35:17.191671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KZIA'. [2025-12-02T20:35:17.191948] [INFO ] [FORECASTER] Starting predict_future for KZIA [2025-12-02T20:35:17.192718] [DEBUG] [LOCAL ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt [2025-12-02T20:35:17.192766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:17.192795] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:17.192820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:17.192874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:17.248486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:17.249090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:17.249164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:17.249201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:17.365728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:17.365883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:17.365923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:17.365949] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:17.369371] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-12-02T20:35:17.369732] [INFO ] [FORECASTER] Completed predict_future for KZIA [2025-12-02T20:35:17.369868] [INFO ] [sig ] KZIA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:17.519992] [INFO ] [LOCAL ] Saved forecast: KZIA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/KZIA.txt [2025-12-02T20:35:17.520157] [INFO ] [sig ] [1809/3544] Completed KZIA in 0.4s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:17.520194] [INFO ] [sig ] [1810/3544] Forecasting L... [2025-12-02T20:35:17.520222] [INFO ] [sig ] Generating forecast for: L [2025-12-02T20:35:17.520251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-12-02T20:35:17.531620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'L'. [2025-12-02T20:35:17.531965] [INFO ] [FORECASTER] Starting predict_future for L [2025-12-02T20:35:17.532748] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-12-02T20:35:17.532796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:17.532825] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:17.532851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:17.532905] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:17.588751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:17.589630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:17.589709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:17.589739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:17.712082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:17.712242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:17.712282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:17.712309] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:17.715649] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=33.61%) [2025-12-02T20:35:17.715916] [INFO ] [FORECASTER] Completed predict_future for L [2025-12-02T20:35:17.716032] [INFO ] [sig ] L: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:17.855473] [INFO ] [LOCAL ] Saved forecast: L 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/L.txt [2025-12-02T20:35:17.855612] [INFO ] [sig ] [1810/3544] Completed L in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:17.855650] [INFO ] [sig ] [1811/3544] Forecasting LAB... [2025-12-02T20:35:17.855678] [INFO ] [sig ] Generating forecast for: LAB [2025-12-02T20:35:17.855707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'. [2025-12-02T20:35:17.866964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAB'. [2025-12-02T20:35:17.867214] [INFO ] [FORECASTER] Starting predict_future for LAB [2025-12-02T20:35:17.867987] [DEBUG] [LOCAL ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt [2025-12-02T20:35:17.868035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:17.868065] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:17.868091] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:17.868145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:17.923049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:17.923636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:17.923709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:17.923739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:18.039476] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:18.039625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:18.039664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:18.039691] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:18.042861] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=30.64%) [2025-12-02T20:35:18.043115] [INFO ] [FORECASTER] Completed predict_future for LAB [2025-12-02T20:35:18.043228] [INFO ] [sig ] LAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:18.178510] [INFO ] [LOCAL ] Saved forecast: LAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LAB.txt [2025-12-02T20:35:18.178632] [INFO ] [sig ] [1811/3544] Completed LAB in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:18.178676] [INFO ] [sig ] [1812/3544] Forecasting LAC... [2025-12-02T20:35:18.178705] [INFO ] [sig ] Generating forecast for: LAC [2025-12-02T20:35:18.178733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-12-02T20:35:18.190426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAC'. [2025-12-02T20:35:18.190743] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-12-02T20:35:18.191549] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-12-02T20:35:18.191614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:18.191671] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:18.191698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:18.191752] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:18.246267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:18.246940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:18.247019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:18.247049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:18.370638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:18.370745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:18.370783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:18.370809] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:18.374082] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=0.36%) [2025-12-02T20:35:18.374362] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-12-02T20:35:18.374482] [INFO ] [sig ] LAC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:18.509812] [INFO ] [LOCAL ] Saved forecast: LAC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LAC.txt [2025-12-02T20:35:18.509931] [INFO ] [sig ] [1812/3544] Completed LAC in 0.3s | 2.98 sym/s | Total: 10.1m | ETA: 9.7m [2025-12-02T20:35:18.509968] [INFO ] [sig ] [1813/3544] Forecasting LAD... [2025-12-02T20:35:18.509996] [INFO ] [sig ] Generating forecast for: LAD [2025-12-02T20:35:18.510026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-12-02T20:35:18.521922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAD'. [2025-12-02T20:35:18.522231] [INFO ] [FORECASTER] Starting predict_future for LAD [2025-12-02T20:35:18.523010] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-12-02T20:35:18.523059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:18.523089] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:18.523113] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:18.523166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:18.577347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:18.577965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:18.578041] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:18.578071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:18.694482] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:18.694685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:18.694728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:18.694755] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:18.698251] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=33.46%) [2025-12-02T20:35:18.698549] [INFO ] [FORECASTER] Completed predict_future for LAD [2025-12-02T20:35:18.698723] [INFO ] [sig ] LAD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:18.835485] [INFO ] [LOCAL ] Saved forecast: LAD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LAD.txt [2025-12-02T20:35:18.835656] [INFO ] [sig ] [1813/3544] Completed LAD in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:18.835697] [INFO ] [sig ] [1814/3544] Forecasting LAES... [2025-12-02T20:35:18.835728] [INFO ] [sig ] Generating forecast for: LAES [2025-12-02T20:35:18.835757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'. [2025-12-02T20:35:18.846715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAES'. [2025-12-02T20:35:18.847008] [INFO ] [FORECASTER] Starting predict_future for LAES [2025-12-02T20:35:18.847781] [DEBUG] [LOCAL ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt [2025-12-02T20:35:18.847830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:18.847860] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:18.847912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:18.847969] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:18.903082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:18.903982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:18.904065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:18.904096] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:19.016051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:19.016202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:19.016242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:19.016270] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:19.019564] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=6.71%) [2025-12-02T20:35:19.019852] [INFO ] [FORECASTER] Completed predict_future for LAES [2025-12-02T20:35:19.019972] [INFO ] [sig ] LAES: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:19.158838] [INFO ] [LOCAL ] Saved forecast: LAES 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LAES.txt [2025-12-02T20:35:19.158994] [INFO ] [sig ] [1814/3544] Completed LAES in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:19.159032] [INFO ] [sig ] [1815/3544] Forecasting LAKE... [2025-12-02T20:35:19.159061] [INFO ] [sig ] Generating forecast for: LAKE [2025-12-02T20:35:19.159089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'. [2025-12-02T20:35:19.170390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAKE'. [2025-12-02T20:35:19.170748] [INFO ] [FORECASTER] Starting predict_future for LAKE [2025-12-02T20:35:19.171491] [DEBUG] [LOCAL ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt [2025-12-02T20:35:19.171539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:19.171569] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:19.171618] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:19.171673] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:19.227387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:19.228164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:19.228248] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:19.228285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:19.343832] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:19.343996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:19.344036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:19.344109] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:19.347520] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=68.60%) [2025-12-02T20:35:19.347851] [INFO ] [FORECASTER] Completed predict_future for LAKE [2025-12-02T20:35:19.348004] [INFO ] [sig ] LAKE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:19.486929] [INFO ] [LOCAL ] Saved forecast: LAKE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LAKE.txt [2025-12-02T20:35:19.487057] [INFO ] [sig ] [1815/3544] Completed LAKE in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:19.487094] [INFO ] [sig ] [1816/3544] Forecasting LAND... [2025-12-02T20:35:19.487123] [INFO ] [sig ] Generating forecast for: LAND [2025-12-02T20:35:19.487151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'. [2025-12-02T20:35:19.498274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAND'. [2025-12-02T20:35:19.498597] [INFO ] [FORECASTER] Starting predict_future for LAND [2025-12-02T20:35:19.499340] [DEBUG] [LOCAL ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt [2025-12-02T20:35:19.499388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:19.499418] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:19.499443] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:19.499498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:19.555488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:19.556207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:19.556284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:19.556317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:19.678419] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:19.678563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:19.678619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:19.678646] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:19.681920] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=90.71%) [2025-12-02T20:35:19.682180] [INFO ] [FORECASTER] Completed predict_future for LAND [2025-12-02T20:35:19.682299] [INFO ] [sig ] LAND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:19.819898] [INFO ] [LOCAL ] Saved forecast: LAND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LAND.txt [2025-12-02T20:35:19.820028] [INFO ] [sig ] [1816/3544] Completed LAND in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:19.820064] [INFO ] [sig ] [1817/3544] Forecasting LANDO... [2025-12-02T20:35:19.820092] [INFO ] [sig ] Generating forecast for: LANDO [2025-12-02T20:35:19.820121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'. [2025-12-02T20:35:19.831355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDO'. [2025-12-02T20:35:19.831670] [INFO ] [FORECASTER] Starting predict_future for LANDO [2025-12-02T20:35:19.832410] [DEBUG] [LOCAL ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt [2025-12-02T20:35:19.832459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:19.832489] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:19.832515] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:19.832594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:19.888865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:19.889747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:19.889853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:19.889890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:19.998310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:19.998440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:19.998479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:19.998506] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:20.001795] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=78.04%) [2025-12-02T20:35:20.002084] [INFO ] [FORECASTER] Completed predict_future for LANDO [2025-12-02T20:35:20.002209] [INFO ] [sig ] LANDO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:20.138019] [INFO ] [LOCAL ] Saved forecast: LANDO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LANDO.txt [2025-12-02T20:35:20.138149] [INFO ] [sig ] [1817/3544] Completed LANDO in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:20.138185] [INFO ] [sig ] [1818/3544] Forecasting LANDP... [2025-12-02T20:35:20.138214] [INFO ] [sig ] Generating forecast for: LANDP [2025-12-02T20:35:20.138243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'. [2025-12-02T20:35:20.149066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDP'. [2025-12-02T20:35:20.149308] [INFO ] [FORECASTER] Starting predict_future for LANDP [2025-12-02T20:35:20.150081] [DEBUG] [LOCAL ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt [2025-12-02T20:35:20.150130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:20.150160] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:20.150185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:20.150239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:20.204196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:20.204825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:20.204905] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:20.204935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:20.314101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:20.314225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:20.314262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:20.314289] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:20.317475] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=61.56%) [2025-12-02T20:35:20.317748] [INFO ] [FORECASTER] Completed predict_future for LANDP [2025-12-02T20:35:20.317867] [INFO ] [sig ] LANDP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:20.453198] [INFO ] [LOCAL ] Saved forecast: LANDP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LANDP.txt [2025-12-02T20:35:20.453334] [INFO ] [sig ] [1818/3544] Completed LANDP in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:20.453370] [INFO ] [sig ] [1819/3544] Forecasting LASE... [2025-12-02T20:35:20.453399] [INFO ] [sig ] Generating forecast for: LASE [2025-12-02T20:35:20.453428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'. [2025-12-02T20:35:20.464210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LASE'. [2025-12-02T20:35:20.464472] [INFO ] [FORECASTER] Starting predict_future for LASE [2025-12-02T20:35:20.465246] [DEBUG] [LOCAL ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt [2025-12-02T20:35:20.465294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:20.465361] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:20.465389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:20.465445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:20.520778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:20.521365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:20.521440] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:20.521471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:20.635652] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:20.635810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:20.635850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:20.635877] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:20.639328] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=85.65%) [2025-12-02T20:35:20.639690] [INFO ] [FORECASTER] Completed predict_future for LASE [2025-12-02T20:35:20.639826] [INFO ] [sig ] LASE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:20.777492] [INFO ] [LOCAL ] Saved forecast: LASE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LASE.txt [2025-12-02T20:35:20.777670] [INFO ] [sig ] [1819/3544] Completed LASE in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:20.777711] [INFO ] [sig ] [1820/3544] Forecasting LAZ... [2025-12-02T20:35:20.777739] [INFO ] [sig ] Generating forecast for: LAZ [2025-12-02T20:35:20.777767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-12-02T20:35:20.789369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAZ'. [2025-12-02T20:35:20.789765] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-12-02T20:35:20.790531] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-12-02T20:35:20.790597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:20.790629] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:20.790655] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:20.790709] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:20.845615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:20.846420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:20.846499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:20.846530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:20.964634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:20.964739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:20.964776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:20.964802] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:20.967846] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=35.80%) [2025-12-02T20:35:20.968109] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-12-02T20:35:20.968224] [INFO ] [sig ] LAZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:21.103613] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LAZ.txt [2025-12-02T20:35:21.103740] [INFO ] [sig ] [1820/3544] Completed LAZ in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.7m [2025-12-02T20:35:21.103777] [INFO ] [sig ] [1821/3544] Forecasting LBRDA... [2025-12-02T20:35:21.103805] [INFO ] [sig ] Generating forecast for: LBRDA [2025-12-02T20:35:21.103834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'. [2025-12-02T20:35:21.114661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'. [2025-12-02T20:35:21.114962] [INFO ] [FORECASTER] Starting predict_future for LBRDA [2025-12-02T20:35:21.115745] [DEBUG] [LOCAL ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt [2025-12-02T20:35:21.115793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:21.115823] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:21.115848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:21.115906] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:21.170374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:21.171037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:21.171112] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:21.171142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:21.288109] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:21.288250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:21.288288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:21.288314] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:21.291501] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=14.98%) [2025-12-02T20:35:21.291775] [INFO ] [FORECASTER] Completed predict_future for LBRDA [2025-12-02T20:35:21.291890] [INFO ] [sig ] LBRDA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:21.427023] [INFO ] [LOCAL ] Saved forecast: LBRDA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LBRDA.txt [2025-12-02T20:35:21.427145] [INFO ] [sig ] [1821/3544] Completed LBRDA in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:21.427181] [INFO ] [sig ] [1822/3544] Forecasting LBRDK... [2025-12-02T20:35:21.427210] [INFO ] [sig ] Generating forecast for: LBRDK [2025-12-02T20:35:21.427238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'. [2025-12-02T20:35:21.442252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'. [2025-12-02T20:35:21.442733] [INFO ] [FORECASTER] Starting predict_future for LBRDK [2025-12-02T20:35:21.443805] [DEBUG] [LOCAL ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt [2025-12-02T20:35:21.443867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:21.443910] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:21.443946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:21.444028] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:21.514862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:21.515754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:21.515873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:21.515906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:21.637147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:21.637297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:21.637339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:21.637367] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:21.640770] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=89.31%) [2025-12-02T20:35:21.641037] [INFO ] [FORECASTER] Completed predict_future for LBRDK [2025-12-02T20:35:21.641158] [INFO ] [sig ] LBRDK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:21.783430] [INFO ] [LOCAL ] Saved forecast: LBRDK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LBRDK.txt [2025-12-02T20:35:21.783566] [INFO ] [sig ] [1822/3544] Completed LBRDK in 0.4s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:21.783621] [INFO ] [sig ] [1823/3544] Forecasting LBTYA... [2025-12-02T20:35:21.783657] [INFO ] [sig ] Generating forecast for: LBTYA [2025-12-02T20:35:21.783688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'. [2025-12-02T20:35:21.794925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'. [2025-12-02T20:35:21.795244] [INFO ] [FORECASTER] Starting predict_future for LBTYA [2025-12-02T20:35:21.796033] [DEBUG] [LOCAL ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt [2025-12-02T20:35:21.796083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:21.796114] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:21.796140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:21.796195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:21.855933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:21.856848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:21.856946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:21.856978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:21.983136] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:21.983288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:21.983327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:21.983355] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:21.986614] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=67.12%) [2025-12-02T20:35:21.986872] [INFO ] [FORECASTER] Completed predict_future for LBTYA [2025-12-02T20:35:21.986991] [INFO ] [sig ] LBTYA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:22.129880] [INFO ] [LOCAL ] Saved forecast: LBTYA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LBTYA.txt [2025-12-02T20:35:22.130011] [INFO ] [sig ] [1823/3544] Completed LBTYA in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:22.130048] [INFO ] [sig ] [1824/3544] Forecasting LBTYK... [2025-12-02T20:35:22.130076] [INFO ] [sig ] Generating forecast for: LBTYK [2025-12-02T20:35:22.130104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'. [2025-12-02T20:35:22.141721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'. [2025-12-02T20:35:22.142044] [INFO ] [FORECASTER] Starting predict_future for LBTYK [2025-12-02T20:35:22.142838] [DEBUG] [LOCAL ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt [2025-12-02T20:35:22.142886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:22.142916] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:22.142941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:22.142994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:22.197883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:22.198487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:22.198562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:22.198613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:22.314550] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:22.314686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:22.314724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:22.314751] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:22.317900] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=26.32%) [2025-12-02T20:35:22.318159] [INFO ] [FORECASTER] Completed predict_future for LBTYK [2025-12-02T20:35:22.318294] [INFO ] [sig ] LBTYK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:22.452779] [INFO ] [LOCAL ] Saved forecast: LBTYK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LBTYK.txt [2025-12-02T20:35:22.452890] [INFO ] [sig ] [1824/3544] Completed LBTYK in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:22.452926] [INFO ] [sig ] [1825/3544] Forecasting LC... [2025-12-02T20:35:22.452954] [INFO ] [sig ] Generating forecast for: LC [2025-12-02T20:35:22.452981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-12-02T20:35:22.464332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LC'. [2025-12-02T20:35:22.464607] [INFO ] [FORECASTER] Starting predict_future for LC [2025-12-02T20:35:22.465346] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-12-02T20:35:22.465394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:22.465425] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:22.465450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:22.465505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:22.521242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:22.521912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:22.521986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:22.522017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:22.640381] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:22.640528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:22.640566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:22.640612] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:22.643818] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=77.01%) [2025-12-02T20:35:22.644076] [INFO ] [FORECASTER] Completed predict_future for LC [2025-12-02T20:35:22.644193] [INFO ] [sig ] LC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:22.779097] [INFO ] [LOCAL ] Saved forecast: LC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LC.txt [2025-12-02T20:35:22.779220] [INFO ] [sig ] [1825/3544] Completed LC in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:22.779256] [INFO ] [sig ] [1826/3544] Forecasting LCFY... [2025-12-02T20:35:22.779284] [INFO ] [sig ] Generating forecast for: LCFY [2025-12-02T20:35:22.779312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'. [2025-12-02T20:35:22.790679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCFY'. [2025-12-02T20:35:22.790989] [INFO ] [FORECASTER] Starting predict_future for LCFY [2025-12-02T20:35:22.791753] [DEBUG] [LOCAL ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt [2025-12-02T20:35:22.791801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:22.791831] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:22.791856] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:22.791911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:22.846519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:22.847142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:22.847217] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:22.847247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:22.955582] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:22.955704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:22.955744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:22.955786] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:22.958990] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=93.73%) [2025-12-02T20:35:22.959245] [INFO ] [FORECASTER] Completed predict_future for LCFY [2025-12-02T20:35:22.959361] [INFO ] [sig ] LCFY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:23.097467] [INFO ] [LOCAL ] Saved forecast: LCFY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LCFY.txt [2025-12-02T20:35:23.097639] [INFO ] [sig ] [1826/3544] Completed LCFY in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:23.097678] [INFO ] [sig ] [1827/3544] Forecasting LCID... [2025-12-02T20:35:23.097707] [INFO ] [sig ] Generating forecast for: LCID [2025-12-02T20:35:23.097734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'. [2025-12-02T20:35:23.109023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCID'. [2025-12-02T20:35:23.109333] [INFO ] [FORECASTER] Starting predict_future for LCID [2025-12-02T20:35:23.110108] [DEBUG] [LOCAL ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt [2025-12-02T20:35:23.110156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:23.110185] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:23.110210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:23.110263] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:23.165778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:23.166633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:23.166711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:23.166742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:23.289827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:23.289972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:23.290013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:23.290041] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:23.293283] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=47.63%) [2025-12-02T20:35:23.293548] [INFO ] [FORECASTER] Completed predict_future for LCID [2025-12-02T20:35:23.293684] [INFO ] [sig ] LCID: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:23.430014] [INFO ] [LOCAL ] Saved forecast: LCID 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LCID.txt [2025-12-02T20:35:23.430123] [INFO ] [sig ] [1827/3544] Completed LCID in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:23.430159] [INFO ] [sig ] [1828/3544] Forecasting LCII... [2025-12-02T20:35:23.430188] [INFO ] [sig ] Generating forecast for: LCII [2025-12-02T20:35:23.430215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-12-02T20:35:23.441077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCII'. [2025-12-02T20:35:23.441336] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-12-02T20:35:23.442096] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-12-02T20:35:23.442144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:23.442173] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:23.442199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:23.442252] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:23.498211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:23.498821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:23.498909] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:23.498941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:23.613148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:23.613284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:23.613324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:23.613351] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:23.616535] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=46.95%) [2025-12-02T20:35:23.616808] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-12-02T20:35:23.616926] [INFO ] [sig ] LCII: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:23.752503] [INFO ] [LOCAL ] Saved forecast: LCII 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LCII.txt [2025-12-02T20:35:23.752634] [INFO ] [sig ] [1828/3544] Completed LCII in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:23.752672] [INFO ] [sig ] [1829/3544] Forecasting LCNB... [2025-12-02T20:35:23.752700] [INFO ] [sig ] Generating forecast for: LCNB [2025-12-02T20:35:23.752729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'. [2025-12-02T20:35:23.763807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCNB'. [2025-12-02T20:35:23.764073] [INFO ] [FORECASTER] Starting predict_future for LCNB [2025-12-02T20:35:23.764835] [DEBUG] [LOCAL ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt [2025-12-02T20:35:23.764906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:23.764937] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:23.764962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:23.765016] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:23.819719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:23.820298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:23.820372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:23.820402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:23.927658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:23.927798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:23.927835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:23.927861] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:23.931084] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=62.72%) [2025-12-02T20:35:23.931337] [INFO ] [FORECASTER] Completed predict_future for LCNB [2025-12-02T20:35:23.931449] [INFO ] [sig ] LCNB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:24.067789] [INFO ] [LOCAL ] Saved forecast: LCNB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LCNB.txt [2025-12-02T20:35:24.067926] [INFO ] [sig ] [1829/3544] Completed LCNB in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:24.067976] [INFO ] [sig ] [1830/3544] Forecasting LDI... [2025-12-02T20:35:24.068005] [INFO ] [sig ] Generating forecast for: LDI [2025-12-02T20:35:24.068034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-12-02T20:35:24.078623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDI'. [2025-12-02T20:35:24.078897] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-12-02T20:35:24.079654] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-12-02T20:35:24.079701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:24.079731] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:24.079765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:24.079821] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:24.135000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:24.135630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:24.135707] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:24.135737] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:24.253864] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:24.254006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:24.254044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:24.254071] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:24.257361] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=4.41%) [2025-12-02T20:35:24.257640] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-12-02T20:35:24.257756] [INFO ] [sig ] LDI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:24.395048] [INFO ] [LOCAL ] Saved forecast: LDI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LDI.txt [2025-12-02T20:35:24.395172] [INFO ] [sig ] [1830/3544] Completed LDI in 0.3s | 2.98 sym/s | Total: 10.2m | ETA: 9.6m [2025-12-02T20:35:24.395207] [INFO ] [sig ] [1831/3544] Forecasting LDOS... [2025-12-02T20:35:24.395235] [INFO ] [sig ] Generating forecast for: LDOS [2025-12-02T20:35:24.395263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-12-02T20:35:24.410429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDOS'. [2025-12-02T20:35:24.410741] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-12-02T20:35:24.411482] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-12-02T20:35:24.411530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:24.411561] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:24.411605] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:24.411661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:24.466598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:24.467167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:24.467239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:24.467269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:24.584798] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:24.584935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:24.584973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:24.584999] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:24.588201] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=83.59%) [2025-12-02T20:35:24.588493] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-12-02T20:35:24.588634] [INFO ] [sig ] LDOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:24.741859] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LDOS.txt [2025-12-02T20:35:24.742020] [INFO ] [sig ] [1831/3544] Completed LDOS in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:24.742064] [INFO ] [sig ] [1832/3544] Forecasting LDP... [2025-12-02T20:35:24.742099] [INFO ] [sig ] Generating forecast for: LDP [2025-12-02T20:35:24.742131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-12-02T20:35:24.753857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDP'. [2025-12-02T20:35:24.754157] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-12-02T20:35:24.754949] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-12-02T20:35:24.754997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:24.755027] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:24.755053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:24.755108] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:24.809799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:24.810367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:24.810446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:24.810476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:24.926905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:24.927048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:24.927118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:24.927145] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:24.930399] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=75.30%) [2025-12-02T20:35:24.930684] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-12-02T20:35:24.930803] [INFO ] [sig ] LDP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:25.110228] [INFO ] [LOCAL ] Saved forecast: LDP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LDP.txt [2025-12-02T20:35:25.110359] [INFO ] [sig ] [1832/3544] Completed LDP in 0.4s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:25.110396] [INFO ] [sig ] [1833/3544] Forecasting LDSF... [2025-12-02T20:35:25.110424] [INFO ] [sig ] Generating forecast for: LDSF [2025-12-02T20:35:25.110454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'. [2025-12-02T20:35:25.121416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDSF'. [2025-12-02T20:35:25.121678] [INFO ] [FORECASTER] Starting predict_future for LDSF [2025-12-02T20:35:25.122428] [DEBUG] [LOCAL ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt [2025-12-02T20:35:25.122477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:25.122507] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:25.122533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:25.122622] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:25.178300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:25.179034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:25.179112] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:25.179143] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:25.290583] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:25.290728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:25.290767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:25.290794] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:25.294010] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=67.85%) [2025-12-02T20:35:25.294265] [INFO ] [FORECASTER] Completed predict_future for LDSF [2025-12-02T20:35:25.294380] [INFO ] [sig ] LDSF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:25.432429] [INFO ] [LOCAL ] Saved forecast: LDSF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LDSF.txt [2025-12-02T20:35:25.432615] [INFO ] [sig ] [1833/3544] Completed LDSF in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:25.432655] [INFO ] [sig ] [1834/3544] Forecasting LE... [2025-12-02T20:35:25.432684] [INFO ] [sig ] Generating forecast for: LE [2025-12-02T20:35:25.432720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'. [2025-12-02T20:35:25.444273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LE'. [2025-12-02T20:35:25.444594] [INFO ] [FORECASTER] Starting predict_future for LE [2025-12-02T20:35:25.445379] [DEBUG] [LOCAL ] No optimal features file found for LE: ./output/feature-sets/LE.txt [2025-12-02T20:35:25.445432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:25.445462] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:25.445494] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:25.445560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:25.500809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:25.501390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:25.501480] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:25.501517] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:25.622164] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:25.622306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:25.622346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:25.622378] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:25.625679] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=27.77%) [2025-12-02T20:35:25.625942] [INFO ] [FORECASTER] Completed predict_future for LE [2025-12-02T20:35:25.626060] [INFO ] [sig ] LE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:25.766099] [INFO ] [LOCAL ] Saved forecast: LE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LE.txt [2025-12-02T20:35:25.766262] [INFO ] [sig ] [1834/3544] Completed LE in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:25.766300] [INFO ] [sig ] [1835/3544] Forecasting LEA... [2025-12-02T20:35:25.766329] [INFO ] [sig ] Generating forecast for: LEA [2025-12-02T20:35:25.766357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-12-02T20:35:25.777983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEA'. [2025-12-02T20:35:25.778339] [INFO ] [FORECASTER] Starting predict_future for LEA [2025-12-02T20:35:25.779150] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-12-02T20:35:25.779198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:25.779227] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:25.779252] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:25.779306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:25.835680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:25.836538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:25.836637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:25.836669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:25.955433] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:25.955630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:25.955690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:25.955730] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:25.960249] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-12-02T20:35:25.960537] [INFO ] [FORECASTER] Completed predict_future for LEA [2025-12-02T20:35:25.960692] [INFO ] [sig ] LEA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:26.107669] [INFO ] [LOCAL ] Saved forecast: LEA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LEA.txt [2025-12-02T20:35:26.107797] [INFO ] [sig ] [1835/3544] Completed LEA in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:26.107840] [INFO ] [sig ] [1836/3544] Forecasting LECO... [2025-12-02T20:35:26.107907] [INFO ] [sig ] Generating forecast for: LECO [2025-12-02T20:35:26.107979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'. [2025-12-02T20:35:26.121557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LECO'. [2025-12-02T20:35:26.121988] [INFO ] [FORECASTER] Starting predict_future for LECO [2025-12-02T20:35:26.122824] [DEBUG] [LOCAL ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt [2025-12-02T20:35:26.122875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:26.122906] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:26.122932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:26.122987] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:26.185067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:26.185903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:26.185984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:26.186016] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:26.302060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:26.302168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:26.302204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:26.302231] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:26.305305] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=94.03%) [2025-12-02T20:35:26.305556] [INFO ] [FORECASTER] Completed predict_future for LECO [2025-12-02T20:35:26.305689] [INFO ] [sig ] LECO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:26.456306] [INFO ] [LOCAL ] Saved forecast: LECO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LECO.txt [2025-12-02T20:35:26.456426] [INFO ] [sig ] [1836/3544] Completed LECO in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:26.456462] [INFO ] [sig ] [1837/3544] Forecasting LEG... [2025-12-02T20:35:26.456490] [INFO ] [sig ] Generating forecast for: LEG [2025-12-02T20:35:26.456518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-12-02T20:35:26.467491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEG'. [2025-12-02T20:35:26.467751] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-12-02T20:35:26.468513] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-12-02T20:35:26.468560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:26.468611] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:26.468637] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:26.468692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:26.524144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:26.524759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:26.524834] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:26.524865] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:26.640451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:26.640554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:26.640613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:26.640641] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:26.643689] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=20.01%) [2025-12-02T20:35:26.643937] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-12-02T20:35:26.644053] [INFO ] [sig ] LEG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:26.782956] [INFO ] [LOCAL ] Saved forecast: LEG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LEG.txt [2025-12-02T20:35:26.783077] [INFO ] [sig ] [1837/3544] Completed LEG in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:26.783112] [INFO ] [sig ] [1838/3544] Forecasting LEGH... [2025-12-02T20:35:26.783140] [INFO ] [sig ] Generating forecast for: LEGH [2025-12-02T20:35:26.783169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'. [2025-12-02T20:35:26.793985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGH'. [2025-12-02T20:35:26.794233] [INFO ] [FORECASTER] Starting predict_future for LEGH [2025-12-02T20:35:26.794987] [DEBUG] [LOCAL ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt [2025-12-02T20:35:26.795035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:26.795064] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:26.795090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:26.795144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:26.849987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:26.850550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:26.850638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:26.850670] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:26.964509] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:26.964631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:26.964667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:26.964694] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:26.967746] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=29.57%) [2025-12-02T20:35:26.968008] [INFO ] [FORECASTER] Completed predict_future for LEGH [2025-12-02T20:35:26.968121] [INFO ] [sig ] LEGH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:27.107404] [INFO ] [LOCAL ] Saved forecast: LEGH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LEGH.txt [2025-12-02T20:35:27.107558] [INFO ] [sig ] [1838/3544] Completed LEGH in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.6m [2025-12-02T20:35:27.107614] [INFO ] [sig ] [1839/3544] Forecasting LEGN... [2025-12-02T20:35:27.107642] [INFO ] [sig ] Generating forecast for: LEGN [2025-12-02T20:35:27.107672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'. [2025-12-02T20:35:27.118772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGN'. [2025-12-02T20:35:27.119014] [INFO ] [FORECASTER] Starting predict_future for LEGN [2025-12-02T20:35:27.119790] [DEBUG] [LOCAL ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt [2025-12-02T20:35:27.119838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:27.119870] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:27.119895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:27.119949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:27.175227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:27.176129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:27.176207] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:27.176238] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:27.294794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:27.294947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:27.294987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:27.295014] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:27.298427] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=18.09%) [2025-12-02T20:35:27.298911] [INFO ] [FORECASTER] Completed predict_future for LEGN [2025-12-02T20:35:27.299041] [INFO ] [sig ] LEGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:27.442821] [INFO ] [LOCAL ] Saved forecast: LEGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LEGN.txt [2025-12-02T20:35:27.442973] [INFO ] [sig ] [1839/3544] Completed LEGN in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:27.443010] [INFO ] [sig ] [1840/3544] Forecasting LEN... [2025-12-02T20:35:27.443038] [INFO ] [sig ] Generating forecast for: LEN [2025-12-02T20:35:27.443068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-12-02T20:35:27.455982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEN'. [2025-12-02T20:35:27.456308] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-12-02T20:35:27.457107] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-12-02T20:35:27.457156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:27.457188] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:27.457213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:27.457267] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:27.516278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:27.516982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:27.517058] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:27.517089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:27.639639] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:27.639787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:27.639829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:27.639857] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:27.643176] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=25.69%) [2025-12-02T20:35:27.643475] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-12-02T20:35:27.643639] [INFO ] [sig ] LEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:27.785013] [INFO ] [LOCAL ] Saved forecast: LEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LEN.txt [2025-12-02T20:35:27.785154] [INFO ] [sig ] [1840/3544] Completed LEN in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:27.785192] [INFO ] [sig ] [1841/3544] Forecasting LENZ... [2025-12-02T20:35:27.785223] [INFO ] [sig ] Generating forecast for: LENZ [2025-12-02T20:35:27.785253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'. [2025-12-02T20:35:27.796696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LENZ'. [2025-12-02T20:35:27.797026] [INFO ] [FORECASTER] Starting predict_future for LENZ [2025-12-02T20:35:27.797845] [DEBUG] [LOCAL ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt [2025-12-02T20:35:27.797921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:27.797954] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:27.797980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:27.798037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:27.857421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:27.858286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:27.858367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:27.858398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:27.978102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:27.978256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:27.978296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:27.978322] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:27.981629] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=65.31%) [2025-12-02T20:35:27.981916] [INFO ] [FORECASTER] Completed predict_future for LENZ [2025-12-02T20:35:27.982041] [INFO ] [sig ] LENZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:28.117776] [INFO ] [LOCAL ] Saved forecast: LENZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LENZ.txt [2025-12-02T20:35:28.117927] [INFO ] [sig ] [1841/3544] Completed LENZ in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:28.117965] [INFO ] [sig ] [1842/3544] Forecasting LEO... [2025-12-02T20:35:28.117993] [INFO ] [sig ] Generating forecast for: LEO [2025-12-02T20:35:28.118021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-12-02T20:35:28.128792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEO'. [2025-12-02T20:35:28.129068] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-12-02T20:35:28.129838] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-12-02T20:35:28.129886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:28.129916] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:28.129941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:28.129995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:28.184404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:28.185056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:28.185131] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:28.185162] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:28.304901] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:28.305049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:28.305090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:28.305117] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:28.308615] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=68.64%) [2025-12-02T20:35:28.308889] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-12-02T20:35:28.309046] [INFO ] [sig ] LEO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:28.452072] [INFO ] [LOCAL ] Saved forecast: LEO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LEO.txt [2025-12-02T20:35:28.452204] [INFO ] [sig ] [1842/3544] Completed LEO in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:28.452240] [INFO ] [sig ] [1843/3544] Forecasting LESL... [2025-12-02T20:35:28.452269] [INFO ] [sig ] Generating forecast for: LESL [2025-12-02T20:35:28.452299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'. [2025-12-02T20:35:28.463363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LESL'. [2025-12-02T20:35:28.463703] [INFO ] [FORECASTER] Starting predict_future for LESL [2025-12-02T20:35:28.464472] [DEBUG] [LOCAL ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt [2025-12-02T20:35:28.464534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:28.464587] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:28.464618] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:28.464675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:28.520756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:28.521528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:28.521624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:28.521657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:28.646533] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:28.646705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:28.646749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:28.646778] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:28.650383] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=90.04%) [2025-12-02T20:35:28.650681] [INFO ] [FORECASTER] Completed predict_future for LESL [2025-12-02T20:35:28.650806] [INFO ] [sig ] LESL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:28.793465] [INFO ] [LOCAL ] Saved forecast: LESL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LESL.txt [2025-12-02T20:35:28.793657] [INFO ] [sig ] [1843/3544] Completed LESL in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:28.793698] [INFO ] [sig ] [1844/3544] Forecasting LEVI... [2025-12-02T20:35:28.793726] [INFO ] [sig ] Generating forecast for: LEVI [2025-12-02T20:35:28.793755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-12-02T20:35:28.806015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEVI'. [2025-12-02T20:35:28.806328] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-12-02T20:35:28.807167] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-12-02T20:35:28.807216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:28.807245] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:28.807269] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:28.807322] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:28.864300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:28.865089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:28.865169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:28.865200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:28.988122] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:28.988224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:28.988263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:28.988289] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:28.991498] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=45.53%) [2025-12-02T20:35:28.991770] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-12-02T20:35:28.991886] [INFO ] [sig ] LEVI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:29.128483] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LEVI.txt [2025-12-02T20:35:29.128631] [INFO ] [sig ] [1844/3544] Completed LEVI in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:29.128670] [INFO ] [sig ] [1845/3544] Forecasting LFMD... [2025-12-02T20:35:29.128697] [INFO ] [sig ] Generating forecast for: LFMD [2025-12-02T20:35:29.128727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'. [2025-12-02T20:35:29.139908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFMD'. [2025-12-02T20:35:29.140208] [INFO ] [FORECASTER] Starting predict_future for LFMD [2025-12-02T20:35:29.140982] [DEBUG] [LOCAL ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt [2025-12-02T20:35:29.141029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:29.141059] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:29.141084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:29.141137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:29.198121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:29.198865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:29.198941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:29.198972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:29.318952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:29.319095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:29.319134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:29.319160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:29.322369] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=19.62%) [2025-12-02T20:35:29.322640] [INFO ] [FORECASTER] Completed predict_future for LFMD [2025-12-02T20:35:29.322758] [INFO ] [sig ] LFMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:29.457135] [INFO ] [LOCAL ] Saved forecast: LFMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LFMD.txt [2025-12-02T20:35:29.457250] [INFO ] [sig ] [1845/3544] Completed LFMD in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:29.457286] [INFO ] [sig ] [1846/3544] Forecasting LFUS... [2025-12-02T20:35:29.457313] [INFO ] [sig ] Generating forecast for: LFUS [2025-12-02T20:35:29.457343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'. [2025-12-02T20:35:29.468438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFUS'. [2025-12-02T20:35:29.468764] [INFO ] [FORECASTER] Starting predict_future for LFUS [2025-12-02T20:35:29.469560] [DEBUG] [LOCAL ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt [2025-12-02T20:35:29.469643] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:29.469674] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:29.469700] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:29.469755] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:29.525605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:29.526301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:29.526376] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:29.526407] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:29.644167] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:29.644294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:29.644332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:29.644358] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:29.647563] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=12.05%) [2025-12-02T20:35:29.647831] [INFO ] [FORECASTER] Completed predict_future for LFUS [2025-12-02T20:35:29.648297] [INFO ] [sig ] LFUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:29.791229] [INFO ] [LOCAL ] Saved forecast: LFUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LFUS.txt [2025-12-02T20:35:29.791366] [INFO ] [sig ] [1846/3544] Completed LFUS in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:29.791404] [INFO ] [sig ] [1847/3544] Forecasting LFVN... [2025-12-02T20:35:29.791432] [INFO ] [sig ] Generating forecast for: LFVN [2025-12-02T20:35:29.791460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'. [2025-12-02T20:35:29.802847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFVN'. [2025-12-02T20:35:29.803118] [INFO ] [FORECASTER] Starting predict_future for LFVN [2025-12-02T20:35:29.803913] [DEBUG] [LOCAL ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt [2025-12-02T20:35:29.803962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:29.803993] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:29.804020] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:29.804075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:29.860366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:29.861084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:29.861164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:29.861196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:29.979112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:29.979258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:29.979297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:29.979324] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:29.982569] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=92.52%) [2025-12-02T20:35:29.982841] [INFO ] [FORECASTER] Completed predict_future for LFVN [2025-12-02T20:35:29.982958] [INFO ] [sig ] LFVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:30.121418] [INFO ] [LOCAL ] Saved forecast: LFVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LFVN.txt [2025-12-02T20:35:30.121566] [INFO ] [sig ] [1847/3544] Completed LFVN in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:30.121623] [INFO ] [sig ] [1848/3544] Forecasting LGCL... [2025-12-02T20:35:30.121652] [INFO ] [sig ] Generating forecast for: LGCL [2025-12-02T20:35:30.121682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'. [2025-12-02T20:35:30.133159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGCL'. [2025-12-02T20:35:30.133548] [INFO ] [FORECASTER] Starting predict_future for LGCL [2025-12-02T20:35:30.134334] [DEBUG] [LOCAL ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt [2025-12-02T20:35:30.134383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:30.134413] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:30.134439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:30.134493] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:30.189052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:30.189688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:30.189766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:30.189796] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:30.296549] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:30.296700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:30.296737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:30.296765] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:30.299972] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=83.19%) [2025-12-02T20:35:30.300246] [INFO ] [FORECASTER] Completed predict_future for LGCL [2025-12-02T20:35:30.300360] [INFO ] [sig ] LGCL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:30.436202] [INFO ] [LOCAL ] Saved forecast: LGCL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LGCL.txt [2025-12-02T20:35:30.436342] [INFO ] [sig ] [1848/3544] Completed LGCL in 0.3s | 2.98 sym/s | Total: 10.3m | ETA: 9.5m [2025-12-02T20:35:30.436382] [INFO ] [sig ] [1849/3544] Forecasting LGI... [2025-12-02T20:35:30.436411] [INFO ] [sig ] Generating forecast for: LGI [2025-12-02T20:35:30.436441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-12-02T20:35:30.447652] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGI'. [2025-12-02T20:35:30.447963] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-12-02T20:35:30.448770] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-12-02T20:35:30.448819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:30.448851] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:30.448878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:30.448935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:30.504013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:30.504672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:30.504746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:30.504776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:30.624684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:30.624863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:30.624906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:30.624935] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:30.628244] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=88.43%) [2025-12-02T20:35:30.628506] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-12-02T20:35:30.628650] [INFO ] [sig ] LGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:30.769699] [INFO ] [LOCAL ] Saved forecast: LGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LGI.txt [2025-12-02T20:35:30.769835] [INFO ] [sig ] [1849/3544] Completed LGI in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:30.769871] [INFO ] [sig ] [1850/3544] Forecasting LGIH... [2025-12-02T20:35:30.769899] [INFO ] [sig ] Generating forecast for: LGIH [2025-12-02T20:35:30.769928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'. [2025-12-02T20:35:30.780612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGIH'. [2025-12-02T20:35:30.780901] [INFO ] [FORECASTER] Starting predict_future for LGIH [2025-12-02T20:35:30.781705] [DEBUG] [LOCAL ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt [2025-12-02T20:35:30.781755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:30.781785] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:30.781813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:30.781869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:30.838699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:30.839396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:30.839473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:30.839513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:30.954454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:30.954628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:30.954710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:30.954753] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:30.958675] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=94.05%) [2025-12-02T20:35:30.958999] [INFO ] [FORECASTER] Completed predict_future for LGIH [2025-12-02T20:35:30.959131] [INFO ] [sig ] LGIH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:31.099594] [INFO ] [LOCAL ] Saved forecast: LGIH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LGIH.txt [2025-12-02T20:35:31.099720] [INFO ] [sig ] [1850/3544] Completed LGIH in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:31.099755] [INFO ] [sig ] [1851/3544] Forecasting LGND... [2025-12-02T20:35:31.099783] [INFO ] [sig ] Generating forecast for: LGND [2025-12-02T20:35:31.099812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'. [2025-12-02T20:35:31.111375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGND'. [2025-12-02T20:35:31.111699] [INFO ] [FORECASTER] Starting predict_future for LGND [2025-12-02T20:35:31.112511] [DEBUG] [LOCAL ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt [2025-12-02T20:35:31.112562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:31.112617] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:31.112644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:31.112700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:31.169492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:31.170221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:31.170298] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:31.170331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:31.288726] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:31.288870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:31.288911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:31.288940] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:31.292226] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=19.26%) [2025-12-02T20:35:31.292500] [INFO ] [FORECASTER] Completed predict_future for LGND [2025-12-02T20:35:31.292639] [INFO ] [sig ] LGND: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:31.429377] [INFO ] [LOCAL ] Saved forecast: LGND 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LGND.txt [2025-12-02T20:35:31.429508] [INFO ] [sig ] [1851/3544] Completed LGND in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:31.429547] [INFO ] [sig ] [1852/3544] Forecasting LH... [2025-12-02T20:35:31.429592] [INFO ] [sig ] Generating forecast for: LH [2025-12-02T20:35:31.429623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-12-02T20:35:31.440846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LH'. [2025-12-02T20:35:31.441133] [INFO ] [FORECASTER] Starting predict_future for LH [2025-12-02T20:35:31.441907] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-12-02T20:35:31.441954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:31.441983] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:31.442008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:31.442063] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:31.502795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:31.503731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:31.503811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:31.504043] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:31.622140] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:31.622284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:31.622323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:31.622350] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:31.625637] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=81.25%) [2025-12-02T20:35:31.625903] [INFO ] [FORECASTER] Completed predict_future for LH [2025-12-02T20:35:31.626026] [INFO ] [sig ] LH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:31.763358] [INFO ] [LOCAL ] Saved forecast: LH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LH.txt [2025-12-02T20:35:31.763497] [INFO ] [sig ] [1852/3544] Completed LH in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:31.763534] [INFO ] [sig ] [1853/3544] Forecasting LHX... [2025-12-02T20:35:31.763612] [INFO ] [sig ] Generating forecast for: LHX [2025-12-02T20:35:31.763657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-12-02T20:35:31.774605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LHX'. [2025-12-02T20:35:31.774881] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-12-02T20:35:31.775648] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-12-02T20:35:31.775696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:31.775727] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:31.775753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:31.775807] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:31.832257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:31.833124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:31.833204] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:31.833237] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:31.956408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:31.956552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:31.956614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:31.956645] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:31.960307] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=88.65%) [2025-12-02T20:35:31.960616] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-12-02T20:35:31.960759] [INFO ] [sig ] LHX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:32.099777] [INFO ] [LOCAL ] Saved forecast: LHX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LHX.txt [2025-12-02T20:35:32.099913] [INFO ] [sig ] [1853/3544] Completed LHX in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:32.099952] [INFO ] [sig ] [1854/3544] Forecasting LI... [2025-12-02T20:35:32.099980] [INFO ] [sig ] Generating forecast for: LI [2025-12-02T20:35:32.100011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'. [2025-12-02T20:35:32.111421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LI'. [2025-12-02T20:35:32.111750] [INFO ] [FORECASTER] Starting predict_future for LI [2025-12-02T20:35:32.112510] [DEBUG] [LOCAL ] No optimal features file found for LI: ./output/feature-sets/LI.txt [2025-12-02T20:35:32.112561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:32.112627] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:32.112656] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:32.112728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:32.170020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:32.170812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:32.170890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:32.170923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:32.292718] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:32.292870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:32.292916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:32.292945] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:32.296235] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=0.40%) [2025-12-02T20:35:32.296498] [INFO ] [FORECASTER] Completed predict_future for LI [2025-12-02T20:35:32.296637] [INFO ] [sig ] LI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:32.434443] [INFO ] [LOCAL ] Saved forecast: LI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LI.txt [2025-12-02T20:35:32.434598] [INFO ] [sig ] [1854/3544] Completed LI in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:32.434637] [INFO ] [sig ] [1855/3544] Forecasting LICN... [2025-12-02T20:35:32.434667] [INFO ] [sig ] Generating forecast for: LICN [2025-12-02T20:35:32.434695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'. [2025-12-02T20:35:32.445873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LICN'. [2025-12-02T20:35:32.446198] [INFO ] [FORECASTER] Starting predict_future for LICN [2025-12-02T20:35:32.447011] [DEBUG] [LOCAL ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt [2025-12-02T20:35:32.447061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:32.447093] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:32.447120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:32.447177] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:32.504253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:32.505070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:32.505150] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:32.505182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:32.625951] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:32.626092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:32.626132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:32.626158] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:32.629416] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=83.91%) [2025-12-02T20:35:32.629706] [INFO ] [FORECASTER] Completed predict_future for LICN [2025-12-02T20:35:32.629826] [INFO ] [sig ] LICN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:32.770283] [INFO ] [LOCAL ] Saved forecast: LICN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LICN.txt [2025-12-02T20:35:32.770408] [INFO ] [sig ] [1855/3544] Completed LICN in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:32.770443] [INFO ] [sig ] [1856/3544] Forecasting LIF... [2025-12-02T20:35:32.770470] [INFO ] [sig ] Generating forecast for: LIF [2025-12-02T20:35:32.770498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'. [2025-12-02T20:35:32.781728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIF'. [2025-12-02T20:35:32.782051] [INFO ] [FORECASTER] Starting predict_future for LIF [2025-12-02T20:35:32.782927] [DEBUG] [LOCAL ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt [2025-12-02T20:35:32.782986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:32.783025] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:32.783057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:32.783133] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:32.843442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:32.844257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:32.844336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:32.844370] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:32.971476] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:32.971672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:32.971725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:32.971756] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:32.975106] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=42.28%) [2025-12-02T20:35:32.975381] [INFO ] [FORECASTER] Completed predict_future for LIF [2025-12-02T20:35:32.975508] [INFO ] [sig ] LIF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:33.115235] [INFO ] [LOCAL ] Saved forecast: LIF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LIF.txt [2025-12-02T20:35:33.115365] [INFO ] [sig ] [1856/3544] Completed LIF in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.5m [2025-12-02T20:35:33.115400] [INFO ] [sig ] [1857/3544] Forecasting LII... [2025-12-02T20:35:33.115428] [INFO ] [sig ] Generating forecast for: LII [2025-12-02T20:35:33.115458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-12-02T20:35:33.126481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LII'. [2025-12-02T20:35:33.126772] [INFO ] [FORECASTER] Starting predict_future for LII [2025-12-02T20:35:33.127541] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-12-02T20:35:33.127610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:33.127644] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:33.127672] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:33.127729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:33.185088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:33.185860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:33.185939] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:33.185972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:33.304058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:33.304220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:33.304260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:33.304286] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:33.307509] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=52.67%) [2025-12-02T20:35:33.307788] [INFO ] [FORECASTER] Completed predict_future for LII [2025-12-02T20:35:33.307932] [INFO ] [sig ] LII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:33.453417] [INFO ] [LOCAL ] Saved forecast: LII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LII.txt [2025-12-02T20:35:33.453552] [INFO ] [sig ] [1857/3544] Completed LII in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:33.453606] [INFO ] [sig ] [1858/3544] Forecasting LILA... [2025-12-02T20:35:33.453644] [INFO ] [sig ] Generating forecast for: LILA [2025-12-02T20:35:33.453678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'. [2025-12-02T20:35:33.465070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILA'. [2025-12-02T20:35:33.465367] [INFO ] [FORECASTER] Starting predict_future for LILA [2025-12-02T20:35:33.466174] [DEBUG] [LOCAL ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt [2025-12-02T20:35:33.466222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:33.466251] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:33.466276] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:33.466331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:33.525730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:33.526658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:33.526734] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:33.526765] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:33.645050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:33.645192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:33.645231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:33.645258] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:33.648493] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=89.74%) [2025-12-02T20:35:33.648778] [INFO ] [FORECASTER] Completed predict_future for LILA [2025-12-02T20:35:33.648903] [INFO ] [sig ] LILA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:33.786296] [INFO ] [LOCAL ] Saved forecast: LILA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LILA.txt [2025-12-02T20:35:33.786426] [INFO ] [sig ] [1858/3544] Completed LILA in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:33.786462] [INFO ] [sig ] [1859/3544] Forecasting LILAK... [2025-12-02T20:35:33.786490] [INFO ] [sig ] Generating forecast for: LILAK [2025-12-02T20:35:33.786518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'. [2025-12-02T20:35:33.797615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILAK'. [2025-12-02T20:35:33.797920] [INFO ] [FORECASTER] Starting predict_future for LILAK [2025-12-02T20:35:33.798700] [DEBUG] [LOCAL ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt [2025-12-02T20:35:33.798752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:33.798782] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:33.798808] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:33.798863] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:33.853566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:33.854202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:33.854276] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:33.854307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:33.977012] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:33.977161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:33.977199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:33.977226] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:33.980474] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=7.37%) [2025-12-02T20:35:33.980746] [INFO ] [FORECASTER] Completed predict_future for LILAK [2025-12-02T20:35:33.980897] [INFO ] [sig ] LILAK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:34.117027] [INFO ] [LOCAL ] Saved forecast: LILAK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LILAK.txt [2025-12-02T20:35:34.117149] [INFO ] [sig ] [1859/3544] Completed LILAK in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:34.117185] [INFO ] [sig ] [1860/3544] Forecasting LIN... [2025-12-02T20:35:34.117213] [INFO ] [sig ] Generating forecast for: LIN [2025-12-02T20:35:34.117242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'. [2025-12-02T20:35:34.128477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIN'. [2025-12-02T20:35:34.128795] [INFO ] [FORECASTER] Starting predict_future for LIN [2025-12-02T20:35:34.129544] [DEBUG] [LOCAL ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt [2025-12-02T20:35:34.129609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:34.129640] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:34.129665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:34.129719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:34.187172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:34.187847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:34.187941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:34.187974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:34.301161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:34.301305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:34.301343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:34.301371] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:34.304598] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=62.85%) [2025-12-02T20:35:34.304855] [INFO ] [FORECASTER] Completed predict_future for LIN [2025-12-02T20:35:34.304970] [INFO ] [sig ] LIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:34.448445] [INFO ] [LOCAL ] Saved forecast: LIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LIN.txt [2025-12-02T20:35:34.448588] [INFO ] [sig ] [1860/3544] Completed LIN in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:34.448626] [INFO ] [sig ] [1861/3544] Forecasting LINC... [2025-12-02T20:35:34.448655] [INFO ] [sig ] Generating forecast for: LINC [2025-12-02T20:35:34.448683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'. [2025-12-02T20:35:34.459735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINC'. [2025-12-02T20:35:34.460187] [INFO ] [FORECASTER] Starting predict_future for LINC [2025-12-02T20:35:34.460971] [DEBUG] [LOCAL ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt [2025-12-02T20:35:34.461018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:34.461048] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:34.461074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:34.461128] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:34.518439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:34.519160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:34.519237] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:34.519268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:34.633063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:34.633204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:34.633244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:34.633288] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:34.636497] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=96.29%) [2025-12-02T20:35:34.636772] [INFO ] [FORECASTER] Completed predict_future for LINC [2025-12-02T20:35:34.636889] [INFO ] [sig ] LINC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:34.772341] [INFO ] [LOCAL ] Saved forecast: LINC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LINC.txt [2025-12-02T20:35:34.772467] [INFO ] [sig ] [1861/3544] Completed LINC in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:34.772504] [INFO ] [sig ] [1862/3544] Forecasting LIND... [2025-12-02T20:35:34.772539] [INFO ] [sig ] Generating forecast for: LIND [2025-12-02T20:35:34.772585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'. [2025-12-02T20:35:34.783534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIND'. [2025-12-02T20:35:34.783878] [INFO ] [FORECASTER] Starting predict_future for LIND [2025-12-02T20:35:34.784653] [DEBUG] [LOCAL ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt [2025-12-02T20:35:34.784701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:34.784735] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:34.784762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:34.784817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:34.842631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:34.843425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:34.843503] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:34.843534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:34.960045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:34.960193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:34.960234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:34.960265] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:34.963759] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=7.05%) [2025-12-02T20:35:34.964081] [INFO ] [FORECASTER] Completed predict_future for LIND [2025-12-02T20:35:34.964208] [INFO ] [sig ] LIND: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:35.107893] [INFO ] [LOCAL ] Saved forecast: LIND 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LIND.txt [2025-12-02T20:35:35.108028] [INFO ] [sig ] [1862/3544] Completed LIND in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:35.108063] [INFO ] [sig ] [1863/3544] Forecasting LINE... [2025-12-02T20:35:35.108092] [INFO ] [sig ] Generating forecast for: LINE [2025-12-02T20:35:35.108120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'. [2025-12-02T20:35:35.118917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINE'. [2025-12-02T20:35:35.119188] [INFO ] [FORECASTER] Starting predict_future for LINE [2025-12-02T20:35:35.119976] [DEBUG] [LOCAL ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt [2025-12-02T20:35:35.120025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:35.120056] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:35.120083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:35.120139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:35.178002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:35.178944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:35.179028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:35.179080] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:35.298945] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:35.299096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:35.299136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:35.299163] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:35.302509] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-12-02T20:35:35.302824] [INFO ] [FORECASTER] Completed predict_future for LINE [2025-12-02T20:35:35.302953] [INFO ] [sig ] LINE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:35.445591] [INFO ] [LOCAL ] Saved forecast: LINE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LINE.txt [2025-12-02T20:35:35.445723] [INFO ] [sig ] [1863/3544] Completed LINE in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:35.445760] [INFO ] [sig ] [1864/3544] Forecasting LINK... [2025-12-02T20:35:35.445788] [INFO ] [sig ] Generating forecast for: LINK [2025-12-02T20:35:35.445816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'. [2025-12-02T20:35:35.457920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINK'. [2025-12-02T20:35:35.458287] [INFO ] [FORECASTER] Starting predict_future for LINK [2025-12-02T20:35:35.459094] [DEBUG] [LOCAL ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt [2025-12-02T20:35:35.459143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:35.459174] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:35.459199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:35.459254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:35.517397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:35.518172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:35.518253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:35.518284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:35.630625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:35.630771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:35.630811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:35.630839] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:35.634229] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=89.72%) [2025-12-02T20:35:35.634492] [INFO ] [FORECASTER] Completed predict_future for LINK [2025-12-02T20:35:35.634627] [INFO ] [sig ] LINK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:35.777963] [INFO ] [LOCAL ] Saved forecast: LINK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LINK.txt [2025-12-02T20:35:35.778088] [INFO ] [sig ] [1864/3544] Completed LINK in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:35.778124] [INFO ] [sig ] [1865/3544] Forecasting LITE... [2025-12-02T20:35:35.778151] [INFO ] [sig ] Generating forecast for: LITE [2025-12-02T20:35:35.778180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'. [2025-12-02T20:35:35.789016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITE'. [2025-12-02T20:35:35.789335] [INFO ] [FORECASTER] Starting predict_future for LITE [2025-12-02T20:35:35.790099] [DEBUG] [LOCAL ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt [2025-12-02T20:35:35.790147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:35.790177] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:35.790212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:35.790267] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:35.845926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:35.846533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:35.846624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:35.846657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:35.969480] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:35.969638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:35.969679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:35.969710] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:35.973017] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=74.18%) [2025-12-02T20:35:35.973276] [INFO ] [FORECASTER] Completed predict_future for LITE [2025-12-02T20:35:35.973404] [INFO ] [sig ] LITE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:36.118647] [INFO ] [LOCAL ] Saved forecast: LITE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LITE.txt [2025-12-02T20:35:36.118791] [INFO ] [sig ] [1865/3544] Completed LITE in 0.3s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:36.118830] [INFO ] [sig ] [1866/3544] Forecasting LITM... [2025-12-02T20:35:36.118858] [INFO ] [sig ] Generating forecast for: LITM [2025-12-02T20:35:36.118886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'. [2025-12-02T20:35:36.130531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITM'. [2025-12-02T20:35:36.130829] [INFO ] [FORECASTER] Starting predict_future for LITM [2025-12-02T20:35:36.131607] [DEBUG] [LOCAL ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt [2025-12-02T20:35:36.131667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:36.131705] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:36.131737] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:36.131805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:36.188769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:36.189425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:36.189507] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:36.189538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:36.311901] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:36.312067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:36.312107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:36.312134] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:36.315460] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=92.50%) [2025-12-02T20:35:36.315766] [INFO ] [FORECASTER] Completed predict_future for LITM [2025-12-02T20:35:36.315892] [INFO ] [sig ] LITM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:36.469044] [INFO ] [LOCAL ] Saved forecast: LITM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LITM.txt [2025-12-02T20:35:36.469190] [INFO ] [sig ] [1866/3544] Completed LITM in 0.4s | 2.98 sym/s | Total: 10.4m | ETA: 9.4m [2025-12-02T20:35:36.469228] [INFO ] [sig ] [1867/3544] Forecasting LIVN... [2025-12-02T20:35:36.469257] [INFO ] [sig ] Generating forecast for: LIVN [2025-12-02T20:35:36.469286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'. [2025-12-02T20:35:36.480476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIVN'. [2025-12-02T20:35:36.480758] [INFO ] [FORECASTER] Starting predict_future for LIVN [2025-12-02T20:35:36.481500] [DEBUG] [LOCAL ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt [2025-12-02T20:35:36.481549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:36.481596] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:36.481624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:36.481683] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:36.538479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:36.539112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:36.539187] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:36.539218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:36.658422] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:36.658564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:36.658621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:36.658649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:36.661977] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=29.74%) [2025-12-02T20:35:36.662239] [INFO ] [FORECASTER] Completed predict_future for LIVN [2025-12-02T20:35:36.662359] [INFO ] [sig ] LIVN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:36.805509] [INFO ] [LOCAL ] Saved forecast: LIVN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LIVN.txt [2025-12-02T20:35:36.805652] [INFO ] [sig ] [1867/3544] Completed LIVN in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:36.805691] [INFO ] [sig ] [1868/3544] Forecasting LKFN... [2025-12-02T20:35:36.805719] [INFO ] [sig ] Generating forecast for: LKFN [2025-12-02T20:35:36.805746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'. [2025-12-02T20:35:36.816914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LKFN'. [2025-12-02T20:35:36.817200] [INFO ] [FORECASTER] Starting predict_future for LKFN [2025-12-02T20:35:36.818024] [DEBUG] [LOCAL ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt [2025-12-02T20:35:36.818073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:36.818104] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:36.818129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:36.818184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:36.874888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:36.875511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:36.875603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:36.875638] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:36.993009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:36.993156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:36.993195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:36.993222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:36.996618] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=74.17%) [2025-12-02T20:35:36.996884] [INFO ] [FORECASTER] Completed predict_future for LKFN [2025-12-02T20:35:36.997004] [INFO ] [sig ] LKFN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:37.141733] [INFO ] [LOCAL ] Saved forecast: LKFN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LKFN.txt [2025-12-02T20:35:37.141861] [INFO ] [sig ] [1868/3544] Completed LKFN in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:37.141898] [INFO ] [sig ] [1869/3544] Forecasting LLY... [2025-12-02T20:35:37.141925] [INFO ] [sig ] Generating forecast for: LLY [2025-12-02T20:35:37.141961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-12-02T20:35:37.153655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLY'. [2025-12-02T20:35:37.153971] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-12-02T20:35:37.154770] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-12-02T20:35:37.154819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:37.154850] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:37.154877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:37.154931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:37.212029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:37.212698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:37.212772] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:37.212803] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:37.332867] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:37.333007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:37.333052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:37.333080] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:37.336412] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=10.90%) [2025-12-02T20:35:37.336684] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-12-02T20:35:37.336799] [INFO ] [sig ] LLY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:37.478946] [INFO ] [LOCAL ] Saved forecast: LLY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LLY.txt [2025-12-02T20:35:37.479069] [INFO ] [sig ] [1869/3544] Completed LLY in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:37.479135] [INFO ] [sig ] [1870/3544] Forecasting LLYVA... [2025-12-02T20:35:37.479163] [INFO ] [sig ] Generating forecast for: LLYVA [2025-12-02T20:35:37.479191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'. [2025-12-02T20:35:37.489785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'. [2025-12-02T20:35:37.490075] [INFO ] [FORECASTER] Starting predict_future for LLYVA [2025-12-02T20:35:37.490835] [DEBUG] [LOCAL ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt [2025-12-02T20:35:37.490883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:37.490913] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:37.490938] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:37.490992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:37.549195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:37.549886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:37.549961] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:37.549991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:37.666546] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:37.666713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:37.666761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:37.666796] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:37.670062] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=54.04%) [2025-12-02T20:35:37.670315] [INFO ] [FORECASTER] Completed predict_future for LLYVA [2025-12-02T20:35:37.670430] [INFO ] [sig ] LLYVA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:37.812708] [INFO ] [LOCAL ] Saved forecast: LLYVA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LLYVA.txt [2025-12-02T20:35:37.812913] [INFO ] [sig ] [1870/3544] Completed LLYVA in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:37.812959] [INFO ] [sig ] [1871/3544] Forecasting LLYVK... [2025-12-02T20:35:37.812990] [INFO ] [sig ] Generating forecast for: LLYVK [2025-12-02T20:35:37.813019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'. [2025-12-02T20:35:37.824195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'. [2025-12-02T20:35:37.824482] [INFO ] [FORECASTER] Starting predict_future for LLYVK [2025-12-02T20:35:37.825247] [DEBUG] [LOCAL ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt [2025-12-02T20:35:37.825295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:37.825325] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:37.825351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:37.825406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:37.882066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:37.882703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:37.882782] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:37.882813] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:38.000465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:38.000630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:38.000671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:38.000710] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:38.004067] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=16.89%) [2025-12-02T20:35:38.004329] [INFO ] [FORECASTER] Completed predict_future for LLYVK [2025-12-02T20:35:38.004447] [INFO ] [sig ] LLYVK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:38.146005] [INFO ] [LOCAL ] Saved forecast: LLYVK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LLYVK.txt [2025-12-02T20:35:38.146128] [INFO ] [sig ] [1871/3544] Completed LLYVK in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:38.146164] [INFO ] [sig ] [1872/3544] Forecasting LMB... [2025-12-02T20:35:38.146192] [INFO ] [sig ] Generating forecast for: LMB [2025-12-02T20:35:38.146220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'. [2025-12-02T20:35:38.157049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMB'. [2025-12-02T20:35:38.157319] [INFO ] [FORECASTER] Starting predict_future for LMB [2025-12-02T20:35:38.158104] [DEBUG] [LOCAL ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt [2025-12-02T20:35:38.158152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:38.158182] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:38.158207] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:38.158261] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:38.212617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:38.213216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:38.213289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:38.213319] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:38.331753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:38.331901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:38.331940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:38.331986] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:38.335348] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=92.01%) [2025-12-02T20:35:38.335627] [INFO ] [FORECASTER] Completed predict_future for LMB [2025-12-02T20:35:38.335765] [INFO ] [sig ] LMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:38.481125] [INFO ] [LOCAL ] Saved forecast: LMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LMB.txt [2025-12-02T20:35:38.481248] [INFO ] [sig ] [1872/3544] Completed LMB in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:38.481283] [INFO ] [sig ] [1873/3544] Forecasting LMBS... [2025-12-02T20:35:38.481310] [INFO ] [sig ] Generating forecast for: LMBS [2025-12-02T20:35:38.481339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'. [2025-12-02T20:35:38.492859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMBS'. [2025-12-02T20:35:38.493124] [INFO ] [FORECASTER] Starting predict_future for LMBS [2025-12-02T20:35:38.493900] [DEBUG] [LOCAL ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt [2025-12-02T20:35:38.493947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:38.493977] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:38.494030] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:38.494086] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:38.552660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:38.553258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:38.553335] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:38.553366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:38.672985] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:38.673129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:38.673170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:38.673198] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:38.676449] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=95.61%) [2025-12-02T20:35:38.676721] [INFO ] [FORECASTER] Completed predict_future for LMBS [2025-12-02T20:35:38.676837] [INFO ] [sig ] LMBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:38.821377] [INFO ] [LOCAL ] Saved forecast: LMBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LMBS.txt [2025-12-02T20:35:38.821501] [INFO ] [sig ] [1873/3544] Completed LMBS in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:38.821538] [INFO ] [sig ] [1874/3544] Forecasting LMND... [2025-12-02T20:35:38.821565] [INFO ] [sig ] Generating forecast for: LMND [2025-12-02T20:35:38.821613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-12-02T20:35:38.832814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMND'. [2025-12-02T20:35:38.833092] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-12-02T20:35:38.833914] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-12-02T20:35:38.833962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:38.833993] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:38.834018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:38.834073] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:38.891385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:38.892016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:38.892090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:38.892121] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:39.015274] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:39.015431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:39.015472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:39.015499] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:39.018822] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-12-02T20:35:39.019087] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-12-02T20:35:39.019204] [INFO ] [sig ] LMND: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:39.161979] [INFO ] [LOCAL ] Saved forecast: LMND 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LMND.txt [2025-12-02T20:35:39.162100] [INFO ] [sig ] [1874/3544] Completed LMND in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.4m [2025-12-02T20:35:39.162136] [INFO ] [sig ] [1875/3544] Forecasting LNC... [2025-12-02T20:35:39.162162] [INFO ] [sig ] Generating forecast for: LNC [2025-12-02T20:35:39.162191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-12-02T20:35:39.173694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNC'. [2025-12-02T20:35:39.173996] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-12-02T20:35:39.174763] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-12-02T20:35:39.174816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:39.174847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:39.174873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:39.174928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:39.232212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:39.232894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:39.232983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:39.233023] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:39.354708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:39.354843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:39.354882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:39.354910] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:39.358193] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=1.73%) [2025-12-02T20:35:39.358463] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-12-02T20:35:39.358599] [INFO ] [sig ] LNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:39.503697] [INFO ] [LOCAL ] Saved forecast: LNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LNC.txt [2025-12-02T20:35:39.503828] [INFO ] [sig ] [1875/3544] Completed LNC in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:39.503864] [INFO ] [sig ] [1876/3544] Forecasting LND... [2025-12-02T20:35:39.503892] [INFO ] [sig ] Generating forecast for: LND [2025-12-02T20:35:39.503921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-12-02T20:35:39.514318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LND'. [2025-12-02T20:35:39.514612] [INFO ] [FORECASTER] Starting predict_future for LND [2025-12-02T20:35:39.515376] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-12-02T20:35:39.515425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:39.515455] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:39.515481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:39.515565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:39.572508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:39.573127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:39.573203] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:39.573236] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:39.687726] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:39.687912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:39.687956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:39.687985] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:39.691451] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=61.02%) [2025-12-02T20:35:39.691736] [INFO ] [FORECASTER] Completed predict_future for LND [2025-12-02T20:35:39.691858] [INFO ] [sig ] LND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:39.835874] [INFO ] [LOCAL ] Saved forecast: LND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LND.txt [2025-12-02T20:35:39.835995] [INFO ] [sig ] [1876/3544] Completed LND in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:39.836031] [INFO ] [sig ] [1877/3544] Forecasting LNG... [2025-12-02T20:35:39.836059] [INFO ] [sig ] Generating forecast for: LNG [2025-12-02T20:35:39.836087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-12-02T20:35:39.847249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNG'. [2025-12-02T20:35:39.847523] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-12-02T20:35:39.848323] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-12-02T20:35:39.848374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:39.848413] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:39.848446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:39.848507] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:39.905625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:39.906216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:39.906290] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:39.906321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:40.026421] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:40.026568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:40.026625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:40.026654] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:40.030512] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=91.76%) [2025-12-02T20:35:40.030817] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-12-02T20:35:40.030942] [INFO ] [sig ] LNG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:40.181276] [INFO ] [LOCAL ] Saved forecast: LNG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LNG.txt [2025-12-02T20:35:40.181402] [INFO ] [sig ] [1877/3544] Completed LNG in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:40.181439] [INFO ] [sig ] [1878/3544] Forecasting LNKB... [2025-12-02T20:35:40.181468] [INFO ] [sig ] Generating forecast for: LNKB [2025-12-02T20:35:40.181497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'. [2025-12-02T20:35:40.192502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNKB'. [2025-12-02T20:35:40.192816] [INFO ] [FORECASTER] Starting predict_future for LNKB [2025-12-02T20:35:40.193595] [DEBUG] [LOCAL ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt [2025-12-02T20:35:40.193654] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:40.193687] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:40.193713] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:40.193773] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:40.250051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:40.250692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:40.250770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:40.250803] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:40.361973] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:40.362108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:40.362146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:40.362172] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:40.365375] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=59.67%) [2025-12-02T20:35:40.365649] [INFO ] [FORECASTER] Completed predict_future for LNKB [2025-12-02T20:35:40.365776] [INFO ] [sig ] LNKB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:40.511355] [INFO ] [LOCAL ] Saved forecast: LNKB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LNKB.txt [2025-12-02T20:35:40.511528] [INFO ] [sig ] [1878/3544] Completed LNKB in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:40.511568] [INFO ] [sig ] [1879/3544] Forecasting LNN... [2025-12-02T20:35:40.511615] [INFO ] [sig ] Generating forecast for: LNN [2025-12-02T20:35:40.511644] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-12-02T20:35:40.523214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNN'. [2025-12-02T20:35:40.523485] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-12-02T20:35:40.524275] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-12-02T20:35:40.524323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:40.524352] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:40.524376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:40.524430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:40.580810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:40.581708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:40.581793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:40.581829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:40.701683] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:40.701844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:40.701890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:40.701918] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:40.705195] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=50.50%) [2025-12-02T20:35:40.705450] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-12-02T20:35:40.705565] [INFO ] [sig ] LNN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:40.843846] [INFO ] [LOCAL ] Saved forecast: LNN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LNN.txt [2025-12-02T20:35:40.844075] [INFO ] [sig ] [1879/3544] Completed LNN in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:40.844114] [INFO ] [sig ] [1880/3544] Forecasting LNTH... [2025-12-02T20:35:40.844141] [INFO ] [sig ] Generating forecast for: LNTH [2025-12-02T20:35:40.844169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'. [2025-12-02T20:35:40.854785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNTH'. [2025-12-02T20:35:40.855040] [INFO ] [FORECASTER] Starting predict_future for LNTH [2025-12-02T20:35:40.855794] [DEBUG] [LOCAL ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt [2025-12-02T20:35:40.855842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:40.855872] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:40.855898] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:40.855952] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:40.913118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:40.913815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:40.913892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:40.913925] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:41.031616] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:41.031761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:41.031804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:41.031833] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:41.035104] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=42.35%) [2025-12-02T20:35:41.035379] [INFO ] [FORECASTER] Completed predict_future for LNTH [2025-12-02T20:35:41.035496] [INFO ] [sig ] LNTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:41.175790] [INFO ] [LOCAL ] Saved forecast: LNTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LNTH.txt [2025-12-02T20:35:41.175941] [INFO ] [sig ] [1880/3544] Completed LNTH in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:41.175982] [INFO ] [sig ] [1881/3544] Forecasting LNZA... [2025-12-02T20:35:41.176011] [INFO ] [sig ] Generating forecast for: LNZA [2025-12-02T20:35:41.176041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'. [2025-12-02T20:35:41.187406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNZA'. [2025-12-02T20:35:41.187776] [INFO ] [FORECASTER] Starting predict_future for LNZA [2025-12-02T20:35:41.188597] [DEBUG] [LOCAL ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt [2025-12-02T20:35:41.188649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:41.188681] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:41.188707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:41.188763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:41.245420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:41.246266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:41.246348] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:41.246380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:41.359839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:41.359977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:41.360013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:41.360040] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:41.363215] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=5.93%) [2025-12-02T20:35:41.363470] [INFO ] [FORECASTER] Completed predict_future for LNZA [2025-12-02T20:35:41.363601] [INFO ] [sig ] LNZA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:41.499414] [INFO ] [LOCAL ] Saved forecast: LNZA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LNZA.txt [2025-12-02T20:35:41.499540] [INFO ] [sig ] [1881/3544] Completed LNZA in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:41.499592] [INFO ] [sig ] [1882/3544] Forecasting LOAN... [2025-12-02T20:35:41.499623] [INFO ] [sig ] Generating forecast for: LOAN [2025-12-02T20:35:41.499655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'. [2025-12-02T20:35:41.510600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOAN'. [2025-12-02T20:35:41.510891] [INFO ] [FORECASTER] Starting predict_future for LOAN [2025-12-02T20:35:41.511644] [DEBUG] [LOCAL ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt [2025-12-02T20:35:41.511692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:41.511722] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:41.511747] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:41.511801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:41.567912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:41.568496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:41.568569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:41.568618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:41.675880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:41.676026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:41.676064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:41.676091] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:41.679323] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=56.64%) [2025-12-02T20:35:41.679620] [INFO ] [FORECASTER] Completed predict_future for LOAN [2025-12-02T20:35:41.679737] [INFO ] [sig ] LOAN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:41.820863] [INFO ] [LOCAL ] Saved forecast: LOAN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LOAN.txt [2025-12-02T20:35:41.821008] [INFO ] [sig ] [1882/3544] Completed LOAN in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:41.821047] [INFO ] [sig ] [1883/3544] Forecasting LOB... [2025-12-02T20:35:41.821083] [INFO ] [sig ] Generating forecast for: LOB [2025-12-02T20:35:41.821121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-12-02T20:35:41.832828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOB'. [2025-12-02T20:35:41.833138] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-12-02T20:35:41.833973] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-12-02T20:35:41.834024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:41.834055] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:41.834082] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:41.834138] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:41.894455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:41.895240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:41.895352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:41.895386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:42.026312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:42.026484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:42.026540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:42.026587] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:42.030262] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=92.20%) [2025-12-02T20:35:42.030608] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-12-02T20:35:42.030739] [INFO ] [sig ] LOB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:42.172868] [INFO ] [LOCAL ] Saved forecast: LOB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LOB.txt [2025-12-02T20:35:42.173032] [INFO ] [sig ] [1883/3544] Completed LOB in 0.4s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:42.173068] [INFO ] [sig ] [1884/3544] Forecasting LOCO... [2025-12-02T20:35:42.173097] [INFO ] [sig ] Generating forecast for: LOCO [2025-12-02T20:35:42.173134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'. [2025-12-02T20:35:42.184612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOCO'. [2025-12-02T20:35:42.184951] [INFO ] [FORECASTER] Starting predict_future for LOCO [2025-12-02T20:35:42.185765] [DEBUG] [LOCAL ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt [2025-12-02T20:35:42.185813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:42.185843] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:42.185867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:42.185921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:42.242205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:42.243111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:42.243202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:42.243235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:42.360892] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:42.361043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:42.361086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:42.361116] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:42.364433] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=86.98%) [2025-12-02T20:35:42.364724] [INFO ] [FORECASTER] Completed predict_future for LOCO [2025-12-02T20:35:42.364848] [INFO ] [sig ] LOCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:42.505374] [INFO ] [LOCAL ] Saved forecast: LOCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LOCO.txt [2025-12-02T20:35:42.505503] [INFO ] [sig ] [1884/3544] Completed LOCO in 0.3s | 2.98 sym/s | Total: 10.5m | ETA: 9.3m [2025-12-02T20:35:42.505541] [INFO ] [sig ] [1885/3544] Forecasting LOGI... [2025-12-02T20:35:42.505585] [INFO ] [sig ] Generating forecast for: LOGI [2025-12-02T20:35:42.505618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'. [2025-12-02T20:35:42.516758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOGI'. [2025-12-02T20:35:42.517038] [INFO ] [FORECASTER] Starting predict_future for LOGI [2025-12-02T20:35:42.517797] [DEBUG] [LOCAL ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt [2025-12-02T20:35:42.517850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:42.517905] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:42.517931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:42.517986] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:42.572948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:42.573611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:42.573686] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:42.573717] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:42.695860] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:42.696008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:42.696065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:42.696093] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:42.699351] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=95.75%) [2025-12-02T20:35:42.699624] [INFO ] [FORECASTER] Completed predict_future for LOGI [2025-12-02T20:35:42.699741] [INFO ] [sig ] LOGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:42.837268] [INFO ] [LOCAL ] Saved forecast: LOGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LOGI.txt [2025-12-02T20:35:42.837396] [INFO ] [sig ] [1885/3544] Completed LOGI in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.3m [2025-12-02T20:35:42.837432] [INFO ] [sig ] [1886/3544] Forecasting LOMA... [2025-12-02T20:35:42.837458] [INFO ] [sig ] Generating forecast for: LOMA [2025-12-02T20:35:42.837487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-12-02T20:35:42.848739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOMA'. [2025-12-02T20:35:42.849040] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-12-02T20:35:42.849804] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-12-02T20:35:42.849862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:42.849899] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:42.849930] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:42.849990] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:42.905083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:42.905987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:42.906066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:42.906096] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:43.022300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:43.022453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:43.022492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:43.022521] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:43.025986] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=58.69%) [2025-12-02T20:35:43.026321] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-12-02T20:35:43.026456] [INFO ] [sig ] LOMA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:43.167751] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LOMA.txt [2025-12-02T20:35:43.167926] [INFO ] [sig ] [1886/3544] Completed LOMA in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.3m [2025-12-02T20:35:43.167965] [INFO ] [sig ] [1887/3544] Forecasting LOPE... [2025-12-02T20:35:43.167993] [INFO ] [sig ] Generating forecast for: LOPE [2025-12-02T20:35:43.168021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'. [2025-12-02T20:35:43.179077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOPE'. [2025-12-02T20:35:43.179385] [INFO ] [FORECASTER] Starting predict_future for LOPE [2025-12-02T20:35:43.180157] [DEBUG] [LOCAL ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt [2025-12-02T20:35:43.180204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:43.180235] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:43.180261] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:43.180315] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:43.235348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:43.236135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:43.236213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:43.236244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:43.355827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:43.355978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:43.356017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:43.356045] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:43.359302] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=70.86%) [2025-12-02T20:35:43.359604] [INFO ] [FORECASTER] Completed predict_future for LOPE [2025-12-02T20:35:43.359730] [INFO ] [sig ] LOPE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:43.501326] [INFO ] [LOCAL ] Saved forecast: LOPE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LOPE.txt [2025-12-02T20:35:43.501487] [INFO ] [sig ] [1887/3544] Completed LOPE in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.3m [2025-12-02T20:35:43.501525] [INFO ] [sig ] [1888/3544] Forecasting LOVE... [2025-12-02T20:35:43.501553] [INFO ] [sig ] Generating forecast for: LOVE [2025-12-02T20:35:43.501601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'. [2025-12-02T20:35:43.513109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOVE'. [2025-12-02T20:35:43.513439] [INFO ] [FORECASTER] Starting predict_future for LOVE [2025-12-02T20:35:43.514208] [DEBUG] [LOCAL ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt [2025-12-02T20:35:43.514255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:43.514285] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:43.514311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:43.514365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:43.570269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:43.571075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:43.571178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:43.571212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:43.691430] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:43.691603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:43.691646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:43.691673] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:43.694891] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-12-02T20:35:43.695143] [INFO ] [FORECASTER] Completed predict_future for LOVE [2025-12-02T20:35:43.695258] [INFO ] [sig ] LOVE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:43.833326] [INFO ] [LOCAL ] Saved forecast: LOVE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LOVE.txt [2025-12-02T20:35:43.833478] [INFO ] [sig ] [1888/3544] Completed LOVE in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.3m [2025-12-02T20:35:43.833521] [INFO ] [sig ] [1889/3544] Forecasting LPCN... [2025-12-02T20:35:43.833550] [INFO ] [sig ] Generating forecast for: LPCN [2025-12-02T20:35:43.833598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'. [2025-12-02T20:35:43.845201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPCN'. [2025-12-02T20:35:43.845585] [INFO ] [FORECASTER] Starting predict_future for LPCN [2025-12-02T20:35:43.846417] [DEBUG] [LOCAL ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt [2025-12-02T20:35:43.846467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:43.846511] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:43.846539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:43.846612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:43.903259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:43.904076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:43.904159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:43.904189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:44.013308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:44.013459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:44.013498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:44.013525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:44.016858] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=10.05%) [2025-12-02T20:35:44.017126] [INFO ] [FORECASTER] Completed predict_future for LPCN [2025-12-02T20:35:44.017247] [INFO ] [sig ] LPCN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:44.157367] [INFO ] [LOCAL ] Saved forecast: LPCN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LPCN.txt [2025-12-02T20:35:44.157522] [INFO ] [sig ] [1889/3544] Completed LPCN in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.3m [2025-12-02T20:35:44.157561] [INFO ] [sig ] [1890/3544] Forecasting LPG... [2025-12-02T20:35:44.157619] [INFO ] [sig ] Generating forecast for: LPG [2025-12-02T20:35:44.157651] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-12-02T20:35:44.169787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPG'. [2025-12-02T20:35:44.170175] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-12-02T20:35:44.171029] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-12-02T20:35:44.171079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:44.171141] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:44.171169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:44.171225] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:44.227781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:44.228658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:44.228741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:44.228772] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:44.349787] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:44.349947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:44.349993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:44.350021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:44.353288] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=48.12%) [2025-12-02T20:35:44.353559] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-12-02T20:35:44.353701] [INFO ] [sig ] LPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:44.497420] [INFO ] [LOCAL ] Saved forecast: LPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LPG.txt [2025-12-02T20:35:44.497607] [INFO ] [sig ] [1890/3544] Completed LPG in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.3m [2025-12-02T20:35:44.497651] [INFO ] [sig ] [1891/3544] Forecasting LPL... [2025-12-02T20:35:44.497680] [INFO ] [sig ] Generating forecast for: LPL [2025-12-02T20:35:44.497710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-12-02T20:35:44.508765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPL'. [2025-12-02T20:35:44.509128] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-12-02T20:35:44.509939] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-12-02T20:35:44.509989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:44.510020] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:44.510045] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:44.510100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:44.570082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:44.570913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:44.571012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:44.571062] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:44.692621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:44.692771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:44.692817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:44.692845] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:44.696108] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=59.90%) [2025-12-02T20:35:44.696366] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-12-02T20:35:44.696487] [INFO ] [sig ] LPL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:44.833789] [INFO ] [LOCAL ] Saved forecast: LPL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LPL.txt [2025-12-02T20:35:44.833911] [INFO ] [sig ] [1891/3544] Completed LPL in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.3m [2025-12-02T20:35:44.833948] [INFO ] [sig ] [1892/3544] Forecasting LPLA... [2025-12-02T20:35:44.833976] [INFO ] [sig ] Generating forecast for: LPLA [2025-12-02T20:35:44.834004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'. [2025-12-02T20:35:44.848482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPLA'. [2025-12-02T20:35:44.848824] [INFO ] [FORECASTER] Starting predict_future for LPLA [2025-12-02T20:35:44.849638] [DEBUG] [LOCAL ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt [2025-12-02T20:35:44.849687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:44.849720] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:44.849746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:44.849802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:44.905821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:44.906426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:44.906501] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:44.906534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:45.026548] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:45.026702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:45.026741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:45.026768] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:45.030088] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=87.04%) [2025-12-02T20:35:45.030347] [INFO ] [FORECASTER] Completed predict_future for LPLA [2025-12-02T20:35:45.030462] [INFO ] [sig ] LPLA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:45.167521] [INFO ] [LOCAL ] Saved forecast: LPLA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LPLA.txt [2025-12-02T20:35:45.167653] [INFO ] [sig ] [1892/3544] Completed LPLA in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:45.167697] [INFO ] [sig ] [1893/3544] Forecasting LPRO... [2025-12-02T20:35:45.167726] [INFO ] [sig ] Generating forecast for: LPRO [2025-12-02T20:35:45.167753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'. [2025-12-02T20:35:45.178378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPRO'. [2025-12-02T20:35:45.178669] [INFO ] [FORECASTER] Starting predict_future for LPRO [2025-12-02T20:35:45.179416] [DEBUG] [LOCAL ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt [2025-12-02T20:35:45.179464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:45.179493] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:45.179518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:45.179594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:45.237247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:45.237927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:45.238008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:45.238041] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:45.356704] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:45.356843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:45.356882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:45.356950] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:45.360333] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=99.85%) [2025-12-02T20:35:45.360619] [INFO ] [FORECASTER] Completed predict_future for LPRO [2025-12-02T20:35:45.360745] [INFO ] [sig ] LPRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:45.501065] [INFO ] [LOCAL ] Saved forecast: LPRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LPRO.txt [2025-12-02T20:35:45.501216] [INFO ] [sig ] [1893/3544] Completed LPRO in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:45.501258] [INFO ] [sig ] [1894/3544] Forecasting LPSN... [2025-12-02T20:35:45.501288] [INFO ] [sig ] Generating forecast for: LPSN [2025-12-02T20:35:45.501320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'. [2025-12-02T20:35:45.511740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPSN'. [2025-12-02T20:35:45.512044] [INFO ] [FORECASTER] Starting predict_future for LPSN [2025-12-02T20:35:45.512855] [DEBUG] [LOCAL ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt [2025-12-02T20:35:45.512906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:45.512939] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:45.512966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:45.513023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:45.571059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:45.571796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:45.571891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:45.571936] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:45.697033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:45.697180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:45.697219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:45.697247] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:45.700745] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=86.25%) [2025-12-02T20:35:45.701018] [INFO ] [FORECASTER] Completed predict_future for LPSN [2025-12-02T20:35:45.701159] [INFO ] [sig ] LPSN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:45.841744] [INFO ] [LOCAL ] Saved forecast: LPSN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LPSN.txt [2025-12-02T20:35:45.841893] [INFO ] [sig ] [1894/3544] Completed LPSN in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:45.841945] [INFO ] [sig ] [1895/3544] Forecasting LPTH... [2025-12-02T20:35:45.841983] [INFO ] [sig ] Generating forecast for: LPTH [2025-12-02T20:35:45.842019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'. [2025-12-02T20:35:45.852870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPTH'. [2025-12-02T20:35:45.853182] [INFO ] [FORECASTER] Starting predict_future for LPTH [2025-12-02T20:35:45.854024] [DEBUG] [LOCAL ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt [2025-12-02T20:35:45.854078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:45.854110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:45.854136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:45.854193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:45.910485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:45.911191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:45.911271] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:45.911303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:46.028219] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:46.028365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:46.028406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:46.028436] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:46.031758] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=7.38%) [2025-12-02T20:35:46.032022] [INFO ] [FORECASTER] Completed predict_future for LPTH [2025-12-02T20:35:46.032142] [INFO ] [sig ] LPTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:46.168658] [INFO ] [LOCAL ] Saved forecast: LPTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LPTH.txt [2025-12-02T20:35:46.168778] [INFO ] [sig ] [1895/3544] Completed LPTH in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:46.168813] [INFO ] [sig ] [1896/3544] Forecasting LPX... [2025-12-02T20:35:46.168841] [INFO ] [sig ] Generating forecast for: LPX [2025-12-02T20:35:46.168870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-12-02T20:35:46.179527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPX'. [2025-12-02T20:35:46.179855] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-12-02T20:35:46.180683] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-12-02T20:35:46.180733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:46.180764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:46.180790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:46.180846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:46.235654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:46.236287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:46.236363] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:46.236394] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:46.361269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:46.361429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:46.361471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:46.361517] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:46.365388] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=99.53%) [2025-12-02T20:35:46.365718] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-12-02T20:35:46.365860] [INFO ] [sig ] LPX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:46.525319] [INFO ] [LOCAL ] Saved forecast: LPX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LPX.txt [2025-12-02T20:35:46.525447] [INFO ] [sig ] [1896/3544] Completed LPX in 0.4s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:46.525482] [INFO ] [sig ] [1897/3544] Forecasting LQDA... [2025-12-02T20:35:46.525510] [INFO ] [sig ] Generating forecast for: LQDA [2025-12-02T20:35:46.525539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'. [2025-12-02T20:35:46.537067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LQDA'. [2025-12-02T20:35:46.537396] [INFO ] [FORECASTER] Starting predict_future for LQDA [2025-12-02T20:35:46.538264] [DEBUG] [LOCAL ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt [2025-12-02T20:35:46.538314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:46.538343] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:46.538369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:46.538424] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:46.594497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:46.595185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:46.595260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:46.595290] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:46.714521] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:46.714681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:46.714722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:46.714750] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:46.718099] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=58.79%) [2025-12-02T20:35:46.718359] [INFO ] [FORECASTER] Completed predict_future for LQDA [2025-12-02T20:35:46.718489] [INFO ] [sig ] LQDA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:46.855262] [INFO ] [LOCAL ] Saved forecast: LQDA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LQDA.txt [2025-12-02T20:35:46.855396] [INFO ] [sig ] [1897/3544] Completed LQDA in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:46.855433] [INFO ] [sig ] [1898/3544] Forecasting LRCX... [2025-12-02T20:35:46.855461] [INFO ] [sig ] Generating forecast for: LRCX [2025-12-02T20:35:46.855491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'. [2025-12-02T20:35:46.866731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRCX'. [2025-12-02T20:35:46.867030] [INFO ] [FORECASTER] Starting predict_future for LRCX [2025-12-02T20:35:46.867797] [DEBUG] [LOCAL ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt [2025-12-02T20:35:46.867846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:46.867904] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:46.867935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:46.867989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:46.923469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:46.924086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:46.924172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:46.924203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:47.047256] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:47.047400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:47.047438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:47.047465] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:47.050768] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=88.20%) [2025-12-02T20:35:47.051025] [INFO ] [FORECASTER] Completed predict_future for LRCX [2025-12-02T20:35:47.051142] [INFO ] [sig ] LRCX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:47.191734] [INFO ] [LOCAL ] Saved forecast: LRCX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LRCX.txt [2025-12-02T20:35:47.191894] [INFO ] [sig ] [1898/3544] Completed LRCX in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:47.191943] [INFO ] [sig ] [1899/3544] Forecasting LRGE... [2025-12-02T20:35:47.191972] [INFO ] [sig ] Generating forecast for: LRGE [2025-12-02T20:35:47.192003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'. [2025-12-02T20:35:47.203000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRGE'. [2025-12-02T20:35:47.203329] [INFO ] [FORECASTER] Starting predict_future for LRGE [2025-12-02T20:35:47.204106] [DEBUG] [LOCAL ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt [2025-12-02T20:35:47.204154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:47.204185] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:47.204210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:47.204264] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:47.260464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:47.261077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:47.261151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:47.261182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:47.377886] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:47.378021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:47.378060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:47.378090] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:47.381319] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=93.34%) [2025-12-02T20:35:47.381590] [INFO ] [FORECASTER] Completed predict_future for LRGE [2025-12-02T20:35:47.381707] [INFO ] [sig ] LRGE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:47.520659] [INFO ] [LOCAL ] Saved forecast: LRGE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LRGE.txt [2025-12-02T20:35:47.520778] [INFO ] [sig ] [1899/3544] Completed LRGE in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:47.520814] [INFO ] [sig ] [1900/3544] Forecasting LRHC... [2025-12-02T20:35:47.520842] [INFO ] [sig ] Generating forecast for: LRHC [2025-12-02T20:35:47.520871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'. [2025-12-02T20:35:47.532406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRHC'. [2025-12-02T20:35:47.532721] [INFO ] [FORECASTER] Starting predict_future for LRHC [2025-12-02T20:35:47.533516] [DEBUG] [LOCAL ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt [2025-12-02T20:35:47.533592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:47.533645] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:47.533675] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:47.533730] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:47.589335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:47.589956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:47.590073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:47.590110] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:47.708307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:47.708446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:47.708485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:47.708511] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:47.711761] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=22.16%) [2025-12-02T20:35:47.712022] [INFO ] [FORECASTER] Completed predict_future for LRHC [2025-12-02T20:35:47.712139] [INFO ] [sig ] LRHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:47.849024] [INFO ] [LOCAL ] Saved forecast: LRHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LRHC.txt [2025-12-02T20:35:47.849154] [INFO ] [sig ] [1900/3544] Completed LRHC in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:47.849191] [INFO ] [sig ] [1901/3544] Forecasting LSCC... [2025-12-02T20:35:47.849219] [INFO ] [sig ] Generating forecast for: LSCC [2025-12-02T20:35:47.849249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'. [2025-12-02T20:35:47.860986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSCC'. [2025-12-02T20:35:47.861329] [INFO ] [FORECASTER] Starting predict_future for LSCC [2025-12-02T20:35:47.862132] [DEBUG] [LOCAL ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt [2025-12-02T20:35:47.862180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:47.862210] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:47.862235] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:47.862289] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:47.917412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:47.918276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:47.918357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:47.918389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:48.033394] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:48.033542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:48.033597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:48.033628] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:48.036874] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=10.64%) [2025-12-02T20:35:48.037133] [INFO ] [FORECASTER] Completed predict_future for LSCC [2025-12-02T20:35:48.037250] [INFO ] [sig ] LSCC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:48.173809] [INFO ] [LOCAL ] Saved forecast: LSCC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LSCC.txt [2025-12-02T20:35:48.173956] [INFO ] [sig ] [1901/3544] Completed LSCC in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:48.173992] [INFO ] [sig ] [1902/3544] Forecasting LSPD... [2025-12-02T20:35:48.174020] [INFO ] [sig ] Generating forecast for: LSPD [2025-12-02T20:35:48.174049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-12-02T20:35:48.185660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSPD'. [2025-12-02T20:35:48.185962] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-12-02T20:35:48.186796] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-12-02T20:35:48.186846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:48.186878] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:48.186905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:48.186966] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:48.242622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:48.243245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:48.243322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:48.243355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:48.369264] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:48.369402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:48.369443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:48.369470] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:48.372789] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=87.59%) [2025-12-02T20:35:48.373072] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-12-02T20:35:48.373194] [INFO ] [sig ] LSPD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:48.516897] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LSPD.txt [2025-12-02T20:35:48.517025] [INFO ] [sig ] [1902/3544] Completed LSPD in 0.3s | 2.98 sym/s | Total: 10.6m | ETA: 9.2m [2025-12-02T20:35:48.517063] [INFO ] [sig ] [1903/3544] Forecasting LTC... [2025-12-02T20:35:48.517092] [INFO ] [sig ] Generating forecast for: LTC [2025-12-02T20:35:48.517295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-12-02T20:35:48.528548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTC'. [2025-12-02T20:35:48.528855] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-12-02T20:35:48.529872] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-12-02T20:35:48.529920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:48.529953] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:48.529981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:48.530036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:48.585382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:48.586164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:48.586243] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:48.586275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:48.696198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:48.696356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:48.696395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:48.696422] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:48.699664] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-12-02T20:35:48.699923] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-12-02T20:35:48.700063] [INFO ] [sig ] LTC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:48.835627] [INFO ] [LOCAL ] Saved forecast: LTC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LTC.txt [2025-12-02T20:35:48.835770] [INFO ] [sig ] [1903/3544] Completed LTC in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.2m [2025-12-02T20:35:48.835807] [INFO ] [sig ] [1904/3544] Forecasting LTH... [2025-12-02T20:35:48.835842] [INFO ] [sig ] Generating forecast for: LTH [2025-12-02T20:35:48.835872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-12-02T20:35:48.846936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTH'. [2025-12-02T20:35:48.847229] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-12-02T20:35:48.848064] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-12-02T20:35:48.848114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:48.848146] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:48.848172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:48.848227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:48.904438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:48.905194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:48.905288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:48.905334] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:49.024868] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:49.025018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:49.025059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:49.025087] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:49.028483] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=24.17%) [2025-12-02T20:35:49.028755] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-12-02T20:35:49.028874] [INFO ] [sig ] LTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:49.168433] [INFO ] [LOCAL ] Saved forecast: LTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LTH.txt [2025-12-02T20:35:49.168550] [INFO ] [sig ] [1904/3544] Completed LTH in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.2m [2025-12-02T20:35:49.168624] [INFO ] [sig ] [1905/3544] Forecasting LTRN... [2025-12-02T20:35:49.168655] [INFO ] [sig ] Generating forecast for: LTRN [2025-12-02T20:35:49.168684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'. [2025-12-02T20:35:49.179544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRN'. [2025-12-02T20:35:49.179842] [INFO ] [FORECASTER] Starting predict_future for LTRN [2025-12-02T20:35:49.180631] [DEBUG] [LOCAL ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt [2025-12-02T20:35:49.180679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:49.180708] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:49.180733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:49.180786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:49.237329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:49.238013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:49.238088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:49.238119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:49.352221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:49.352355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:49.352393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:49.352422] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:49.355746] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=39.91%) [2025-12-02T20:35:49.356022] [INFO ] [FORECASTER] Completed predict_future for LTRN [2025-12-02T20:35:49.356156] [INFO ] [sig ] LTRN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:49.499777] [INFO ] [LOCAL ] Saved forecast: LTRN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LTRN.txt [2025-12-02T20:35:49.499912] [INFO ] [sig ] [1905/3544] Completed LTRN in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.2m [2025-12-02T20:35:49.499955] [INFO ] [sig ] [1906/3544] Forecasting LTRX... [2025-12-02T20:35:49.499989] [INFO ] [sig ] Generating forecast for: LTRX [2025-12-02T20:35:49.500025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'. [2025-12-02T20:35:49.511053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRX'. [2025-12-02T20:35:49.511333] [INFO ] [FORECASTER] Starting predict_future for LTRX [2025-12-02T20:35:49.512123] [DEBUG] [LOCAL ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt [2025-12-02T20:35:49.512172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:49.512203] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:49.512229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:49.512284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:49.569610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:49.570310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:49.570388] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:49.570420] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:49.690545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:49.690711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:49.690753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:49.690780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:49.694151] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=30.65%) [2025-12-02T20:35:49.694410] [INFO ] [FORECASTER] Completed predict_future for LTRX [2025-12-02T20:35:49.694527] [INFO ] [sig ] LTRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:49.834022] [INFO ] [LOCAL ] Saved forecast: LTRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LTRX.txt [2025-12-02T20:35:49.834166] [INFO ] [sig ] [1906/3544] Completed LTRX in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.2m [2025-12-02T20:35:49.834204] [INFO ] [sig ] [1907/3544] Forecasting LUCD... [2025-12-02T20:35:49.834232] [INFO ] [sig ] Generating forecast for: LUCD [2025-12-02T20:35:49.834260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'. [2025-12-02T20:35:49.845618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUCD'. [2025-12-02T20:35:49.845909] [INFO ] [FORECASTER] Starting predict_future for LUCD [2025-12-02T20:35:49.846712] [DEBUG] [LOCAL ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt [2025-12-02T20:35:49.846761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:49.846818] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:49.846846] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:49.846901] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:49.903871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:49.904491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:49.904598] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:49.904638] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:50.022616] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:50.022772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:50.022816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:50.022863] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:50.026180] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=8.35%) [2025-12-02T20:35:50.026442] [INFO ] [FORECASTER] Completed predict_future for LUCD [2025-12-02T20:35:50.026593] [INFO ] [sig ] LUCD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:50.181004] [INFO ] [LOCAL ] Saved forecast: LUCD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LUCD.txt [2025-12-02T20:35:50.181130] [INFO ] [sig ] [1907/3544] Completed LUCD in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.2m [2025-12-02T20:35:50.181167] [INFO ] [sig ] [1908/3544] Forecasting LUCY... [2025-12-02T20:35:50.181196] [INFO ] [sig ] Generating forecast for: LUCY [2025-12-02T20:35:50.181224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'. [2025-12-02T20:35:50.192075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUCY'. [2025-12-02T20:35:50.192367] [INFO ] [FORECASTER] Starting predict_future for LUCY [2025-12-02T20:35:50.193169] [DEBUG] [LOCAL ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt [2025-12-02T20:35:50.193218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:50.193250] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:50.193277] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:50.193333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:50.248745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:50.249333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:50.249406] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:50.249436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:50.370284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:50.370407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:50.370446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:50.370473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:50.373743] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=71.62%) [2025-12-02T20:35:50.373999] [INFO ] [FORECASTER] Completed predict_future for LUCY [2025-12-02T20:35:50.374113] [INFO ] [sig ] LUCY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:50.509949] [INFO ] [LOCAL ] Saved forecast: LUCY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LUCY.txt [2025-12-02T20:35:50.510075] [INFO ] [sig ] [1908/3544] Completed LUCY in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.2m [2025-12-02T20:35:50.510110] [INFO ] [sig ] [1909/3544] Forecasting LUMN... [2025-12-02T20:35:50.510139] [INFO ] [sig ] Generating forecast for: LUMN [2025-12-02T20:35:50.510167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-12-02T20:35:50.521192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUMN'. [2025-12-02T20:35:50.521458] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-12-02T20:35:50.522265] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-12-02T20:35:50.522313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:50.522343] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:50.522369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:50.522423] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:50.578530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:50.579177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:50.579251] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:50.579296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:50.700838] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:50.700982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:50.701020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:50.701046] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:50.704303] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=21.99%) [2025-12-02T20:35:50.704559] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-12-02T20:35:50.704693] [INFO ] [sig ] LUMN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:50.842718] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LUMN.txt [2025-12-02T20:35:50.842836] [INFO ] [sig ] [1909/3544] Completed LUMN in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.2m [2025-12-02T20:35:50.842873] [INFO ] [sig ] [1910/3544] Forecasting LUNG... [2025-12-02T20:35:50.842900] [INFO ] [sig ] Generating forecast for: LUNG [2025-12-02T20:35:50.842929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'. [2025-12-02T20:35:50.853981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUNG'. [2025-12-02T20:35:50.854256] [INFO ] [FORECASTER] Starting predict_future for LUNG [2025-12-02T20:35:50.855014] [DEBUG] [LOCAL ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt [2025-12-02T20:35:50.855062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:50.855092] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:50.855117] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:50.855171] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:50.910283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:50.910897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:50.910972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:50.911003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:51.033928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:51.034099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:51.034141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:51.034212] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:51.037680] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=54.79%) [2025-12-02T20:35:51.037970] [INFO ] [FORECASTER] Completed predict_future for LUNG [2025-12-02T20:35:51.038105] [INFO ] [sig ] LUNG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:51.178752] [INFO ] [LOCAL ] Saved forecast: LUNG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LUNG.txt [2025-12-02T20:35:51.178911] [INFO ] [sig ] [1910/3544] Completed LUNG in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:51.178950] [INFO ] [sig ] [1911/3544] Forecasting LVHD... [2025-12-02T20:35:51.178978] [INFO ] [sig ] Generating forecast for: LVHD [2025-12-02T20:35:51.179006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'. [2025-12-02T20:35:51.190033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVHD'. [2025-12-02T20:35:51.190300] [INFO ] [FORECASTER] Starting predict_future for LVHD [2025-12-02T20:35:51.191061] [DEBUG] [LOCAL ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt [2025-12-02T20:35:51.191110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:51.191139] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:51.191164] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:51.191229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:51.248410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:51.249096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:51.249172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:51.249205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:51.364290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:51.364424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:51.364463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:51.364491] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:51.367780] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=73.67%) [2025-12-02T20:35:51.368066] [INFO ] [FORECASTER] Completed predict_future for LVHD [2025-12-02T20:35:51.368187] [INFO ] [sig ] LVHD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:51.508062] [INFO ] [LOCAL ] Saved forecast: LVHD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LVHD.txt [2025-12-02T20:35:51.508209] [INFO ] [sig ] [1911/3544] Completed LVHD in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:51.508248] [INFO ] [sig ] [1912/3544] Forecasting LVO... [2025-12-02T20:35:51.508277] [INFO ] [sig ] Generating forecast for: LVO [2025-12-02T20:35:51.508307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'. [2025-12-02T20:35:51.520258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVO'. [2025-12-02T20:35:51.520609] [INFO ] [FORECASTER] Starting predict_future for LVO [2025-12-02T20:35:51.521371] [DEBUG] [LOCAL ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt [2025-12-02T20:35:51.521419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:51.521449] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:51.521475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:51.521530] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:51.576800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:51.577599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:51.577679] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:51.577710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:51.691531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:51.691698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:51.691737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:51.691765] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:51.694979] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=44.47%) [2025-12-02T20:35:51.695232] [INFO ] [FORECASTER] Completed predict_future for LVO [2025-12-02T20:35:51.695346] [INFO ] [sig ] LVO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:51.831450] [INFO ] [LOCAL ] Saved forecast: LVO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LVO.txt [2025-12-02T20:35:51.831603] [INFO ] [sig ] [1912/3544] Completed LVO in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:51.831643] [INFO ] [sig ] [1913/3544] Forecasting LVS... [2025-12-02T20:35:51.831670] [INFO ] [sig ] Generating forecast for: LVS [2025-12-02T20:35:51.831700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-12-02T20:35:51.842915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVS'. [2025-12-02T20:35:51.843211] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-12-02T20:35:51.843971] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-12-02T20:35:51.844029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:51.844061] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:51.844086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:51.844139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:51.898842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:51.899551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:51.899646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:51.899678] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:52.019889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:52.020041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:52.020082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:52.020108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:52.023370] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=67.07%) [2025-12-02T20:35:52.023666] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-12-02T20:35:52.023803] [INFO ] [sig ] LVS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:52.160304] [INFO ] [LOCAL ] Saved forecast: LVS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LVS.txt [2025-12-02T20:35:52.160446] [INFO ] [sig ] [1913/3544] Completed LVS in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:52.160483] [INFO ] [sig ] [1914/3544] Forecasting LWAY... [2025-12-02T20:35:52.160510] [INFO ] [sig ] Generating forecast for: LWAY [2025-12-02T20:35:52.160539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'. [2025-12-02T20:35:52.172946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWAY'. [2025-12-02T20:35:52.173281] [INFO ] [FORECASTER] Starting predict_future for LWAY [2025-12-02T20:35:52.174074] [DEBUG] [LOCAL ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt [2025-12-02T20:35:52.174123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:52.174155] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:52.174182] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:52.174237] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:52.231629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:52.232471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:52.232558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:52.232612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:52.359618] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:52.359764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:52.359803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:52.359830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:52.363207] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=83.74%) [2025-12-02T20:35:52.363462] [INFO ] [FORECASTER] Completed predict_future for LWAY [2025-12-02T20:35:52.363595] [INFO ] [sig ] LWAY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:52.534939] [INFO ] [LOCAL ] Saved forecast: LWAY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LWAY.txt [2025-12-02T20:35:52.535086] [INFO ] [sig ] [1914/3544] Completed LWAY in 0.4s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:52.535125] [INFO ] [sig ] [1915/3544] Forecasting LWLG... [2025-12-02T20:35:52.535154] [INFO ] [sig ] Generating forecast for: LWLG [2025-12-02T20:35:52.535183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'. [2025-12-02T20:35:52.547415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWLG'. [2025-12-02T20:35:52.547713] [INFO ] [FORECASTER] Starting predict_future for LWLG [2025-12-02T20:35:52.548491] [DEBUG] [LOCAL ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt [2025-12-02T20:35:52.548539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:52.548569] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:52.548615] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:52.548674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:52.603988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:52.604860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:52.604941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:52.604972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:52.728368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:52.728520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:52.728559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:52.728605] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:52.731868] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=93.98%) [2025-12-02T20:35:52.732123] [INFO ] [FORECASTER] Completed predict_future for LWLG [2025-12-02T20:35:52.732240] [INFO ] [sig ] LWLG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:52.868137] [INFO ] [LOCAL ] Saved forecast: LWLG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LWLG.txt [2025-12-02T20:35:52.868263] [INFO ] [sig ] [1915/3544] Completed LWLG in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:52.868299] [INFO ] [sig ] [1916/3544] Forecasting LX... [2025-12-02T20:35:52.868325] [INFO ] [sig ] Generating forecast for: LX [2025-12-02T20:35:52.868353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'. [2025-12-02T20:35:52.879758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LX'. [2025-12-02T20:35:52.880023] [INFO ] [FORECASTER] Starting predict_future for LX [2025-12-02T20:35:52.880786] [DEBUG] [LOCAL ] No optimal features file found for LX: ./output/feature-sets/LX.txt [2025-12-02T20:35:52.880834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:52.880864] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:52.880889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:52.880943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:52.935772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:52.936446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:52.936521] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:52.936552] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:53.054970] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:53.055113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:53.055152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:53.055178] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:53.058413] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=27.24%) [2025-12-02T20:35:53.058692] [INFO ] [FORECASTER] Completed predict_future for LX [2025-12-02T20:35:53.058819] [INFO ] [sig ] LX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:53.194558] [INFO ] [LOCAL ] Saved forecast: LX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LX.txt [2025-12-02T20:35:53.194741] [INFO ] [sig ] [1916/3544] Completed LX in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:53.194779] [INFO ] [sig ] [1917/3544] Forecasting LXEO... [2025-12-02T20:35:53.194808] [INFO ] [sig ] Generating forecast for: LXEO [2025-12-02T20:35:53.194836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'. [2025-12-02T20:35:53.205982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXEO'. [2025-12-02T20:35:53.206252] [INFO ] [FORECASTER] Starting predict_future for LXEO [2025-12-02T20:35:53.207010] [DEBUG] [LOCAL ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt [2025-12-02T20:35:53.207058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:53.207087] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:53.207113] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:53.207168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:53.261873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:53.262716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:53.262831] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:53.262864] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:53.377854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:53.378016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:53.378054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:53.378080] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:53.381323] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=97.36%) [2025-12-02T20:35:53.381593] [INFO ] [FORECASTER] Completed predict_future for LXEO [2025-12-02T20:35:53.381710] [INFO ] [sig ] LXEO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:53.518162] [INFO ] [LOCAL ] Saved forecast: LXEO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LXEO.txt [2025-12-02T20:35:53.518306] [INFO ] [sig ] [1917/3544] Completed LXEO in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:53.518342] [INFO ] [sig ] [1918/3544] Forecasting LXP... [2025-12-02T20:35:53.518371] [INFO ] [sig ] Generating forecast for: LXP [2025-12-02T20:35:53.518401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-12-02T20:35:53.529341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXP'. [2025-12-02T20:35:53.529714] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-12-02T20:35:53.530473] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-12-02T20:35:53.530520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:53.530551] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:53.530599] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:53.530656] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:53.586914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:53.587725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:53.587801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:53.587832] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:53.701922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:53.702064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:53.702103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:53.702131] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:53.705325] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=80.78%) [2025-12-02T20:35:53.705616] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-12-02T20:35:53.705733] [INFO ] [sig ] LXP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:53.842223] [INFO ] [LOCAL ] Saved forecast: LXP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LXP.txt [2025-12-02T20:35:53.842344] [INFO ] [sig ] [1918/3544] Completed LXP in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:53.842381] [INFO ] [sig ] [1919/3544] Forecasting LYB... [2025-12-02T20:35:53.842408] [INFO ] [sig ] Generating forecast for: LYB [2025-12-02T20:35:53.842438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-12-02T20:35:53.854199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYB'. [2025-12-02T20:35:53.854503] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-12-02T20:35:53.855277] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-12-02T20:35:53.855325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:53.855355] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:53.855380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:53.855433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:53.910186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:53.910858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:53.910934] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:53.910964] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:54.028084] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:54.028255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:54.028303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:54.028332] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:54.031797] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=6.42%) [2025-12-02T20:35:54.032052] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-12-02T20:35:54.032168] [INFO ] [sig ] LYB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:54.167293] [INFO ] [LOCAL ] Saved forecast: LYB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LYB.txt [2025-12-02T20:35:54.167458] [INFO ] [sig ] [1919/3544] Completed LYB in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:54.167497] [INFO ] [sig ] [1920/3544] Forecasting LYEL... [2025-12-02T20:35:54.167525] [INFO ] [sig ] Generating forecast for: LYEL [2025-12-02T20:35:54.167553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'. [2025-12-02T20:35:54.179084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYEL'. [2025-12-02T20:35:54.179404] [INFO ] [FORECASTER] Starting predict_future for LYEL [2025-12-02T20:35:54.180192] [DEBUG] [LOCAL ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt [2025-12-02T20:35:54.180241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:54.180271] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:54.180296] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:54.180350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:54.237136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:54.237999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:54.238095] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:54.238134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:54.364275] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:54.364441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:54.364480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:54.364508] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:54.367732] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-12-02T20:35:54.368015] [INFO ] [FORECASTER] Completed predict_future for LYEL [2025-12-02T20:35:54.368136] [INFO ] [sig ] LYEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:54.504485] [INFO ] [LOCAL ] Saved forecast: LYEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LYEL.txt [2025-12-02T20:35:54.504675] [INFO ] [sig ] [1920/3544] Completed LYEL in 0.3s | 2.98 sym/s | Total: 10.7m | ETA: 9.1m [2025-12-02T20:35:54.504713] [INFO ] [sig ] [1921/3544] Forecasting LYG... [2025-12-02T20:35:54.504742] [INFO ] [sig ] Generating forecast for: LYG [2025-12-02T20:35:54.504770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-12-02T20:35:54.520360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYG'. [2025-12-02T20:35:54.520794] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-12-02T20:35:54.521789] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-12-02T20:35:54.521849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:54.521892] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:54.521928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:54.522007] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:54.584482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:54.585352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:54.585434] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:54.585465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:54.709899] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:54.710052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:54.710097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:54.710129] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:54.713431] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=55.05%) [2025-12-02T20:35:54.713709] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-12-02T20:35:54.713825] [INFO ] [sig ] LYG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:54.848752] [INFO ] [LOCAL ] Saved forecast: LYG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LYG.txt [2025-12-02T20:35:54.848892] [INFO ] [sig ] [1921/3544] Completed LYG in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.1m [2025-12-02T20:35:54.848928] [INFO ] [sig ] [1922/3544] Forecasting LYRA... [2025-12-02T20:35:54.848956] [INFO ] [sig ] Generating forecast for: LYRA [2025-12-02T20:35:54.848987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'. [2025-12-02T20:35:54.864342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYRA'. [2025-12-02T20:35:54.864912] [INFO ] [FORECASTER] Starting predict_future for LYRA [2025-12-02T20:35:54.866021] [DEBUG] [LOCAL ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt [2025-12-02T20:35:54.866078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:54.866120] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:54.866155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:54.866213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:54.926358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:54.927699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:54.927861] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:54.927916] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:55.049085] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:55.049260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:55.049302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:55.049329] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:55.052666] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=40.39%) [2025-12-02T20:35:55.052928] [INFO ] [FORECASTER] Completed predict_future for LYRA [2025-12-02T20:35:55.053047] [INFO ] [sig ] LYRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:55.190528] [INFO ] [LOCAL ] Saved forecast: LYRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LYRA.txt [2025-12-02T20:35:55.190704] [INFO ] [sig ] [1922/3544] Completed LYRA in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.1m [2025-12-02T20:35:55.190744] [INFO ] [sig ] [1923/3544] Forecasting LYTS... [2025-12-02T20:35:55.190771] [INFO ] [sig ] Generating forecast for: LYTS [2025-12-02T20:35:55.190799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'. [2025-12-02T20:35:55.202676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYTS'. [2025-12-02T20:35:55.203020] [INFO ] [FORECASTER] Starting predict_future for LYTS [2025-12-02T20:35:55.203809] [DEBUG] [LOCAL ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt [2025-12-02T20:35:55.203858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:55.203888] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:55.203914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:55.203968] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:55.260275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:55.261176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:55.261269] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:55.261303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:55.380844] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:55.380996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:55.381035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:55.381063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:55.384345] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=8.40%) [2025-12-02T20:35:55.384620] [INFO ] [FORECASTER] Completed predict_future for LYTS [2025-12-02T20:35:55.384738] [INFO ] [sig ] LYTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:55.520793] [INFO ] [LOCAL ] Saved forecast: LYTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LYTS.txt [2025-12-02T20:35:55.520931] [INFO ] [sig ] [1923/3544] Completed LYTS in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.1m [2025-12-02T20:35:55.520968] [INFO ] [sig ] [1924/3544] Forecasting LZ... [2025-12-02T20:35:55.520996] [INFO ] [sig ] Generating forecast for: LZ [2025-12-02T20:35:55.521025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'. [2025-12-02T20:35:55.532340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZ'. [2025-12-02T20:35:55.532694] [INFO ] [FORECASTER] Starting predict_future for LZ [2025-12-02T20:35:55.533461] [DEBUG] [LOCAL ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt [2025-12-02T20:35:55.533510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:55.533599] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:55.533630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:55.533685] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:55.592060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:55.592929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:55.593009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:55.593040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:55.715845] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:55.716007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:55.716046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:55.716073] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:55.719398] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=38.88%) [2025-12-02T20:35:55.719685] [INFO ] [FORECASTER] Completed predict_future for LZ [2025-12-02T20:35:55.719825] [INFO ] [sig ] LZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:55.855206] [INFO ] [LOCAL ] Saved forecast: LZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LZ.txt [2025-12-02T20:35:55.855333] [INFO ] [sig ] [1924/3544] Completed LZ in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.1m [2025-12-02T20:35:55.855369] [INFO ] [sig ] [1925/3544] Forecasting LZB... [2025-12-02T20:35:55.855397] [INFO ] [sig ] Generating forecast for: LZB [2025-12-02T20:35:55.855426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-12-02T20:35:55.866619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZB'. [2025-12-02T20:35:55.866936] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-12-02T20:35:55.867733] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-12-02T20:35:55.867783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:55.867815] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:55.867842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:55.867928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:55.922544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:55.923156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:55.923229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:55.923259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:56.044346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:56.044496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:56.044536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:56.044562] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:56.047800] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=96.60%) [2025-12-02T20:35:56.048079] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-12-02T20:35:56.048205] [INFO ] [sig ] LZB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:56.183047] [INFO ] [LOCAL ] Saved forecast: LZB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/LZB.txt [2025-12-02T20:35:56.183203] [INFO ] [sig ] [1925/3544] Completed LZB in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.1m [2025-12-02T20:35:56.183241] [INFO ] [sig ] [1926/3544] Forecasting LZM... [2025-12-02T20:35:56.183270] [INFO ] [sig ] Generating forecast for: LZM [2025-12-02T20:35:56.183299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-12-02T20:35:56.195099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZM'. [2025-12-02T20:35:56.195466] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-12-02T20:35:56.196233] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-12-02T20:35:56.196282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:56.196312] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:56.196337] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:56.196391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:56.255749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:56.256708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:56.256793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:56.256825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:56.376018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:56.376179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:56.376226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:56.376258] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:56.379663] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=6.00%) [2025-12-02T20:35:56.379956] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-12-02T20:35:56.380080] [INFO ] [sig ] LZM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:56.521730] [INFO ] [LOCAL ] Saved forecast: LZM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/LZM.txt [2025-12-02T20:35:56.521884] [INFO ] [sig ] [1926/3544] Completed LZM in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.1m [2025-12-02T20:35:56.521921] [INFO ] [sig ] [1927/3544] Forecasting M... [2025-12-02T20:35:56.521950] [INFO ] [sig ] Generating forecast for: M [2025-12-02T20:35:56.521979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-12-02T20:35:56.533504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'M'. [2025-12-02T20:35:56.533832] [INFO ] [FORECASTER] Starting predict_future for M [2025-12-02T20:35:56.534634] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-12-02T20:35:56.534682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:56.534712] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:56.534737] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:56.534791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:56.589092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:56.589722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:56.589801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:56.589831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:56.709523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:56.709671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:56.709711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:56.709738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:56.712954] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=85.70%) [2025-12-02T20:35:56.713213] [INFO ] [FORECASTER] Completed predict_future for M [2025-12-02T20:35:56.713331] [INFO ] [sig ] M: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:56.847936] [INFO ] [LOCAL ] Saved forecast: M 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/M.txt [2025-12-02T20:35:56.848046] [INFO ] [sig ] [1927/3544] Completed M in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.1m [2025-12-02T20:35:56.848082] [INFO ] [sig ] [1928/3544] Forecasting MA... [2025-12-02T20:35:56.848135] [INFO ] [sig ] Generating forecast for: MA [2025-12-02T20:35:56.848165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-12-02T20:35:56.859031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MA'. [2025-12-02T20:35:56.859294] [INFO ] [FORECASTER] Starting predict_future for MA [2025-12-02T20:35:56.860051] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-12-02T20:35:56.860100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:56.860133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:56.860162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:56.860217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:56.917936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:56.918603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:56.918682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:56.918713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:57.036818] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:57.036934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:57.036971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:57.036997] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:57.040126] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=83.81%) [2025-12-02T20:35:57.040383] [INFO ] [FORECASTER] Completed predict_future for MA [2025-12-02T20:35:57.040500] [INFO ] [sig ] MA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:57.174616] [INFO ] [LOCAL ] Saved forecast: MA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MA.txt [2025-12-02T20:35:57.174718] [INFO ] [sig ] [1928/3544] Completed MA in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:57.174753] [INFO ] [sig ] [1929/3544] Forecasting MAA... [2025-12-02T20:35:57.174781] [INFO ] [sig ] Generating forecast for: MAA [2025-12-02T20:35:57.174810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-12-02T20:35:57.186377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAA'. [2025-12-02T20:35:57.186657] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-12-02T20:35:57.187388] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-12-02T20:35:57.187435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:57.187465] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:57.187490] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:57.187544] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:57.242284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:57.242866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:57.242938] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:57.242968] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:57.363312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:57.363460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:57.363499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:57.363526] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:57.366770] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=40.97%) [2025-12-02T20:35:57.367024] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-12-02T20:35:57.367140] [INFO ] [sig ] MAA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:57.503479] [INFO ] [LOCAL ] Saved forecast: MAA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MAA.txt [2025-12-02T20:35:57.503636] [INFO ] [sig ] [1929/3544] Completed MAA in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:57.503675] [INFO ] [sig ] [1930/3544] Forecasting MAC... [2025-12-02T20:35:57.503704] [INFO ] [sig ] Generating forecast for: MAC [2025-12-02T20:35:57.503733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-12-02T20:35:57.515117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAC'. [2025-12-02T20:35:57.515378] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-12-02T20:35:57.516121] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-12-02T20:35:57.516169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:57.516199] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:57.516224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:57.516277] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:57.571112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:57.571701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:57.571775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:57.571805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:57.696909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:57.697030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:57.697067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:57.697093] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:57.700276] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-12-02T20:35:57.700529] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-12-02T20:35:57.700663] [INFO ] [sig ] MAC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:57.836316] [INFO ] [LOCAL ] Saved forecast: MAC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MAC.txt [2025-12-02T20:35:57.836452] [INFO ] [sig ] [1930/3544] Completed MAC in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:57.836490] [INFO ] [sig ] [1931/3544] Forecasting MAMA... [2025-12-02T20:35:57.836518] [INFO ] [sig ] Generating forecast for: MAMA [2025-12-02T20:35:57.836546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'. [2025-12-02T20:35:57.847700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAMA'. [2025-12-02T20:35:57.848091] [INFO ] [FORECASTER] Starting predict_future for MAMA [2025-12-02T20:35:57.848916] [DEBUG] [LOCAL ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt [2025-12-02T20:35:57.848965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:57.848995] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:57.849021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:57.849076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:57.903844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:57.904556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:57.904650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:57.904681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:58.023152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:58.023273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:58.023311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:58.023354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:58.026476] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=15.28%) [2025-12-02T20:35:58.026748] [INFO ] [FORECASTER] Completed predict_future for MAMA [2025-12-02T20:35:58.026866] [INFO ] [sig ] MAMA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:58.161542] [INFO ] [LOCAL ] Saved forecast: MAMA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MAMA.txt [2025-12-02T20:35:58.161661] [INFO ] [sig ] [1931/3544] Completed MAMA in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:58.161697] [INFO ] [sig ] [1932/3544] Forecasting MAN... [2025-12-02T20:35:58.161724] [INFO ] [sig ] Generating forecast for: MAN [2025-12-02T20:35:58.161751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-12-02T20:35:58.173309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAN'. [2025-12-02T20:35:58.173606] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-12-02T20:35:58.174390] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-12-02T20:35:58.174442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:58.174475] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:58.174506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:58.174565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:58.230937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:58.231516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:58.231611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:58.231647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:58.353248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:58.353405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:58.353450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:58.353478] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:58.356934] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=24.62%) [2025-12-02T20:35:58.357238] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-12-02T20:35:58.357370] [INFO ] [sig ] MAN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:58.493599] [INFO ] [LOCAL ] Saved forecast: MAN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MAN.txt [2025-12-02T20:35:58.493749] [INFO ] [sig ] [1932/3544] Completed MAN in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:58.493786] [INFO ] [sig ] [1933/3544] Forecasting MANH... [2025-12-02T20:35:58.493815] [INFO ] [sig ] Generating forecast for: MANH [2025-12-02T20:35:58.493843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'. [2025-12-02T20:35:58.506080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MANH'. [2025-12-02T20:35:58.506421] [INFO ] [FORECASTER] Starting predict_future for MANH [2025-12-02T20:35:58.507228] [DEBUG] [LOCAL ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt [2025-12-02T20:35:58.507279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:58.507311] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:58.507338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:58.507394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:58.564834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:58.565430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:58.565508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:58.565541] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:58.686230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:58.686358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:58.686395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:58.686421] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:58.689600] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=50.30%) [2025-12-02T20:35:58.689864] [INFO ] [FORECASTER] Completed predict_future for MANH [2025-12-02T20:35:58.689978] [INFO ] [sig ] MANH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:58.825777] [INFO ] [LOCAL ] Saved forecast: MANH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MANH.txt [2025-12-02T20:35:58.825882] [INFO ] [sig ] [1933/3544] Completed MANH in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:58.825916] [INFO ] [sig ] [1934/3544] Forecasting MARA... [2025-12-02T20:35:58.825943] [INFO ] [sig ] Generating forecast for: MARA [2025-12-02T20:35:58.825970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'. [2025-12-02T20:35:58.837915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MARA'. [2025-12-02T20:35:58.838215] [INFO ] [FORECASTER] Starting predict_future for MARA [2025-12-02T20:35:58.839013] [DEBUG] [LOCAL ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt [2025-12-02T20:35:58.839064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:58.839095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:58.839124] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:58.839192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:58.896778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:58.897402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:58.897482] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:58.897515] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:59.020717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:59.020854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:59.020896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:59.020924] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:59.024176] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=94.66%) [2025-12-02T20:35:59.024456] [INFO ] [FORECASTER] Completed predict_future for MARA [2025-12-02T20:35:59.024589] [INFO ] [sig ] MARA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:59.160536] [INFO ] [LOCAL ] Saved forecast: MARA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MARA.txt [2025-12-02T20:35:59.160658] [INFO ] [sig ] [1934/3544] Completed MARA in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:59.160695] [INFO ] [sig ] [1935/3544] Forecasting MAS... [2025-12-02T20:35:59.160722] [INFO ] [sig ] Generating forecast for: MAS [2025-12-02T20:35:59.160750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-12-02T20:35:59.171466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAS'. [2025-12-02T20:35:59.171771] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-12-02T20:35:59.172508] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-12-02T20:35:59.172556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:59.172604] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:59.172632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:59.172696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:59.227516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:59.228117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:59.228191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:59.228221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:59.343704] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:59.343809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:59.343844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:59.343872] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:59.346989] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=10.85%) [2025-12-02T20:35:59.347244] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-12-02T20:35:59.347358] [INFO ] [sig ] MAS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:35:59.483301] [INFO ] [LOCAL ] Saved forecast: MAS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MAS.txt [2025-12-02T20:35:59.483423] [INFO ] [sig ] [1935/3544] Completed MAS in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:59.483460] [INFO ] [sig ] [1936/3544] Forecasting MASI... [2025-12-02T20:35:59.483488] [INFO ] [sig ] Generating forecast for: MASI [2025-12-02T20:35:59.483515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'. [2025-12-02T20:35:59.494853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASI'. [2025-12-02T20:35:59.495125] [INFO ] [FORECASTER] Starting predict_future for MASI [2025-12-02T20:35:59.495887] [DEBUG] [LOCAL ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt [2025-12-02T20:35:59.495935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:59.495965] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:59.495990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:59.496043] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:59.551006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:59.551608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:59.551683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:59.551712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:59.671827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:59.671956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:59.672004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:59.672032] [INFO ] [FORECASTER] Training complete [2025-12-02T20:35:59.675300] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=65.15%) [2025-12-02T20:35:59.675556] [INFO ] [FORECASTER] Completed predict_future for MASI [2025-12-02T20:35:59.675689] [INFO ] [sig ] MASI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:35:59.810600] [INFO ] [LOCAL ] Saved forecast: MASI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MASI.txt [2025-12-02T20:35:59.810708] [INFO ] [sig ] [1936/3544] Completed MASI in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:35:59.810743] [INFO ] [sig ] [1937/3544] Forecasting MASS... [2025-12-02T20:35:59.810770] [INFO ] [sig ] Generating forecast for: MASS [2025-12-02T20:35:59.810798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'. [2025-12-02T20:35:59.821522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASS'. [2025-12-02T20:35:59.821818] [INFO ] [FORECASTER] Starting predict_future for MASS [2025-12-02T20:35:59.822594] [DEBUG] [LOCAL ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt [2025-12-02T20:35:59.822664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:35:59.822696] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:35:59.822722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:35:59.822777] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:35:59.877147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:35:59.877747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:35:59.877821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:35:59.877851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:35:59.997170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:35:59.997286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:35:59.997323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:35:59.997350] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:00.000506] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=8.20%) [2025-12-02T20:36:00.000783] [INFO ] [FORECASTER] Completed predict_future for MASS [2025-12-02T20:36:00.000897] [INFO ] [sig ] MASS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:00.135159] [INFO ] [LOCAL ] Saved forecast: MASS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MASS.txt [2025-12-02T20:36:00.135271] [INFO ] [sig ] [1937/3544] Completed MASS in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:36:00.135331] [INFO ] [sig ] [1938/3544] Forecasting MATX... [2025-12-02T20:36:00.135361] [INFO ] [sig ] Generating forecast for: MATX [2025-12-02T20:36:00.135389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-12-02T20:36:00.146109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MATX'. [2025-12-02T20:36:00.146371] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-12-02T20:36:00.147148] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-12-02T20:36:00.147196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:00.147226] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:00.147250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:00.147303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:00.202003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:00.202612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:00.202688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:00.202719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:00.318365] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:00.318501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:00.318542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:00.318594] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:00.322123] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=30.92%) [2025-12-02T20:36:00.322412] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-12-02T20:36:00.322534] [INFO ] [sig ] MATX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:00.461760] [INFO ] [LOCAL ] Saved forecast: MATX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MATX.txt [2025-12-02T20:36:00.461921] [INFO ] [sig ] [1938/3544] Completed MATX in 0.3s | 2.98 sym/s | Total: 10.8m | ETA: 9.0m [2025-12-02T20:36:00.461958] [INFO ] [sig ] [1939/3544] Forecasting MAX... [2025-12-02T20:36:00.461985] [INFO ] [sig ] Generating forecast for: MAX [2025-12-02T20:36:00.462017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-12-02T20:36:00.472979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAX'. [2025-12-02T20:36:00.473296] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-12-02T20:36:00.474093] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-12-02T20:36:00.474142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:00.474172] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:00.474197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:00.474251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:00.531092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:00.531961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:00.532043] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:00.532075] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:00.645948] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:00.646095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:00.646134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:00.646160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:00.649470] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=58.82%) [2025-12-02T20:36:00.649743] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-12-02T20:36:00.649860] [INFO ] [sig ] MAX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:00.786800] [INFO ] [LOCAL ] Saved forecast: MAX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MAX.txt [2025-12-02T20:36:00.786932] [INFO ] [sig ] [1939/3544] Completed MAX in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.0m [2025-12-02T20:36:00.786968] [INFO ] [sig ] [1940/3544] Forecasting MAXI... [2025-12-02T20:36:00.786995] [INFO ] [sig ] Generating forecast for: MAXI [2025-12-02T20:36:00.787023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'. [2025-12-02T20:36:00.797690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXI'. [2025-12-02T20:36:00.798006] [INFO ] [FORECASTER] Starting predict_future for MAXI [2025-12-02T20:36:00.798784] [DEBUG] [LOCAL ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt [2025-12-02T20:36:00.798833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:00.798862] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:00.798888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:00.798943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:00.853562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:00.854227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:00.854306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:00.854336] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:00.970600] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:00.970745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:00.970786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:00.970813] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:00.974151] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=10.78%) [2025-12-02T20:36:00.974416] [INFO ] [FORECASTER] Completed predict_future for MAXI [2025-12-02T20:36:00.974535] [INFO ] [sig ] MAXI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:01.112750] [INFO ] [LOCAL ] Saved forecast: MAXI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MAXI.txt [2025-12-02T20:36:01.112892] [INFO ] [sig ] [1940/3544] Completed MAXI in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.0m [2025-12-02T20:36:01.112930] [INFO ] [sig ] [1941/3544] Forecasting MAXN... [2025-12-02T20:36:01.112958] [INFO ] [sig ] Generating forecast for: MAXN [2025-12-02T20:36:01.112994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'. [2025-12-02T20:36:01.124078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXN'. [2025-12-02T20:36:01.124384] [INFO ] [FORECASTER] Starting predict_future for MAXN [2025-12-02T20:36:01.125163] [DEBUG] [LOCAL ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt [2025-12-02T20:36:01.125212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:01.125241] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:01.125295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:01.125351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:01.179616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:01.180330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:01.180410] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:01.180440] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:01.292402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:01.292553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:01.292612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:01.292642] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:01.296329] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=77.59%) [2025-12-02T20:36:01.296749] [INFO ] [FORECASTER] Completed predict_future for MAXN [2025-12-02T20:36:01.296927] [INFO ] [sig ] MAXN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:01.460732] [INFO ] [LOCAL ] Saved forecast: MAXN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MAXN.txt [2025-12-02T20:36:01.460883] [INFO ] [sig ] [1941/3544] Completed MAXN in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.0m [2025-12-02T20:36:01.460922] [INFO ] [sig ] [1942/3544] Forecasting MBB... [2025-12-02T20:36:01.460952] [INFO ] [sig ] Generating forecast for: MBB [2025-12-02T20:36:01.460981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'. [2025-12-02T20:36:01.472179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBB'. [2025-12-02T20:36:01.472488] [INFO ] [FORECASTER] Starting predict_future for MBB [2025-12-02T20:36:01.473291] [DEBUG] [LOCAL ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt [2025-12-02T20:36:01.473347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:01.473389] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:01.473416] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:01.473471] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:01.529668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:01.530293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:01.530366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:01.530397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:01.651816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:01.651962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:01.652002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:01.652029] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:01.655378] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-12-02T20:36:01.655676] [INFO ] [FORECASTER] Completed predict_future for MBB [2025-12-02T20:36:01.655796] [INFO ] [sig ] MBB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:01.797810] [INFO ] [LOCAL ] Saved forecast: MBB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MBB.txt [2025-12-02T20:36:01.797981] [INFO ] [sig ] [1942/3544] Completed MBB in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.0m [2025-12-02T20:36:01.798048] [INFO ] [sig ] [1943/3544] Forecasting MBC... [2025-12-02T20:36:01.798078] [INFO ] [sig ] Generating forecast for: MBC [2025-12-02T20:36:01.798106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-12-02T20:36:01.814890] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBC'. [2025-12-02T20:36:01.815355] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-12-02T20:36:01.816637] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-12-02T20:36:01.816704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:01.816753] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:01.816798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:01.816883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:01.875333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:01.876168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:01.876252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:01.876284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:02.015244] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:02.015420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:02.015476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:02.015514] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:02.020330] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=19.39%) [2025-12-02T20:36:02.020787] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-12-02T20:36:02.020971] [INFO ] [sig ] MBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:02.166613] [INFO ] [LOCAL ] Saved forecast: MBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MBC.txt [2025-12-02T20:36:02.166761] [INFO ] [sig ] [1943/3544] Completed MBC in 0.4s | 2.98 sym/s | Total: 10.9m | ETA: 9.0m [2025-12-02T20:36:02.166799] [INFO ] [sig ] [1944/3544] Forecasting MBCN... [2025-12-02T20:36:02.166828] [INFO ] [sig ] Generating forecast for: MBCN [2025-12-02T20:36:02.166858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'. [2025-12-02T20:36:02.177720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBCN'. [2025-12-02T20:36:02.178065] [INFO ] [FORECASTER] Starting predict_future for MBCN [2025-12-02T20:36:02.178908] [DEBUG] [LOCAL ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt [2025-12-02T20:36:02.178959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:02.178991] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:02.179017] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:02.179073] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:02.239111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:02.239896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:02.239979] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:02.240013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:02.338723] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:02.338896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:02.338937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:02.338964] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:02.342689] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: DOWN (p=37.93%) [2025-12-02T20:36:02.342965] [INFO ] [FORECASTER] Completed predict_future for MBCN [2025-12-02T20:36:02.343091] [INFO ] [sig ] MBCN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:02.479930] [INFO ] [LOCAL ] Saved forecast: MBCN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MBCN.txt [2025-12-02T20:36:02.480059] [INFO ] [sig ] [1944/3544] Completed MBCN in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 9.0m [2025-12-02T20:36:02.480096] [INFO ] [sig ] [1945/3544] Forecasting MBI... [2025-12-02T20:36:02.480125] [INFO ] [sig ] Generating forecast for: MBI [2025-12-02T20:36:02.480154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-12-02T20:36:02.490948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBI'. [2025-12-02T20:36:02.491250] [INFO ] [FORECASTER] Starting predict_future for MBI [2025-12-02T20:36:02.492023] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-12-02T20:36:02.492071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:02.492102] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:02.492127] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:02.492181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:02.548001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:02.548673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:02.548750] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:02.548781] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:02.665469] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:02.665828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:02.665866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:02.665894] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:02.669091] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=3.28%) [2025-12-02T20:36:02.669350] [INFO ] [FORECASTER] Completed predict_future for MBI [2025-12-02T20:36:02.669469] [INFO ] [sig ] MBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:02.808484] [INFO ] [LOCAL ] Saved forecast: MBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MBI.txt [2025-12-02T20:36:02.808634] [INFO ] [sig ] [1945/3544] Completed MBI in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:02.808678] [INFO ] [sig ] [1946/3544] Forecasting MBIN... [2025-12-02T20:36:02.808708] [INFO ] [sig ] Generating forecast for: MBIN [2025-12-02T20:36:02.808737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'. [2025-12-02T20:36:02.820408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBIN'. [2025-12-02T20:36:02.820780] [INFO ] [FORECASTER] Starting predict_future for MBIN [2025-12-02T20:36:02.821552] [DEBUG] [LOCAL ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt [2025-12-02T20:36:02.821618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:02.821649] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:02.821675] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:02.821730] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:02.878262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:02.878992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:02.879068] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:02.879098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:02.998643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:02.998789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:02.998829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:02.998856] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:03.002065] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=47.02%) [2025-12-02T20:36:03.002317] [INFO ] [FORECASTER] Completed predict_future for MBIN [2025-12-02T20:36:03.002433] [INFO ] [sig ] MBIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:03.137311] [INFO ] [LOCAL ] Saved forecast: MBIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MBIN.txt [2025-12-02T20:36:03.137424] [INFO ] [sig ] [1946/3544] Completed MBIN in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:03.137460] [INFO ] [sig ] [1947/3544] Forecasting MBIO... [2025-12-02T20:36:03.137488] [INFO ] [sig ] Generating forecast for: MBIO [2025-12-02T20:36:03.137516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'. [2025-12-02T20:36:03.149283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBIO'. [2025-12-02T20:36:03.149679] [INFO ] [FORECASTER] Starting predict_future for MBIO [2025-12-02T20:36:03.150465] [DEBUG] [LOCAL ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt [2025-12-02T20:36:03.150514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:03.150543] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:03.150568] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:03.150660] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:03.206225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:03.207180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:03.207266] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:03.207299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:03.323305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:03.323456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:03.323496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:03.323522] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:03.326790] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=9.32%) [2025-12-02T20:36:03.327062] [INFO ] [FORECASTER] Completed predict_future for MBIO [2025-12-02T20:36:03.327186] [INFO ] [sig ] MBIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:03.468284] [INFO ] [LOCAL ] Saved forecast: MBIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MBIO.txt [2025-12-02T20:36:03.468457] [INFO ] [sig ] [1947/3544] Completed MBIO in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:03.468499] [INFO ] [sig ] [1948/3544] Forecasting MBLY... [2025-12-02T20:36:03.468526] [INFO ] [sig ] Generating forecast for: MBLY [2025-12-02T20:36:03.468553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'. [2025-12-02T20:36:03.480333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBLY'. [2025-12-02T20:36:03.480735] [INFO ] [FORECASTER] Starting predict_future for MBLY [2025-12-02T20:36:03.481546] [DEBUG] [LOCAL ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt [2025-12-02T20:36:03.481618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:03.481665] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:03.481693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:03.481750] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:03.537588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:03.538466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:03.538548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:03.538600] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:03.662392] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:03.662493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:03.662530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:03.662557] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:03.665808] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=29.39%) [2025-12-02T20:36:03.666062] [INFO ] [FORECASTER] Completed predict_future for MBLY [2025-12-02T20:36:03.666178] [INFO ] [sig ] MBLY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:03.805476] [INFO ] [LOCAL ] Saved forecast: MBLY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MBLY.txt [2025-12-02T20:36:03.805657] [INFO ] [sig ] [1948/3544] Completed MBLY in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:03.805699] [INFO ] [sig ] [1949/3544] Forecasting MBS... [2025-12-02T20:36:03.805727] [INFO ] [sig ] Generating forecast for: MBS [2025-12-02T20:36:03.805757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'. [2025-12-02T20:36:03.816782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBS'. [2025-12-02T20:36:03.817147] [INFO ] [FORECASTER] Starting predict_future for MBS [2025-12-02T20:36:03.818019] [DEBUG] [LOCAL ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt [2025-12-02T20:36:03.818070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:03.818100] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:03.818124] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:03.818178] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:03.872907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:03.873707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:03.873788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:03.873819] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:03.986362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:03.986519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:03.986560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:03.986613] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:03.989962] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=96.74%) [2025-12-02T20:36:03.990253] [INFO ] [FORECASTER] Completed predict_future for MBS [2025-12-02T20:36:03.990387] [INFO ] [sig ] MBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:04.126199] [INFO ] [LOCAL ] Saved forecast: MBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MBS.txt [2025-12-02T20:36:04.126398] [INFO ] [sig ] [1949/3544] Completed MBS in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:04.126454] [INFO ] [sig ] [1950/3544] Forecasting MBWM... [2025-12-02T20:36:04.126484] [INFO ] [sig ] Generating forecast for: MBWM [2025-12-02T20:36:04.126513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'. [2025-12-02T20:36:04.138090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBWM'. [2025-12-02T20:36:04.138466] [INFO ] [FORECASTER] Starting predict_future for MBWM [2025-12-02T20:36:04.139284] [DEBUG] [LOCAL ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt [2025-12-02T20:36:04.139333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:04.139362] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:04.139386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:04.139440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:04.200121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:04.201023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:04.201108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:04.201140] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:04.324091] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:04.324250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:04.324292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:04.324319] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:04.327785] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=25.49%) [2025-12-02T20:36:04.328108] [INFO ] [FORECASTER] Completed predict_future for MBWM [2025-12-02T20:36:04.328244] [INFO ] [sig ] MBWM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:04.504946] [INFO ] [LOCAL ] Saved forecast: MBWM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MBWM.txt [2025-12-02T20:36:04.505163] [INFO ] [sig ] [1950/3544] Completed MBWM in 0.4s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:04.505227] [INFO ] [sig ] [1951/3544] Forecasting MBX... [2025-12-02T20:36:04.505277] [INFO ] [sig ] Generating forecast for: MBX [2025-12-02T20:36:04.505331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'. [2025-12-02T20:36:04.520284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBX'. [2025-12-02T20:36:04.520761] [INFO ] [FORECASTER] Starting predict_future for MBX [2025-12-02T20:36:04.521683] [DEBUG] [LOCAL ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt [2025-12-02T20:36:04.521735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:04.521767] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:04.521794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:04.521851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:04.602200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:04.603445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:04.603627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:04.603674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:04.729381] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:04.729545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:04.729609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:04.729639] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:04.733195] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=99.69%) [2025-12-02T20:36:04.733512] [INFO ] [FORECASTER] Completed predict_future for MBX [2025-12-02T20:36:04.733670] [INFO ] [sig ] MBX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:04.884358] [INFO ] [LOCAL ] Saved forecast: MBX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MBX.txt [2025-12-02T20:36:04.884526] [INFO ] [sig ] [1951/3544] Completed MBX in 0.4s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:04.884590] [INFO ] [sig ] [1952/3544] Forecasting MC... [2025-12-02T20:36:04.884626] [INFO ] [sig ] Generating forecast for: MC [2025-12-02T20:36:04.884655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-12-02T20:36:04.897556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MC'. [2025-12-02T20:36:04.898061] [INFO ] [FORECASTER] Starting predict_future for MC [2025-12-02T20:36:04.899049] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-12-02T20:36:04.899103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:04.899134] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:04.899159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:04.899215] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:04.958086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:04.959023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:04.959109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:04.959141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:05.100989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:05.101156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:05.101197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:05.101225] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:05.104884] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=98.09%) [2025-12-02T20:36:05.105233] [INFO ] [FORECASTER] Completed predict_future for MC [2025-12-02T20:36:05.105377] [INFO ] [sig ] MC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:05.266264] [INFO ] [LOCAL ] Saved forecast: MC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MC.txt [2025-12-02T20:36:05.266486] [INFO ] [sig ] [1952/3544] Completed MC in 0.4s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:05.266535] [INFO ] [sig ] [1953/3544] Forecasting MCBS... [2025-12-02T20:36:05.266590] [INFO ] [sig ] Generating forecast for: MCBS [2025-12-02T20:36:05.266632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'. [2025-12-02T20:36:05.281811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCBS'. [2025-12-02T20:36:05.282296] [INFO ] [FORECASTER] Starting predict_future for MCBS [2025-12-02T20:36:05.283447] [DEBUG] [LOCAL ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt [2025-12-02T20:36:05.283513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:05.283559] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:05.283629] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:05.283718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:05.369489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:05.370679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:05.370799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:05.370851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:05.511535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:05.511746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:05.511804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:05.511842] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:05.516597] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=55.68%) [2025-12-02T20:36:05.516992] [INFO ] [FORECASTER] Completed predict_future for MCBS [2025-12-02T20:36:05.517194] [INFO ] [sig ] MCBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:05.665754] [INFO ] [LOCAL ] Saved forecast: MCBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MCBS.txt [2025-12-02T20:36:05.665935] [INFO ] [sig ] [1953/3544] Completed MCBS in 0.4s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:05.665993] [INFO ] [sig ] [1954/3544] Forecasting MCHI... [2025-12-02T20:36:05.666033] [INFO ] [sig ] Generating forecast for: MCHI [2025-12-02T20:36:05.666071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'. [2025-12-02T20:36:05.679141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHI'. [2025-12-02T20:36:05.679652] [INFO ] [FORECASTER] Starting predict_future for MCHI [2025-12-02T20:36:05.680805] [DEBUG] [LOCAL ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt [2025-12-02T20:36:05.680878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:05.680923] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:05.680961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:05.681041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:05.760799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:05.761727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:05.761809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:05.761842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:05.889027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:05.889199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:05.889240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:05.889267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:05.892632] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=98.99%) [2025-12-02T20:36:05.892926] [INFO ] [FORECASTER] Completed predict_future for MCHI [2025-12-02T20:36:05.893092] [INFO ] [sig ] MCHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:06.037608] [INFO ] [LOCAL ] Saved forecast: MCHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MCHI.txt [2025-12-02T20:36:06.037796] [INFO ] [sig ] [1954/3544] Completed MCHI in 0.4s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:06.037838] [INFO ] [sig ] [1955/3544] Forecasting MCHP... [2025-12-02T20:36:06.037868] [INFO ] [sig ] Generating forecast for: MCHP [2025-12-02T20:36:06.037915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'. [2025-12-02T20:36:06.048739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHP'. [2025-12-02T20:36:06.049038] [INFO ] [FORECASTER] Starting predict_future for MCHP [2025-12-02T20:36:06.049827] [DEBUG] [LOCAL ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt [2025-12-02T20:36:06.049877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:06.049909] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:06.049935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:06.049990] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:06.107444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:06.108310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:06.108393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:06.108425] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:06.230809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:06.230959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:06.231000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:06.231046] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:06.234401] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=41.12%) [2025-12-02T20:36:06.234690] [INFO ] [FORECASTER] Completed predict_future for MCHP [2025-12-02T20:36:06.234813] [INFO ] [sig ] MCHP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:06.374611] [INFO ] [LOCAL ] Saved forecast: MCHP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MCHP.txt [2025-12-02T20:36:06.374760] [INFO ] [sig ] [1955/3544] Completed MCHP in 0.3s | 2.98 sym/s | Total: 10.9m | ETA: 8.9m [2025-12-02T20:36:06.374797] [INFO ] [sig ] [1956/3544] Forecasting MCHX... [2025-12-02T20:36:06.374825] [INFO ] [sig ] Generating forecast for: MCHX [2025-12-02T20:36:06.374854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'. [2025-12-02T20:36:06.385876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHX'. [2025-12-02T20:36:06.386187] [INFO ] [FORECASTER] Starting predict_future for MCHX [2025-12-02T20:36:06.386964] [DEBUG] [LOCAL ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt [2025-12-02T20:36:06.387013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:06.387043] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:06.387069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:06.387123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:06.442157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:06.443003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:06.443087] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:06.443117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:06.550003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:06.550154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:06.550194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:06.550222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:06.553482] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=28.87%) [2025-12-02T20:36:06.553788] [INFO ] [FORECASTER] Completed predict_future for MCHX [2025-12-02T20:36:06.553918] [INFO ] [sig ] MCHX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:06.691044] [INFO ] [LOCAL ] Saved forecast: MCHX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MCHX.txt [2025-12-02T20:36:06.691198] [INFO ] [sig ] [1956/3544] Completed MCHX in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:06.691234] [INFO ] [sig ] [1957/3544] Forecasting MCI... [2025-12-02T20:36:06.691263] [INFO ] [sig ] Generating forecast for: MCI [2025-12-02T20:36:06.691291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-12-02T20:36:06.702495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCI'. [2025-12-02T20:36:06.702844] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-12-02T20:36:06.703633] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-12-02T20:36:06.703683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:06.703713] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:06.703738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:06.703792] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:06.758283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:06.759123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:06.759224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:06.759255] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:06.874557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:06.874733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:06.874776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:06.874804] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:06.878191] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=36.21%) [2025-12-02T20:36:06.878500] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-12-02T20:36:06.878649] [INFO ] [sig ] MCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:07.019619] [INFO ] [LOCAL ] Saved forecast: MCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MCI.txt [2025-12-02T20:36:07.019769] [INFO ] [sig ] [1957/3544] Completed MCI in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:07.019806] [INFO ] [sig ] [1958/3544] Forecasting MCK... [2025-12-02T20:36:07.019835] [INFO ] [sig ] Generating forecast for: MCK [2025-12-02T20:36:07.019864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-12-02T20:36:07.030732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCK'. [2025-12-02T20:36:07.031097] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-12-02T20:36:07.031893] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-12-02T20:36:07.031942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:07.032002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:07.032029] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:07.032085] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:07.087158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:07.088099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:07.088189] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:07.088220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:07.207634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:07.207805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:07.207847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:07.207890] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:07.211160] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-12-02T20:36:07.211454] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-12-02T20:36:07.211605] [INFO ] [sig ] MCK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:07.351508] [INFO ] [LOCAL ] Saved forecast: MCK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MCK.txt [2025-12-02T20:36:07.351684] [INFO ] [sig ] [1958/3544] Completed MCK in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:07.351724] [INFO ] [sig ] [1959/3544] Forecasting MCN... [2025-12-02T20:36:07.351753] [INFO ] [sig ] Generating forecast for: MCN [2025-12-02T20:36:07.351782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-12-02T20:36:07.364504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCN'. [2025-12-02T20:36:07.364941] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-12-02T20:36:07.365870] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-12-02T20:36:07.365931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:07.365968] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:07.366032] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:07.366102] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:07.433503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:07.434567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:07.434721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:07.434762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:07.567821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:07.568019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:07.568064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:07.568092] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:07.571608] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=94.50%) [2025-12-02T20:36:07.571929] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-12-02T20:36:07.572084] [INFO ] [sig ] MCN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:07.714880] [INFO ] [LOCAL ] Saved forecast: MCN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MCN.txt [2025-12-02T20:36:07.715028] [INFO ] [sig ] [1959/3544] Completed MCN in 0.4s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:07.715067] [INFO ] [sig ] [1960/3544] Forecasting MCO... [2025-12-02T20:36:07.715096] [INFO ] [sig ] Generating forecast for: MCO [2025-12-02T20:36:07.715126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-12-02T20:36:07.727281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCO'. [2025-12-02T20:36:07.727788] [INFO ] [FORECASTER] Starting predict_future for MCO [2025-12-02T20:36:07.728614] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-12-02T20:36:07.728663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:07.728694] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:07.728719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:07.728773] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:07.784469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:07.785313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:07.785406] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:07.785437] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:07.901942] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:07.902093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:07.902133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:07.902158] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:07.905435] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=34.88%) [2025-12-02T20:36:07.905726] [INFO ] [FORECASTER] Completed predict_future for MCO [2025-12-02T20:36:07.905843] [INFO ] [sig ] MCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:08.043899] [INFO ] [LOCAL ] Saved forecast: MCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MCO.txt [2025-12-02T20:36:08.044047] [INFO ] [sig ] [1960/3544] Completed MCO in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:08.044084] [INFO ] [sig ] [1961/3544] Forecasting MCRB... [2025-12-02T20:36:08.044113] [INFO ] [sig ] Generating forecast for: MCRB [2025-12-02T20:36:08.044142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'. [2025-12-02T20:36:08.056134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRB'. [2025-12-02T20:36:08.056452] [INFO ] [FORECASTER] Starting predict_future for MCRB [2025-12-02T20:36:08.057262] [DEBUG] [LOCAL ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt [2025-12-02T20:36:08.057313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:08.057344] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:08.057370] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:08.057425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:08.113248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:08.114029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:08.114113] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:08.114146] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:08.231914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:08.232064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:08.232104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:08.232168] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:08.235747] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=53.79%) [2025-12-02T20:36:08.236018] [INFO ] [FORECASTER] Completed predict_future for MCRB [2025-12-02T20:36:08.236141] [INFO ] [sig ] MCRB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:08.376592] [INFO ] [LOCAL ] Saved forecast: MCRB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MCRB.txt [2025-12-02T20:36:08.376728] [INFO ] [sig ] [1961/3544] Completed MCRB in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:08.376767] [INFO ] [sig ] [1962/3544] Forecasting MCRI... [2025-12-02T20:36:08.376797] [INFO ] [sig ] Generating forecast for: MCRI [2025-12-02T20:36:08.376827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'. [2025-12-02T20:36:08.389028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRI'. [2025-12-02T20:36:08.389461] [INFO ] [FORECASTER] Starting predict_future for MCRI [2025-12-02T20:36:08.390306] [DEBUG] [LOCAL ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt [2025-12-02T20:36:08.390370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:08.390414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:08.390446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:08.390510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:08.451455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:08.452643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:08.452743] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:08.452787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:08.579168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:08.579316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:08.579356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:08.579384] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:08.582799] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=78.22%) [2025-12-02T20:36:08.583105] [INFO ] [FORECASTER] Completed predict_future for MCRI [2025-12-02T20:36:08.583232] [INFO ] [sig ] MCRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:08.728362] [INFO ] [LOCAL ] Saved forecast: MCRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MCRI.txt [2025-12-02T20:36:08.728518] [INFO ] [sig ] [1962/3544] Completed MCRI in 0.4s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:08.728557] [INFO ] [sig ] [1963/3544] Forecasting MCS... [2025-12-02T20:36:08.728608] [INFO ] [sig ] Generating forecast for: MCS [2025-12-02T20:36:08.728647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-12-02T20:36:08.740546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCS'. [2025-12-02T20:36:08.740921] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-12-02T20:36:08.741741] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-12-02T20:36:08.741791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:08.741822] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:08.741848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:08.741903] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:08.798863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:08.799707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:08.799790] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:08.799822] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:08.924833] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:08.924982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:08.925023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:08.925053] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:08.928506] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=51.96%) [2025-12-02T20:36:08.928824] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-12-02T20:36:08.928950] [INFO ] [sig ] MCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:09.117993] [INFO ] [LOCAL ] Saved forecast: MCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MCS.txt [2025-12-02T20:36:09.118134] [INFO ] [sig ] [1963/3544] Completed MCS in 0.4s | 2.98 sym/s | Total: 11.0m | ETA: 8.9m [2025-12-02T20:36:09.118171] [INFO ] [sig ] [1964/3544] Forecasting MCY... [2025-12-02T20:36:09.118200] [INFO ] [sig ] Generating forecast for: MCY [2025-12-02T20:36:09.118229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-12-02T20:36:09.129800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCY'. [2025-12-02T20:36:09.130138] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-12-02T20:36:09.131005] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-12-02T20:36:09.131056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:09.131088] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:09.131114] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:09.131183] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:09.190359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:09.191203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:09.191293] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:09.191336] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:09.310317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:09.310466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:09.310508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:09.310534] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:09.313785] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=3.10%) [2025-12-02T20:36:09.314052] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-12-02T20:36:09.314173] [INFO ] [sig ] MCY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:09.450842] [INFO ] [LOCAL ] Saved forecast: MCY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MCY.txt [2025-12-02T20:36:09.450989] [INFO ] [sig ] [1964/3544] Completed MCY in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:09.451028] [INFO ] [sig ] [1965/3544] Forecasting MD... [2025-12-02T20:36:09.451057] [INFO ] [sig ] Generating forecast for: MD [2025-12-02T20:36:09.451087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-12-02T20:36:09.462470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MD'. [2025-12-02T20:36:09.462815] [INFO ] [FORECASTER] Starting predict_future for MD [2025-12-02T20:36:09.463627] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-12-02T20:36:09.463676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:09.463708] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:09.463734] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:09.463789] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:09.519941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:09.520786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:09.520864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:09.520897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:09.641926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:09.642073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:09.642114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:09.642142] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:09.645396] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=91.75%) [2025-12-02T20:36:09.645682] [INFO ] [FORECASTER] Completed predict_future for MD [2025-12-02T20:36:09.645801] [INFO ] [sig ] MD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:09.784304] [INFO ] [LOCAL ] Saved forecast: MD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MD.txt [2025-12-02T20:36:09.784445] [INFO ] [sig ] [1965/3544] Completed MD in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:09.784482] [INFO ] [sig ] [1966/3544] Forecasting MDAI... [2025-12-02T20:36:09.784510] [INFO ] [sig ] Generating forecast for: MDAI [2025-12-02T20:36:09.784538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'. [2025-12-02T20:36:09.795730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDAI'. [2025-12-02T20:36:09.796035] [INFO ] [FORECASTER] Starting predict_future for MDAI [2025-12-02T20:36:09.796806] [DEBUG] [LOCAL ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt [2025-12-02T20:36:09.796854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:09.796884] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:09.796910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:09.796963] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:09.851736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:09.852473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:09.852549] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:09.852597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:09.972456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:09.972635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:09.972691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:09.972721] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:09.976565] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=0.53%) [2025-12-02T20:36:09.976884] [INFO ] [FORECASTER] Completed predict_future for MDAI [2025-12-02T20:36:09.977041] [INFO ] [sig ] MDAI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:10.126010] [INFO ] [LOCAL ] Saved forecast: MDAI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MDAI.txt [2025-12-02T20:36:10.126169] [INFO ] [sig ] [1966/3544] Completed MDAI in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:10.126210] [INFO ] [sig ] [1967/3544] Forecasting MDB... [2025-12-02T20:36:10.126241] [INFO ] [sig ] Generating forecast for: MDB [2025-12-02T20:36:10.126272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'. [2025-12-02T20:36:10.137835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDB'. [2025-12-02T20:36:10.138215] [INFO ] [FORECASTER] Starting predict_future for MDB [2025-12-02T20:36:10.139113] [DEBUG] [LOCAL ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt [2025-12-02T20:36:10.139164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:10.139197] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:10.139224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:10.139281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:10.196969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:10.198191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:10.198282] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:10.198316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:10.325248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:10.325395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:10.325436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:10.325464] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:10.329078] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=57.04%) [2025-12-02T20:36:10.329347] [INFO ] [FORECASTER] Completed predict_future for MDB [2025-12-02T20:36:10.329472] [INFO ] [sig ] MDB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:10.467419] [INFO ] [LOCAL ] Saved forecast: MDB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MDB.txt [2025-12-02T20:36:10.467525] [INFO ] [sig ] [1967/3544] Completed MDB in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:10.467561] [INFO ] [sig ] [1968/3544] Forecasting MDGL... [2025-12-02T20:36:10.467606] [INFO ] [sig ] Generating forecast for: MDGL [2025-12-02T20:36:10.467635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'. [2025-12-02T20:36:10.478495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDGL'. [2025-12-02T20:36:10.478820] [INFO ] [FORECASTER] Starting predict_future for MDGL [2025-12-02T20:36:10.479689] [DEBUG] [LOCAL ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt [2025-12-02T20:36:10.479740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:10.479773] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:10.479802] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:10.479860] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:10.543027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:10.543898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:10.544013] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:10.544048] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:10.664349] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:10.664511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:10.664562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:10.664618] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:10.668232] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=17.01%) [2025-12-02T20:36:10.668528] [INFO ] [FORECASTER] Completed predict_future for MDGL [2025-12-02T20:36:10.668683] [INFO ] [sig ] MDGL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:10.809615] [INFO ] [LOCAL ] Saved forecast: MDGL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MDGL.txt [2025-12-02T20:36:10.809746] [INFO ] [sig ] [1968/3544] Completed MDGL in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:10.809782] [INFO ] [sig ] [1969/3544] Forecasting MDLZ... [2025-12-02T20:36:10.809809] [INFO ] [sig ] Generating forecast for: MDLZ [2025-12-02T20:36:10.809839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'. [2025-12-02T20:36:10.820437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'. [2025-12-02T20:36:10.820773] [INFO ] [FORECASTER] Starting predict_future for MDLZ [2025-12-02T20:36:10.821645] [DEBUG] [LOCAL ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt [2025-12-02T20:36:10.821696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:10.821727] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:10.821754] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:10.821812] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:10.879647] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:10.880453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:10.880534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:10.880567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:10.999850] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:10.999998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:11.000037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:11.000064] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:11.003274] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=21.54%) [2025-12-02T20:36:11.003529] [INFO ] [FORECASTER] Completed predict_future for MDLZ [2025-12-02T20:36:11.003666] [INFO ] [sig ] MDLZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:11.141976] [INFO ] [LOCAL ] Saved forecast: MDLZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MDLZ.txt [2025-12-02T20:36:11.142104] [INFO ] [sig ] [1969/3544] Completed MDLZ in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:11.142141] [INFO ] [sig ] [1970/3544] Forecasting MDWD... [2025-12-02T20:36:11.142170] [INFO ] [sig ] Generating forecast for: MDWD [2025-12-02T20:36:11.142198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'. [2025-12-02T20:36:11.153377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDWD'. [2025-12-02T20:36:11.153773] [INFO ] [FORECASTER] Starting predict_future for MDWD [2025-12-02T20:36:11.154612] [DEBUG] [LOCAL ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt [2025-12-02T20:36:11.154664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:11.154696] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:11.154723] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:11.154779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:11.211462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:11.212318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:11.212403] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:11.212436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:11.326598] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:11.326744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:11.326784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:11.326812] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:11.330191] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=43.53%) [2025-12-02T20:36:11.330464] [INFO ] [FORECASTER] Completed predict_future for MDWD [2025-12-02T20:36:11.330606] [INFO ] [sig ] MDWD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:11.491998] [INFO ] [LOCAL ] Saved forecast: MDWD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MDWD.txt [2025-12-02T20:36:11.492146] [INFO ] [sig ] [1970/3544] Completed MDWD in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:11.492186] [INFO ] [sig ] [1971/3544] Forecasting MDXG... [2025-12-02T20:36:11.492215] [INFO ] [sig ] Generating forecast for: MDXG [2025-12-02T20:36:11.492244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'. [2025-12-02T20:36:11.503741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXG'. [2025-12-02T20:36:11.504085] [INFO ] [FORECASTER] Starting predict_future for MDXG [2025-12-02T20:36:11.504988] [DEBUG] [LOCAL ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt [2025-12-02T20:36:11.505039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:11.505071] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:11.505098] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:11.505153] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:11.563002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:11.563796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:11.563897] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:11.563937] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:11.683662] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:11.683811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:11.683851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:11.683881] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:11.687239] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=99.32%) [2025-12-02T20:36:11.687505] [INFO ] [FORECASTER] Completed predict_future for MDXG [2025-12-02T20:36:11.687643] [INFO ] [sig ] MDXG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:11.831251] [INFO ] [LOCAL ] Saved forecast: MDXG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MDXG.txt [2025-12-02T20:36:11.831405] [INFO ] [sig ] [1971/3544] Completed MDXG in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:11.831442] [INFO ] [sig ] [1972/3544] Forecasting MDXH... [2025-12-02T20:36:11.831470] [INFO ] [sig ] Generating forecast for: MDXH [2025-12-02T20:36:11.831499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'. [2025-12-02T20:36:11.842230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXH'. [2025-12-02T20:36:11.842507] [INFO ] [FORECASTER] Starting predict_future for MDXH [2025-12-02T20:36:11.843283] [DEBUG] [LOCAL ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt [2025-12-02T20:36:11.843343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:11.843377] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:11.843403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:11.843458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:11.901277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:11.901994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:11.902070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:11.902103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:12.019843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:12.019999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:12.020039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:12.020066] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:12.023393] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=75.11%) [2025-12-02T20:36:12.023696] [INFO ] [FORECASTER] Completed predict_future for MDXH [2025-12-02T20:36:12.023820] [INFO ] [sig ] MDXH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:12.171990] [INFO ] [LOCAL ] Saved forecast: MDXH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MDXH.txt [2025-12-02T20:36:12.172151] [INFO ] [sig ] [1972/3544] Completed MDXH in 0.3s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:12.172192] [INFO ] [sig ] [1973/3544] Forecasting MEC... [2025-12-02T20:36:12.172220] [INFO ] [sig ] Generating forecast for: MEC [2025-12-02T20:36:12.172249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-12-02T20:36:12.183198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEC'. [2025-12-02T20:36:12.183491] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-12-02T20:36:12.184253] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-12-02T20:36:12.184303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:12.184333] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:12.184358] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:12.184413] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:12.242623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:12.243500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:12.243603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:12.243639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:12.364510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:12.364673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:12.364714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:12.364740] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:12.368042] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=45.93%) [2025-12-02T20:36:12.368305] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-12-02T20:36:12.368423] [INFO ] [sig ] MEC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:12.523419] [INFO ] [LOCAL ] Saved forecast: MEC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MEC.txt [2025-12-02T20:36:12.523549] [INFO ] [sig ] [1973/3544] Completed MEC in 0.4s | 2.98 sym/s | Total: 11.0m | ETA: 8.8m [2025-12-02T20:36:12.523602] [INFO ] [sig ] [1974/3544] Forecasting MED... [2025-12-02T20:36:12.523631] [INFO ] [sig ] Generating forecast for: MED [2025-12-02T20:36:12.523661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-12-02T20:36:12.536116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MED'. [2025-12-02T20:36:12.536445] [INFO ] [FORECASTER] Starting predict_future for MED [2025-12-02T20:36:12.537259] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-12-02T20:36:12.537310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:12.537341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:12.537367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:12.537422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:12.595379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:12.596158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:12.596239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:12.596271] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:12.715152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:12.715306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:12.715347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:12.715375] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:12.719732] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=12.76%) [2025-12-02T20:36:12.720166] [INFO ] [FORECASTER] Completed predict_future for MED [2025-12-02T20:36:12.720346] [INFO ] [sig ] MED: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:12.858522] [INFO ] [LOCAL ] Saved forecast: MED 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MED.txt [2025-12-02T20:36:12.858689] [INFO ] [sig ] [1974/3544] Completed MED in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:12.858727] [INFO ] [sig ] [1975/3544] Forecasting MEDP... [2025-12-02T20:36:12.858755] [INFO ] [sig ] Generating forecast for: MEDP [2025-12-02T20:36:12.858784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'. [2025-12-02T20:36:12.869993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEDP'. [2025-12-02T20:36:12.870344] [INFO ] [FORECASTER] Starting predict_future for MEDP [2025-12-02T20:36:12.871143] [DEBUG] [LOCAL ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt [2025-12-02T20:36:12.871192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:12.871273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:12.871319] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:12.871400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:12.926834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:12.927504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:12.927612] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:12.927664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:13.046686] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:13.046830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:13.046869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:13.046897] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:13.050123] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=96.46%) [2025-12-02T20:36:13.050379] [INFO ] [FORECASTER] Completed predict_future for MEDP [2025-12-02T20:36:13.050496] [INFO ] [sig ] MEDP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:13.196034] [INFO ] [LOCAL ] Saved forecast: MEDP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MEDP.txt [2025-12-02T20:36:13.196158] [INFO ] [sig ] [1975/3544] Completed MEDP in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:13.196201] [INFO ] [sig ] [1976/3544] Forecasting MEG... [2025-12-02T20:36:13.196231] [INFO ] [sig ] Generating forecast for: MEG [2025-12-02T20:36:13.196259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-12-02T20:36:13.206783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEG'. [2025-12-02T20:36:13.207064] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-12-02T20:36:13.207830] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-12-02T20:36:13.207902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:13.207936] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:13.207962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:13.208016] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:13.262319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:13.262943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:13.263019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:13.263048] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:13.381844] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:13.381974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:13.382013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:13.382040] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:13.385224] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=85.27%) [2025-12-02T20:36:13.385479] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-12-02T20:36:13.385613] [INFO ] [sig ] MEG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:13.523192] [INFO ] [LOCAL ] Saved forecast: MEG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MEG.txt [2025-12-02T20:36:13.523314] [INFO ] [sig ] [1976/3544] Completed MEG in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:13.523350] [INFO ] [sig ] [1977/3544] Forecasting MEGI... [2025-12-02T20:36:13.523378] [INFO ] [sig ] Generating forecast for: MEGI [2025-12-02T20:36:13.523406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-12-02T20:36:13.534789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEGI'. [2025-12-02T20:36:13.535072] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-12-02T20:36:13.535837] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-12-02T20:36:13.535885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:13.535916] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:13.535941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:13.535995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:13.592868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:13.593709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:13.593791] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:13.593826] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:13.720235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:13.720384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:13.720427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:13.720455] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:13.723777] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=96.38%) [2025-12-02T20:36:13.724058] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-12-02T20:36:13.724177] [INFO ] [sig ] MEGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:13.868837] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MEGI.txt [2025-12-02T20:36:13.868966] [INFO ] [sig ] [1977/3544] Completed MEGI in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:13.869004] [INFO ] [sig ] [1978/3544] Forecasting MEGL... [2025-12-02T20:36:13.869032] [INFO ] [sig ] Generating forecast for: MEGL [2025-12-02T20:36:13.869063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'. [2025-12-02T20:36:13.879972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEGL'. [2025-12-02T20:36:13.880258] [INFO ] [FORECASTER] Starting predict_future for MEGL [2025-12-02T20:36:13.881040] [DEBUG] [LOCAL ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt [2025-12-02T20:36:13.881090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:13.881122] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:13.881148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:13.881203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:13.943633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:13.944432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:13.944511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:13.944544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:14.060029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:14.060177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:14.060218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:14.060284] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:14.063536] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: DOWN (p=15.06%) [2025-12-02T20:36:14.063820] [INFO ] [FORECASTER] Completed predict_future for MEGL [2025-12-02T20:36:14.063938] [INFO ] [sig ] MEGL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:14.206436] [INFO ] [LOCAL ] Saved forecast: MEGL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MEGL.txt [2025-12-02T20:36:14.206599] [INFO ] [sig ] [1978/3544] Completed MEGL in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:14.206641] [INFO ] [sig ] [1979/3544] Forecasting MEI... [2025-12-02T20:36:14.206670] [INFO ] [sig ] Generating forecast for: MEI [2025-12-02T20:36:14.206701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-12-02T20:36:14.220918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEI'. [2025-12-02T20:36:14.221211] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-12-02T20:36:14.222013] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-12-02T20:36:14.222065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:14.222097] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:14.222123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:14.222180] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:14.279112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:14.279735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:14.279828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:14.279862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:14.403878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:14.404030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:14.404090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:14.404120] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:14.407468] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=95.11%) [2025-12-02T20:36:14.407759] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-12-02T20:36:14.407913] [INFO ] [sig ] MEI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:14.546912] [INFO ] [LOCAL ] Saved forecast: MEI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MEI.txt [2025-12-02T20:36:14.547055] [INFO ] [sig ] [1979/3544] Completed MEI in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:14.547092] [INFO ] [sig ] [1980/3544] Forecasting MELI... [2025-12-02T20:36:14.547122] [INFO ] [sig ] Generating forecast for: MELI [2025-12-02T20:36:14.547150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'. [2025-12-02T20:36:14.558217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MELI'. [2025-12-02T20:36:14.558531] [INFO ] [FORECASTER] Starting predict_future for MELI [2025-12-02T20:36:14.559311] [DEBUG] [LOCAL ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt [2025-12-02T20:36:14.559362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:14.559394] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:14.559420] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:14.559476] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:14.615790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:14.616414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:14.616489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:14.616521] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:14.738179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:14.738331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:14.738369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:14.738398] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:14.741623] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=18.34%) [2025-12-02T20:36:14.741879] [INFO ] [FORECASTER] Completed predict_future for MELI [2025-12-02T20:36:14.742002] [INFO ] [sig ] MELI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:14.877770] [INFO ] [LOCAL ] Saved forecast: MELI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MELI.txt [2025-12-02T20:36:14.877897] [INFO ] [sig ] [1980/3544] Completed MELI in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:14.877938] [INFO ] [sig ] [1981/3544] Forecasting MEOH... [2025-12-02T20:36:14.877968] [INFO ] [sig ] Generating forecast for: MEOH [2025-12-02T20:36:14.878004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'. [2025-12-02T20:36:14.889154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEOH'. [2025-12-02T20:36:14.889486] [INFO ] [FORECASTER] Starting predict_future for MEOH [2025-12-02T20:36:14.890304] [DEBUG] [LOCAL ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt [2025-12-02T20:36:14.890353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:14.890383] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:14.890408] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:14.890463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:14.948753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:14.949429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:14.949505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:14.949536] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:15.071620] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:15.071766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:15.071806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:15.071835] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:15.075385] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=96.47%) [2025-12-02T20:36:15.075680] [INFO ] [FORECASTER] Completed predict_future for MEOH [2025-12-02T20:36:15.075804] [INFO ] [sig ] MEOH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:15.215114] [INFO ] [LOCAL ] Saved forecast: MEOH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MEOH.txt [2025-12-02T20:36:15.215254] [INFO ] [sig ] [1981/3544] Completed MEOH in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.8m [2025-12-02T20:36:15.215291] [INFO ] [sig ] [1982/3544] Forecasting MERC... [2025-12-02T20:36:15.215319] [INFO ] [sig ] Generating forecast for: MERC [2025-12-02T20:36:15.215347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'. [2025-12-02T20:36:15.226383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MERC'. [2025-12-02T20:36:15.226683] [INFO ] [FORECASTER] Starting predict_future for MERC [2025-12-02T20:36:15.227432] [DEBUG] [LOCAL ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt [2025-12-02T20:36:15.227480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:15.227510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:15.227536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:15.227611] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:15.283364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:15.284109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:15.284188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:15.284221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:15.404735] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:15.404892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:15.404933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:15.404960] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:15.408380] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=96.73%) [2025-12-02T20:36:15.408684] [INFO ] [FORECASTER] Completed predict_future for MERC [2025-12-02T20:36:15.408810] [INFO ] [sig ] MERC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:15.567101] [INFO ] [LOCAL ] Saved forecast: MERC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MERC.txt [2025-12-02T20:36:15.567236] [INFO ] [sig ] [1982/3544] Completed MERC in 0.4s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:15.567274] [INFO ] [sig ] [1983/3544] Forecasting META... [2025-12-02T20:36:15.567303] [INFO ] [sig ] Generating forecast for: META [2025-12-02T20:36:15.567331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'. [2025-12-02T20:36:15.578005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'META'. [2025-12-02T20:36:15.578303] [INFO ] [FORECASTER] Starting predict_future for META [2025-12-02T20:36:15.579110] [DEBUG] [LOCAL ] No optimal features file found for META: ./output/feature-sets/META.txt [2025-12-02T20:36:15.579161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:15.579204] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:15.579233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:15.579288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:15.634158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:15.634775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:15.634848] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:15.634879] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:15.762843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:15.762952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:15.762991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:15.763018] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:15.766238] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=87.56%) [2025-12-02T20:36:15.766493] [INFO ] [FORECASTER] Completed predict_future for META [2025-12-02T20:36:15.766633] [INFO ] [sig ] META: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:15.902689] [INFO ] [LOCAL ] Saved forecast: META 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/META.txt [2025-12-02T20:36:15.902815] [INFO ] [sig ] [1983/3544] Completed META in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:15.902852] [INFO ] [sig ] [1984/3544] Forecasting METC... [2025-12-02T20:36:15.902880] [INFO ] [sig ] Generating forecast for: METC [2025-12-02T20:36:15.902907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'. [2025-12-02T20:36:15.914143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METC'. [2025-12-02T20:36:15.914414] [INFO ] [FORECASTER] Starting predict_future for METC [2025-12-02T20:36:15.915173] [DEBUG] [LOCAL ] No optimal features file found for METC: ./output/feature-sets/METC.txt [2025-12-02T20:36:15.915221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:15.915251] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:15.915276] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:15.915330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:15.970134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:15.970731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:15.970805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:15.970835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:16.086798] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:16.086935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:16.086973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:16.087000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:16.090247] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=24.32%) [2025-12-02T20:36:16.090504] [INFO ] [FORECASTER] Completed predict_future for METC [2025-12-02T20:36:16.090657] [INFO ] [sig ] METC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:16.247378] [INFO ] [LOCAL ] Saved forecast: METC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/METC.txt [2025-12-02T20:36:16.247528] [INFO ] [sig ] [1984/3544] Completed METC in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:16.247564] [INFO ] [sig ] [1985/3544] Forecasting METCB... [2025-12-02T20:36:16.247616] [INFO ] [sig ] Generating forecast for: METCB [2025-12-02T20:36:16.247646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'. [2025-12-02T20:36:16.258332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METCB'. [2025-12-02T20:36:16.258670] [INFO ] [FORECASTER] Starting predict_future for METCB [2025-12-02T20:36:16.259443] [DEBUG] [LOCAL ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt [2025-12-02T20:36:16.259493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:16.259525] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:16.259552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:16.259633] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:16.314921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:16.315497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:16.315611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:16.315645] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:16.446097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:16.446242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:16.446285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:16.446315] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:16.449704] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=96.03%) [2025-12-02T20:36:16.449963] [INFO ] [FORECASTER] Completed predict_future for METCB [2025-12-02T20:36:16.450079] [INFO ] [sig ] METCB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:16.586667] [INFO ] [LOCAL ] Saved forecast: METCB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/METCB.txt [2025-12-02T20:36:16.586777] [INFO ] [sig ] [1985/3544] Completed METCB in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:16.586812] [INFO ] [sig ] [1986/3544] Forecasting METD... [2025-12-02T20:36:16.586840] [INFO ] [sig ] Generating forecast for: METD [2025-12-02T20:36:16.586868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'. [2025-12-02T20:36:16.601092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METD'. [2025-12-02T20:36:16.601402] [INFO ] [FORECASTER] Starting predict_future for METD [2025-12-02T20:36:16.602203] [DEBUG] [LOCAL ] No optimal features file found for METD: ./output/feature-sets/METD.txt [2025-12-02T20:36:16.602252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:16.602288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:16.602315] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:16.602370] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:16.656805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:16.657413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:16.657488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:16.657518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:16.778983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:16.779116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:16.779153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:16.779180] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:16.782407] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=63.12%) [2025-12-02T20:36:16.782684] [INFO ] [FORECASTER] Completed predict_future for METD [2025-12-02T20:36:16.782800] [INFO ] [sig ] METD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:16.918380] [INFO ] [LOCAL ] Saved forecast: METD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/METD.txt [2025-12-02T20:36:16.918488] [INFO ] [sig ] [1986/3544] Completed METD in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:16.918531] [INFO ] [sig ] [1987/3544] Forecasting MFA... [2025-12-02T20:36:16.918560] [INFO ] [sig ] Generating forecast for: MFA [2025-12-02T20:36:16.918606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-12-02T20:36:16.929561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFA'. [2025-12-02T20:36:16.929857] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-12-02T20:36:16.930615] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-12-02T20:36:16.930666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:16.930696] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:16.930721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:16.930775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:16.985484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:16.986085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:16.986158] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:16.986188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:17.111103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:17.111232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:17.111270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:17.111297] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:17.114520] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=3.77%) [2025-12-02T20:36:17.114812] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-12-02T20:36:17.114932] [INFO ] [sig ] MFA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:17.251492] [INFO ] [LOCAL ] Saved forecast: MFA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MFA.txt [2025-12-02T20:36:17.251638] [INFO ] [sig ] [1987/3544] Completed MFA in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:17.251684] [INFO ] [sig ] [1988/3544] Forecasting MFC... [2025-12-02T20:36:17.251717] [INFO ] [sig ] Generating forecast for: MFC [2025-12-02T20:36:17.251752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-12-02T20:36:17.262958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFC'. [2025-12-02T20:36:17.263226] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-12-02T20:36:17.264031] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-12-02T20:36:17.264080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:17.264111] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:17.264136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:17.264190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:17.319848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:17.320731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:17.320813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:17.320844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:17.443625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:17.443790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:17.443831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:17.443858] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:17.447230] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=69.69%) [2025-12-02T20:36:17.447508] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-12-02T20:36:17.447668] [INFO ] [sig ] MFC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:17.585613] [INFO ] [LOCAL ] Saved forecast: MFC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MFC.txt [2025-12-02T20:36:17.585787] [INFO ] [sig ] [1988/3544] Completed MFC in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:17.585824] [INFO ] [sig ] [1989/3544] Forecasting MFG... [2025-12-02T20:36:17.585852] [INFO ] [sig ] Generating forecast for: MFG [2025-12-02T20:36:17.585881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-12-02T20:36:17.597614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFG'. [2025-12-02T20:36:17.597894] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-12-02T20:36:17.598660] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-12-02T20:36:17.598708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:17.598739] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:17.598764] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:17.598817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:17.655746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:17.656598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:17.656678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:17.656710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:17.779547] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:17.779719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:17.779762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:17.779789] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:17.783104] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=23.38%) [2025-12-02T20:36:17.783362] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-12-02T20:36:17.783479] [INFO ] [sig ] MFG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:17.924811] [INFO ] [LOCAL ] Saved forecast: MFG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MFG.txt [2025-12-02T20:36:17.924955] [INFO ] [sig ] [1989/3544] Completed MFG in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:17.925000] [INFO ] [sig ] [1990/3544] Forecasting MFI... [2025-12-02T20:36:17.925042] [INFO ] [sig ] Generating forecast for: MFI [2025-12-02T20:36:17.925086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'. [2025-12-02T20:36:17.936472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFI'. [2025-12-02T20:36:17.936844] [INFO ] [FORECASTER] Starting predict_future for MFI [2025-12-02T20:36:17.937660] [DEBUG] [LOCAL ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt [2025-12-02T20:36:17.937726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:17.937772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:17.937809] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:17.937899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:17.997733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:17.998710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:17.998805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:17.998853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:18.121835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:18.121999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:18.122049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:18.122097] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:18.125495] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=31.50%) [2025-12-02T20:36:18.125777] [INFO ] [FORECASTER] Completed predict_future for MFI [2025-12-02T20:36:18.125897] [INFO ] [sig ] MFI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:18.263565] [INFO ] [LOCAL ] Saved forecast: MFI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MFI.txt [2025-12-02T20:36:18.263725] [INFO ] [sig ] [1990/3544] Completed MFI in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:18.263763] [INFO ] [sig ] [1991/3544] Forecasting MFIC... [2025-12-02T20:36:18.263791] [INFO ] [sig ] Generating forecast for: MFIC [2025-12-02T20:36:18.263819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'. [2025-12-02T20:36:18.275869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIC'. [2025-12-02T20:36:18.276145] [INFO ] [FORECASTER] Starting predict_future for MFIC [2025-12-02T20:36:18.276932] [DEBUG] [LOCAL ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt [2025-12-02T20:36:18.276980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:18.277010] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:18.277035] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:18.277089] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:18.334308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:18.335092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:18.335171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:18.335202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:18.456260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:18.456409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:18.456449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:18.456477] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:18.460363] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=58.35%) [2025-12-02T20:36:18.460647] [INFO ] [FORECASTER] Completed predict_future for MFIC [2025-12-02T20:36:18.460766] [INFO ] [sig ] MFIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:18.603607] [INFO ] [LOCAL ] Saved forecast: MFIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MFIC.txt [2025-12-02T20:36:18.603755] [INFO ] [sig ] [1991/3544] Completed MFIC in 0.3s | 2.98 sym/s | Total: 11.1m | ETA: 8.7m [2025-12-02T20:36:18.603792] [INFO ] [sig ] [1992/3544] Forecasting MFIN... [2025-12-02T20:36:18.603822] [INFO ] [sig ] Generating forecast for: MFIN [2025-12-02T20:36:18.603861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'. [2025-12-02T20:36:18.614843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIN'. [2025-12-02T20:36:18.615135] [INFO ] [FORECASTER] Starting predict_future for MFIN [2025-12-02T20:36:18.615913] [DEBUG] [LOCAL ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt [2025-12-02T20:36:18.615962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:18.616021] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:18.616049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:18.616104] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:18.672300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:18.673245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:18.673328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:18.673376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:18.799763] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:18.799926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:18.799966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:18.799993] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:18.803407] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=84.07%) [2025-12-02T20:36:18.803709] [INFO ] [FORECASTER] Completed predict_future for MFIN [2025-12-02T20:36:18.803827] [INFO ] [sig ] MFIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:18.945107] [INFO ] [LOCAL ] Saved forecast: MFIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MFIN.txt [2025-12-02T20:36:18.945243] [INFO ] [sig ] [1992/3544] Completed MFIN in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:18.945282] [INFO ] [sig ] [1993/3544] Forecasting MFM... [2025-12-02T20:36:18.945309] [INFO ] [sig ] Generating forecast for: MFM [2025-12-02T20:36:18.945338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-12-02T20:36:18.956799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFM'. [2025-12-02T20:36:18.957125] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-12-02T20:36:18.958006] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-12-02T20:36:18.958057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:18.958088] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:18.958113] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:18.958167] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:19.014774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:19.015450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:19.015531] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:19.015563] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:19.133283] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:19.133428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:19.133471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:19.133499] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:19.136935] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=18.97%) [2025-12-02T20:36:19.137209] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-12-02T20:36:19.137344] [INFO ] [sig ] MFM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:19.279120] [INFO ] [LOCAL ] Saved forecast: MFM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MFM.txt [2025-12-02T20:36:19.279261] [INFO ] [sig ] [1993/3544] Completed MFM in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:19.279299] [INFO ] [sig ] [1994/3544] Forecasting MG... [2025-12-02T20:36:19.279327] [INFO ] [sig ] Generating forecast for: MG [2025-12-02T20:36:19.279356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-12-02T20:36:19.290244] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MG'. [2025-12-02T20:36:19.290537] [INFO ] [FORECASTER] Starting predict_future for MG [2025-12-02T20:36:19.291353] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-12-02T20:36:19.291403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:19.291434] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:19.291471] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:19.291529] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:19.348262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:19.349024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:19.349105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:19.349137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:19.462360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:19.462507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:19.462548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:19.462592] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:19.465842] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=6.60%) [2025-12-02T20:36:19.466097] [INFO ] [FORECASTER] Completed predict_future for MG [2025-12-02T20:36:19.466212] [INFO ] [sig ] MG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:19.603826] [INFO ] [LOCAL ] Saved forecast: MG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MG.txt [2025-12-02T20:36:19.603963] [INFO ] [sig ] [1994/3544] Completed MG in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:19.603999] [INFO ] [sig ] [1995/3544] Forecasting MGA... [2025-12-02T20:36:19.604027] [INFO ] [sig ] Generating forecast for: MGA [2025-12-02T20:36:19.604057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-12-02T20:36:19.614811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGA'. [2025-12-02T20:36:19.615119] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-12-02T20:36:19.615907] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-12-02T20:36:19.615958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:19.615989] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:19.616014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:19.616070] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:19.670877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:19.671494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:19.671589] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:19.671624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:19.795585] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:19.795736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:19.795779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:19.795808] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:19.799200] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=63.43%) [2025-12-02T20:36:19.799472] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-12-02T20:36:19.799613] [INFO ] [sig ] MGA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:19.936799] [INFO ] [LOCAL ] Saved forecast: MGA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MGA.txt [2025-12-02T20:36:19.936936] [INFO ] [sig ] [1995/3544] Completed MGA in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:19.936977] [INFO ] [sig ] [1996/3544] Forecasting MGEE... [2025-12-02T20:36:19.937008] [INFO ] [sig ] Generating forecast for: MGEE [2025-12-02T20:36:19.937036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'. [2025-12-02T20:36:19.948120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGEE'. [2025-12-02T20:36:19.948472] [INFO ] [FORECASTER] Starting predict_future for MGEE [2025-12-02T20:36:19.949293] [DEBUG] [LOCAL ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt [2025-12-02T20:36:19.949344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:19.949375] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:19.949401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:19.949456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:20.009349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:20.010301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:20.010402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:20.010436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:20.129532] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:20.129695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:20.129735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:20.129762] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:20.133005] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=93.21%) [2025-12-02T20:36:20.133262] [INFO ] [FORECASTER] Completed predict_future for MGEE [2025-12-02T20:36:20.133378] [INFO ] [sig ] MGEE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:20.269656] [INFO ] [LOCAL ] Saved forecast: MGEE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MGEE.txt [2025-12-02T20:36:20.269785] [INFO ] [sig ] [1996/3544] Completed MGEE in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:20.269821] [INFO ] [sig ] [1997/3544] Forecasting MGIC... [2025-12-02T20:36:20.269849] [INFO ] [sig ] Generating forecast for: MGIC [2025-12-02T20:36:20.269885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'. [2025-12-02T20:36:20.282611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGIC'. [2025-12-02T20:36:20.282995] [INFO ] [FORECASTER] Starting predict_future for MGIC [2025-12-02T20:36:20.283844] [DEBUG] [LOCAL ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt [2025-12-02T20:36:20.283897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:20.283930] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:20.283958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:20.284014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:20.348118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:20.349051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:20.349137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:20.349172] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:20.471375] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:20.471521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:20.471559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:20.471604] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:20.474874] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=46.58%) [2025-12-02T20:36:20.475130] [INFO ] [FORECASTER] Completed predict_future for MGIC [2025-12-02T20:36:20.475247] [INFO ] [sig ] MGIC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:20.628195] [INFO ] [LOCAL ] Saved forecast: MGIC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MGIC.txt [2025-12-02T20:36:20.628339] [INFO ] [sig ] [1997/3544] Completed MGIC in 0.4s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:20.628376] [INFO ] [sig ] [1998/3544] Forecasting MGM... [2025-12-02T20:36:20.628404] [INFO ] [sig ] Generating forecast for: MGM [2025-12-02T20:36:20.628440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-12-02T20:36:20.639385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGM'. [2025-12-02T20:36:20.639717] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-12-02T20:36:20.640492] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-12-02T20:36:20.640541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:20.640588] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:20.640619] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:20.640674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:20.705544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:20.706413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:20.706498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:20.706532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:20.828652] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:20.828796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:20.828836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:20.828862] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:20.832123] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=8.48%) [2025-12-02T20:36:20.832378] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-12-02T20:36:20.832494] [INFO ] [sig ] MGM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:20.968628] [INFO ] [LOCAL ] Saved forecast: MGM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MGM.txt [2025-12-02T20:36:20.968763] [INFO ] [sig ] [1998/3544] Completed MGM in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:20.968802] [INFO ] [sig ] [1999/3544] Forecasting MGNI... [2025-12-02T20:36:20.968830] [INFO ] [sig ] Generating forecast for: MGNI [2025-12-02T20:36:20.968857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'. [2025-12-02T20:36:20.981196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNI'. [2025-12-02T20:36:20.981501] [INFO ] [FORECASTER] Starting predict_future for MGNI [2025-12-02T20:36:20.982480] [DEBUG] [LOCAL ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt [2025-12-02T20:36:20.982528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:20.982558] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:20.982605] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:20.982661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:21.038656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:21.039320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:21.039399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:21.039432] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:21.160178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:21.160326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:21.160367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:21.160395] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:21.163643] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=11.86%) [2025-12-02T20:36:21.163902] [INFO ] [FORECASTER] Completed predict_future for MGNI [2025-12-02T20:36:21.164022] [INFO ] [sig ] MGNI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:21.299119] [INFO ] [LOCAL ] Saved forecast: MGNI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MGNI.txt [2025-12-02T20:36:21.299269] [INFO ] [sig ] [1999/3544] Completed MGNI in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.7m [2025-12-02T20:36:21.299306] [INFO ] [sig ] [2000/3544] Forecasting MGNX... [2025-12-02T20:36:21.299334] [INFO ] [sig ] Generating forecast for: MGNX [2025-12-02T20:36:21.299363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'. [2025-12-02T20:36:21.310672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNX'. [2025-12-02T20:36:21.311008] [INFO ] [FORECASTER] Starting predict_future for MGNX [2025-12-02T20:36:21.311805] [DEBUG] [LOCAL ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt [2025-12-02T20:36:21.311855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:21.311885] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:21.311910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:21.311963] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:21.367344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:21.368249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:21.368341] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:21.368373] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:21.486592] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:21.486738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:21.486778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:21.486805] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:21.490400] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=96.91%) [2025-12-02T20:36:21.490752] [INFO ] [FORECASTER] Completed predict_future for MGNX [2025-12-02T20:36:21.490909] [INFO ] [sig ] MGNX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:21.632853] [INFO ] [LOCAL ] Saved forecast: MGNX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MGNX.txt [2025-12-02T20:36:21.632993] [INFO ] [sig ] [2000/3544] Completed MGNX in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:21.633033] [INFO ] [sig ] [2001/3544] Forecasting MGPI... [2025-12-02T20:36:21.633062] [INFO ] [sig ] Generating forecast for: MGPI [2025-12-02T20:36:21.633092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'. [2025-12-02T20:36:21.644707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGPI'. [2025-12-02T20:36:21.645008] [INFO ] [FORECASTER] Starting predict_future for MGPI [2025-12-02T20:36:21.645822] [DEBUG] [LOCAL ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt [2025-12-02T20:36:21.645872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:21.645904] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:21.645931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:21.645987] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:21.700495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:21.701159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:21.701235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:21.701265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:21.822449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:21.822602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:21.822644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:21.822675] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:21.825991] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=26.75%) [2025-12-02T20:36:21.826263] [INFO ] [FORECASTER] Completed predict_future for MGPI [2025-12-02T20:36:21.826407] [INFO ] [sig ] MGPI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:21.964740] [INFO ] [LOCAL ] Saved forecast: MGPI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MGPI.txt [2025-12-02T20:36:21.964879] [INFO ] [sig ] [2001/3544] Completed MGPI in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:21.964915] [INFO ] [sig ] [2002/3544] Forecasting MGRC... [2025-12-02T20:36:21.964942] [INFO ] [sig ] Generating forecast for: MGRC [2025-12-02T20:36:21.964971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'. [2025-12-02T20:36:21.975953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGRC'. [2025-12-02T20:36:21.976299] [INFO ] [FORECASTER] Starting predict_future for MGRC [2025-12-02T20:36:21.977077] [DEBUG] [LOCAL ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt [2025-12-02T20:36:21.977124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:21.977155] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:21.977180] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:21.977235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:22.031835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:22.032619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:22.032731] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:22.032762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:22.150474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:22.150642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:22.150683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:22.150710] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:22.154056] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=77.60%) [2025-12-02T20:36:22.154327] [INFO ] [FORECASTER] Completed predict_future for MGRC [2025-12-02T20:36:22.154448] [INFO ] [sig ] MGRC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:22.303530] [INFO ] [LOCAL ] Saved forecast: MGRC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MGRC.txt [2025-12-02T20:36:22.303715] [INFO ] [sig ] [2002/3544] Completed MGRC in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:22.303755] [INFO ] [sig ] [2003/3544] Forecasting MGTX... [2025-12-02T20:36:22.303792] [INFO ] [sig ] Generating forecast for: MGTX [2025-12-02T20:36:22.303823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'. [2025-12-02T20:36:22.315243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGTX'. [2025-12-02T20:36:22.315643] [INFO ] [FORECASTER] Starting predict_future for MGTX [2025-12-02T20:36:22.316495] [DEBUG] [LOCAL ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt [2025-12-02T20:36:22.316546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:22.316602] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:22.316636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:22.316692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:22.372506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:22.373345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:22.373424] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:22.373456] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:22.489994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:22.490138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:22.490177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:22.490204] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:22.493535] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=63.23%) [2025-12-02T20:36:22.493818] [INFO ] [FORECASTER] Completed predict_future for MGTX [2025-12-02T20:36:22.493938] [INFO ] [sig ] MGTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:22.634074] [INFO ] [LOCAL ] Saved forecast: MGTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MGTX.txt [2025-12-02T20:36:22.634201] [INFO ] [sig ] [2003/3544] Completed MGTX in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:22.634238] [INFO ] [sig ] [2004/3544] Forecasting MGX... [2025-12-02T20:36:22.634266] [INFO ] [sig ] Generating forecast for: MGX [2025-12-02T20:36:22.634295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'. [2025-12-02T20:36:22.645495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGX'. [2025-12-02T20:36:22.645827] [INFO ] [FORECASTER] Starting predict_future for MGX [2025-12-02T20:36:22.646645] [DEBUG] [LOCAL ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt [2025-12-02T20:36:22.646694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:22.646726] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:22.646752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:22.646806] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:22.703533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:22.704224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:22.704317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:22.704349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:22.820665] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:22.820805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:22.820844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:22.820871] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:22.824119] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=62.51%) [2025-12-02T20:36:22.824374] [INFO ] [FORECASTER] Completed predict_future for MGX [2025-12-02T20:36:22.824489] [INFO ] [sig ] MGX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:22.963726] [INFO ] [LOCAL ] Saved forecast: MGX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MGX.txt [2025-12-02T20:36:22.963856] [INFO ] [sig ] [2004/3544] Completed MGX in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:22.963892] [INFO ] [sig ] [2005/3544] Forecasting MGY... [2025-12-02T20:36:22.963920] [INFO ] [sig ] Generating forecast for: MGY [2025-12-02T20:36:22.963949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-12-02T20:36:22.974926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGY'. [2025-12-02T20:36:22.975233] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-12-02T20:36:22.976021] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-12-02T20:36:22.976071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:22.976102] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:22.976128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:22.976183] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:23.031861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:23.032556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:23.032652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:23.032685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:23.152397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:23.152540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:23.152596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:23.152627] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:23.155954] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=67.42%) [2025-12-02T20:36:23.156215] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-12-02T20:36:23.156339] [INFO ] [sig ] MGY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:23.291762] [INFO ] [LOCAL ] Saved forecast: MGY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MGY.txt [2025-12-02T20:36:23.291908] [INFO ] [sig ] [2005/3544] Completed MGY in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:23.291945] [INFO ] [sig ] [2006/3544] Forecasting MHD... [2025-12-02T20:36:23.291974] [INFO ] [sig ] Generating forecast for: MHD [2025-12-02T20:36:23.292002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-12-02T20:36:23.302961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHD'. [2025-12-02T20:36:23.303264] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-12-02T20:36:23.304053] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-12-02T20:36:23.304102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:23.304132] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:23.304158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:23.304211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:23.359964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:23.360622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:23.360700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:23.360732] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:23.475788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:23.475938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:23.475983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:23.476012] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:23.479301] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=78.30%) [2025-12-02T20:36:23.479585] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-12-02T20:36:23.479703] [INFO ] [sig ] MHD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:23.621703] [INFO ] [LOCAL ] Saved forecast: MHD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MHD.txt [2025-12-02T20:36:23.621864] [INFO ] [sig ] [2006/3544] Completed MHD in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:23.621902] [INFO ] [sig ] [2007/3544] Forecasting MHF... [2025-12-02T20:36:23.621930] [INFO ] [sig ] Generating forecast for: MHF [2025-12-02T20:36:23.621960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-12-02T20:36:23.632508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHF'. [2025-12-02T20:36:23.632809] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-12-02T20:36:23.633569] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-12-02T20:36:23.633648] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:23.633679] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:23.633704] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:23.633758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:23.693631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:23.694449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:23.694532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:23.694564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:23.816116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:23.816263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:23.816327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:23.816357] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:23.819716] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=53.04%) [2025-12-02T20:36:23.819976] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-12-02T20:36:23.820099] [INFO ] [sig ] MHF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:23.957493] [INFO ] [LOCAL ] Saved forecast: MHF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MHF.txt [2025-12-02T20:36:23.957635] [INFO ] [sig ] [2007/3544] Completed MHF in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:23.957674] [INFO ] [sig ] [2008/3544] Forecasting MHK... [2025-12-02T20:36:23.957702] [INFO ] [sig ] Generating forecast for: MHK [2025-12-02T20:36:23.957730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-12-02T20:36:23.970089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHK'. [2025-12-02T20:36:23.970453] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-12-02T20:36:23.971258] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-12-02T20:36:23.971307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:23.971337] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:23.971361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:23.971415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:24.028322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:24.029140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:24.029227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:24.029259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:24.145351] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:24.145504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:24.145544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:24.145590] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:24.148927] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=77.30%) [2025-12-02T20:36:24.149236] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-12-02T20:36:24.149370] [INFO ] [sig ] MHK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:24.286955] [INFO ] [LOCAL ] Saved forecast: MHK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MHK.txt [2025-12-02T20:36:24.287105] [INFO ] [sig ] [2008/3544] Completed MHK in 0.3s | 2.98 sym/s | Total: 11.2m | ETA: 8.6m [2025-12-02T20:36:24.287142] [INFO ] [sig ] [2009/3544] Forecasting MHN... [2025-12-02T20:36:24.287171] [INFO ] [sig ] Generating forecast for: MHN [2025-12-02T20:36:24.287199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-12-02T20:36:24.298118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHN'. [2025-12-02T20:36:24.298448] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-12-02T20:36:24.299659] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-12-02T20:36:24.299709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:24.299767] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:24.299795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:24.299851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:24.359318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:24.360211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:24.360301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:24.360333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:24.472556] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:24.472730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:24.472771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:24.472800] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:24.476556] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: UP (p=58.36%) [2025-12-02T20:36:24.476839] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-12-02T20:36:24.476964] [INFO ] [sig ] MHN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:24.633256] [INFO ] [LOCAL ] Saved forecast: MHN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MHN.txt [2025-12-02T20:36:24.633440] [INFO ] [sig ] [2009/3544] Completed MHN in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:24.633480] [INFO ] [sig ] [2010/3544] Forecasting MHO... [2025-12-02T20:36:24.633507] [INFO ] [sig ] Generating forecast for: MHO [2025-12-02T20:36:24.633538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-12-02T20:36:24.645500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHO'. [2025-12-02T20:36:24.645893] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-12-02T20:36:24.646722] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-12-02T20:36:24.646771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:24.646806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:24.646831] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:24.646885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:24.703476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:24.704314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:24.704399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:24.704432] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:24.822195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:24.822342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:24.822381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:24.822407] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:24.825746] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=40.46%) [2025-12-02T20:36:24.826025] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-12-02T20:36:24.826153] [INFO ] [sig ] MHO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:24.960662] [INFO ] [LOCAL ] Saved forecast: MHO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MHO.txt [2025-12-02T20:36:24.960795] [INFO ] [sig ] [2010/3544] Completed MHO in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:24.960841] [INFO ] [sig ] [2011/3544] Forecasting MHUA... [2025-12-02T20:36:24.960870] [INFO ] [sig ] Generating forecast for: MHUA [2025-12-02T20:36:24.960900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'. [2025-12-02T20:36:24.972332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHUA'. [2025-12-02T20:36:24.972674] [INFO ] [FORECASTER] Starting predict_future for MHUA [2025-12-02T20:36:24.973446] [DEBUG] [LOCAL ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt [2025-12-02T20:36:24.973494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:24.973526] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:24.973552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:24.973634] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:25.029996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:25.030842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:25.030923] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:25.030956] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:25.136474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:25.136649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:25.136689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:25.136715] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:25.140054] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: UP (p=85.88%) [2025-12-02T20:36:25.140309] [INFO ] [FORECASTER] Completed predict_future for MHUA [2025-12-02T20:36:25.140431] [INFO ] [sig ] MHUA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:25.277783] [INFO ] [LOCAL ] Saved forecast: MHUA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MHUA.txt [2025-12-02T20:36:25.277924] [INFO ] [sig ] [2011/3544] Completed MHUA in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:25.277968] [INFO ] [sig ] [2012/3544] Forecasting MIDD... [2025-12-02T20:36:25.277998] [INFO ] [sig ] Generating forecast for: MIDD [2025-12-02T20:36:25.278028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'. [2025-12-02T20:36:25.290332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIDD'. [2025-12-02T20:36:25.290716] [INFO ] [FORECASTER] Starting predict_future for MIDD [2025-12-02T20:36:25.291511] [DEBUG] [LOCAL ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt [2025-12-02T20:36:25.291560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:25.291615] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:25.291642] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:25.291696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:25.345862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:25.346680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:25.346763] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:25.346794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:25.464500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:25.464667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:25.464708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:25.464769] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:25.468072] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=95.75%) [2025-12-02T20:36:25.468334] [INFO ] [FORECASTER] Completed predict_future for MIDD [2025-12-02T20:36:25.468468] [INFO ] [sig ] MIDD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:25.607844] [INFO ] [LOCAL ] Saved forecast: MIDD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MIDD.txt [2025-12-02T20:36:25.608000] [INFO ] [sig ] [2012/3544] Completed MIDD in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:25.608037] [INFO ] [sig ] [2013/3544] Forecasting MIGI... [2025-12-02T20:36:25.608065] [INFO ] [sig ] Generating forecast for: MIGI [2025-12-02T20:36:25.608093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'. [2025-12-02T20:36:25.619334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIGI'. [2025-12-02T20:36:25.619658] [INFO ] [FORECASTER] Starting predict_future for MIGI [2025-12-02T20:36:25.620466] [DEBUG] [LOCAL ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt [2025-12-02T20:36:25.620518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:25.620548] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:25.620594] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:25.620657] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:25.676665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:25.677269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:25.677346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:25.677378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:25.797385] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:25.797535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:25.797594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:25.797624] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:25.800913] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: DOWN (p=50.00%) [2025-12-02T20:36:25.801191] [INFO ] [FORECASTER] Completed predict_future for MIGI [2025-12-02T20:36:25.801315] [INFO ] [sig ] MIGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:25.937257] [INFO ] [LOCAL ] Saved forecast: MIGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MIGI.txt [2025-12-02T20:36:25.937391] [INFO ] [sig ] [2013/3544] Completed MIGI in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:25.937428] [INFO ] [sig ] [2014/3544] Forecasting MILN... [2025-12-02T20:36:25.937457] [INFO ] [sig ] Generating forecast for: MILN [2025-12-02T20:36:25.937486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'. [2025-12-02T20:36:25.948626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MILN'. [2025-12-02T20:36:25.948972] [INFO ] [FORECASTER] Starting predict_future for MILN [2025-12-02T20:36:25.949752] [DEBUG] [LOCAL ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt [2025-12-02T20:36:25.949801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:25.949831] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:25.949855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:25.949910] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:26.004490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:26.005336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:26.005421] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:26.005451] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:26.107245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:26.107400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:26.107457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:26.107486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:26.110843] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=52.91%) [2025-12-02T20:36:26.111140] [INFO ] [FORECASTER] Completed predict_future for MILN [2025-12-02T20:36:26.111264] [INFO ] [sig ] MILN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:26.252182] [INFO ] [LOCAL ] Saved forecast: MILN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MILN.txt [2025-12-02T20:36:26.252335] [INFO ] [sig ] [2014/3544] Completed MILN in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:26.252378] [INFO ] [sig ] [2015/3544] Forecasting MIND... [2025-12-02T20:36:26.252408] [INFO ] [sig ] Generating forecast for: MIND [2025-12-02T20:36:26.252438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'. [2025-12-02T20:36:26.263506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIND'. [2025-12-02T20:36:26.263798] [INFO ] [FORECASTER] Starting predict_future for MIND [2025-12-02T20:36:26.264538] [DEBUG] [LOCAL ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt [2025-12-02T20:36:26.264609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:26.264642] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:26.264667] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:26.264722] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:26.319729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:26.320529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:26.320626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:26.320659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:26.441598] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:26.441748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:26.441786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:26.441813] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:26.445012] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=65.30%) [2025-12-02T20:36:26.445265] [INFO ] [FORECASTER] Completed predict_future for MIND [2025-12-02T20:36:26.445381] [INFO ] [sig ] MIND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:26.584517] [INFO ] [LOCAL ] Saved forecast: MIND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MIND.txt [2025-12-02T20:36:26.584671] [INFO ] [sig ] [2015/3544] Completed MIND in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:26.584708] [INFO ] [sig ] [2016/3544] Forecasting MIRA... [2025-12-02T20:36:26.584737] [INFO ] [sig ] Generating forecast for: MIRA [2025-12-02T20:36:26.584766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'. [2025-12-02T20:36:26.595926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRA'. [2025-12-02T20:36:26.596216] [INFO ] [FORECASTER] Starting predict_future for MIRA [2025-12-02T20:36:26.596977] [DEBUG] [LOCAL ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt [2025-12-02T20:36:26.597026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:26.597056] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:26.597081] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:26.597134] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:26.651458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:26.652216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:26.652312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:26.652343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:26.772485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:26.772641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:26.772681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:26.772708] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:26.775996] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=39.91%) [2025-12-02T20:36:26.776253] [INFO ] [FORECASTER] Completed predict_future for MIRA [2025-12-02T20:36:26.776372] [INFO ] [sig ] MIRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:26.919513] [INFO ] [LOCAL ] Saved forecast: MIRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MIRA.txt [2025-12-02T20:36:26.919675] [INFO ] [sig ] [2016/3544] Completed MIRA in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:26.919719] [INFO ] [sig ] [2017/3544] Forecasting MIRM... [2025-12-02T20:36:26.919748] [INFO ] [sig ] Generating forecast for: MIRM [2025-12-02T20:36:26.919777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'. [2025-12-02T20:36:26.931745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRM'. [2025-12-02T20:36:26.932067] [INFO ] [FORECASTER] Starting predict_future for MIRM [2025-12-02T20:36:26.932876] [DEBUG] [LOCAL ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt [2025-12-02T20:36:26.932925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:26.932956] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:26.932981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:26.933035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:26.990686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:26.991522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:26.991638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:26.991674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:27.109765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:27.109918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:27.109959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:27.109987] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:27.113359] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=56.45%) [2025-12-02T20:36:27.113649] [INFO ] [FORECASTER] Completed predict_future for MIRM [2025-12-02T20:36:27.113772] [INFO ] [sig ] MIRM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:27.255399] [INFO ] [LOCAL ] Saved forecast: MIRM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MIRM.txt [2025-12-02T20:36:27.255523] [INFO ] [sig ] [2017/3544] Completed MIRM in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.6m [2025-12-02T20:36:27.255559] [INFO ] [sig ] [2018/3544] Forecasting MITK... [2025-12-02T20:36:27.255607] [INFO ] [sig ] Generating forecast for: MITK [2025-12-02T20:36:27.255636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'. [2025-12-02T20:36:27.266594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MITK'. [2025-12-02T20:36:27.266867] [INFO ] [FORECASTER] Starting predict_future for MITK [2025-12-02T20:36:27.267632] [DEBUG] [LOCAL ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt [2025-12-02T20:36:27.267680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:27.267721] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:27.267747] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:27.267801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:27.323411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:27.324145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:27.324223] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:27.324255] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:27.448799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:27.448948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:27.448988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:27.449015] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:27.452272] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=43.99%) [2025-12-02T20:36:27.452533] [INFO ] [FORECASTER] Completed predict_future for MITK [2025-12-02T20:36:27.452674] [INFO ] [sig ] MITK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:27.598161] [INFO ] [LOCAL ] Saved forecast: MITK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MITK.txt [2025-12-02T20:36:27.598315] [INFO ] [sig ] [2018/3544] Completed MITK in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:27.598354] [INFO ] [sig ] [2019/3544] Forecasting MIY... [2025-12-02T20:36:27.598382] [INFO ] [sig ] Generating forecast for: MIY [2025-12-02T20:36:27.598410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-12-02T20:36:27.609697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIY'. [2025-12-02T20:36:27.610025] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-12-02T20:36:27.610799] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-12-02T20:36:27.610848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:27.610878] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:27.610905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:27.610959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:27.667064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:27.667846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:27.667997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:27.668029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:27.786411] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:27.786566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:27.786628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:27.786655] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:27.789919] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=79.00%) [2025-12-02T20:36:27.790216] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-12-02T20:36:27.790341] [INFO ] [sig ] MIY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:27.926519] [INFO ] [LOCAL ] Saved forecast: MIY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MIY.txt [2025-12-02T20:36:27.926666] [INFO ] [sig ] [2019/3544] Completed MIY in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:27.926704] [INFO ] [sig ] [2020/3544] Forecasting MKC... [2025-12-02T20:36:27.926733] [INFO ] [sig ] Generating forecast for: MKC [2025-12-02T20:36:27.926762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-12-02T20:36:27.938497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKC'. [2025-12-02T20:36:27.938857] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-12-02T20:36:27.939639] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-12-02T20:36:27.939687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:27.939718] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:27.939743] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:27.939797] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:27.994856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:27.995679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:27.995762] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:27.995794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:28.114425] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:28.114595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:28.114639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:28.114666] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:28.117972] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=10.69%) [2025-12-02T20:36:28.118235] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-12-02T20:36:28.118353] [INFO ] [sig ] MKC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:28.261229] [INFO ] [LOCAL ] Saved forecast: MKC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MKC.txt [2025-12-02T20:36:28.261394] [INFO ] [sig ] [2020/3544] Completed MKC in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:28.261432] [INFO ] [sig ] [2021/3544] Forecasting MKL... [2025-12-02T20:36:28.261461] [INFO ] [sig ] Generating forecast for: MKL [2025-12-02T20:36:28.261489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-12-02T20:36:28.274234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKL'. [2025-12-02T20:36:28.274634] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-12-02T20:36:28.275411] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-12-02T20:36:28.275461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:28.275492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:28.275519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:28.275607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:28.332180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:28.332823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:28.332905] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:28.332944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:28.447609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:28.447753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:28.447792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:28.447819] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:28.451246] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=95.89%) [2025-12-02T20:36:28.451513] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-12-02T20:36:28.451650] [INFO ] [sig ] MKL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:28.598871] [INFO ] [LOCAL ] Saved forecast: MKL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MKL.txt [2025-12-02T20:36:28.599029] [INFO ] [sig ] [2021/3544] Completed MKL in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:28.599068] [INFO ] [sig ] [2022/3544] Forecasting MKSI... [2025-12-02T20:36:28.599104] [INFO ] [sig ] Generating forecast for: MKSI [2025-12-02T20:36:28.599134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'. [2025-12-02T20:36:28.610952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKSI'. [2025-12-02T20:36:28.611236] [INFO ] [FORECASTER] Starting predict_future for MKSI [2025-12-02T20:36:28.611994] [DEBUG] [LOCAL ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt [2025-12-02T20:36:28.612042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:28.612072] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:28.612097] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:28.612151] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:28.669862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:28.670713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:28.670792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:28.670822] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:28.791621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:28.791769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:28.791808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:28.791836] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:28.795051] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=54.51%) [2025-12-02T20:36:28.795307] [INFO ] [FORECASTER] Completed predict_future for MKSI [2025-12-02T20:36:28.795422] [INFO ] [sig ] MKSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:28.930532] [INFO ] [LOCAL ] Saved forecast: MKSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MKSI.txt [2025-12-02T20:36:28.930696] [INFO ] [sig ] [2022/3544] Completed MKSI in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:28.930733] [INFO ] [sig ] [2023/3544] Forecasting MKTX... [2025-12-02T20:36:28.930762] [INFO ] [sig ] Generating forecast for: MKTX [2025-12-02T20:36:28.930791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'. [2025-12-02T20:36:28.941818] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKTX'. [2025-12-02T20:36:28.942107] [INFO ] [FORECASTER] Starting predict_future for MKTX [2025-12-02T20:36:28.942871] [DEBUG] [LOCAL ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt [2025-12-02T20:36:28.942923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:28.942954] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:28.942979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:28.943033] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:28.997227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:28.997842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:28.997933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:28.997964] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:29.113640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:29.113773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:29.113810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:29.113837] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:29.117061] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-12-02T20:36:29.117317] [INFO ] [FORECASTER] Completed predict_future for MKTX [2025-12-02T20:36:29.117431] [INFO ] [sig ] MKTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:29.252512] [INFO ] [LOCAL ] Saved forecast: MKTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MKTX.txt [2025-12-02T20:36:29.252659] [INFO ] [sig ] [2023/3544] Completed MKTX in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:29.252698] [INFO ] [sig ] [2024/3544] Forecasting MLAB... [2025-12-02T20:36:29.252726] [INFO ] [sig ] Generating forecast for: MLAB [2025-12-02T20:36:29.252755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'. [2025-12-02T20:36:29.264405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLAB'. [2025-12-02T20:36:29.264712] [INFO ] [FORECASTER] Starting predict_future for MLAB [2025-12-02T20:36:29.265446] [DEBUG] [LOCAL ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt [2025-12-02T20:36:29.265494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:29.265524] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:29.265550] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:29.265622] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:29.320374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:29.321005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:29.321078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:29.321109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:29.439885] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:29.440033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:29.440079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:29.440108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:29.443434] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-12-02T20:36:29.443712] [INFO ] [FORECASTER] Completed predict_future for MLAB [2025-12-02T20:36:29.443826] [INFO ] [sig ] MLAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:29.582965] [INFO ] [LOCAL ] Saved forecast: MLAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MLAB.txt [2025-12-02T20:36:29.583097] [INFO ] [sig ] [2024/3544] Completed MLAB in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:29.583133] [INFO ] [sig ] [2025/3544] Forecasting MLCO... [2025-12-02T20:36:29.583160] [INFO ] [sig ] Generating forecast for: MLCO [2025-12-02T20:36:29.583189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'. [2025-12-02T20:36:29.594972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLCO'. [2025-12-02T20:36:29.595360] [INFO ] [FORECASTER] Starting predict_future for MLCO [2025-12-02T20:36:29.596216] [DEBUG] [LOCAL ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt [2025-12-02T20:36:29.596268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:29.596301] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:29.596328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:29.596383] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:29.654420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:29.655277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:29.655356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:29.655387] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:29.777434] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:29.777604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:29.777647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:29.777695] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:29.781001] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=75.98%) [2025-12-02T20:36:29.781267] [INFO ] [FORECASTER] Completed predict_future for MLCO [2025-12-02T20:36:29.781385] [INFO ] [sig ] MLCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:29.921084] [INFO ] [LOCAL ] Saved forecast: MLCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MLCO.txt [2025-12-02T20:36:29.921213] [INFO ] [sig ] [2025/3544] Completed MLCO in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:29.921250] [INFO ] [sig ] [2026/3544] Forecasting MLGO... [2025-12-02T20:36:29.921278] [INFO ] [sig ] Generating forecast for: MLGO [2025-12-02T20:36:29.921305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'. [2025-12-02T20:36:29.932998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLGO'. [2025-12-02T20:36:29.933382] [INFO ] [FORECASTER] Starting predict_future for MLGO [2025-12-02T20:36:29.934203] [DEBUG] [LOCAL ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt [2025-12-02T20:36:29.934252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:29.934310] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:29.934336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:29.934391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:29.989442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:29.990371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:29.990457] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:29.990489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:30.111402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:30.111591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:30.111638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:30.111666] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:30.115486] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=49.00%) [2025-12-02T20:36:30.115822] [INFO ] [FORECASTER] Completed predict_future for MLGO [2025-12-02T20:36:30.115965] [INFO ] [sig ] MLGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:30.261539] [INFO ] [LOCAL ] Saved forecast: MLGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MLGO.txt [2025-12-02T20:36:30.261719] [INFO ] [sig ] [2026/3544] Completed MLGO in 0.3s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:30.261767] [INFO ] [sig ] [2027/3544] Forecasting MLI... [2025-12-02T20:36:30.261797] [INFO ] [sig ] Generating forecast for: MLI [2025-12-02T20:36:30.261827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-12-02T20:36:30.273307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLI'. [2025-12-02T20:36:30.273616] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-12-02T20:36:30.274439] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-12-02T20:36:30.274489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:30.274520] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:30.274545] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:30.274617] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:30.333570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:30.334431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:30.334514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:30.334564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:30.465231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:30.465383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:30.465426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:30.465455] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:30.469154] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=44.92%) [2025-12-02T20:36:30.469417] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-12-02T20:36:30.469538] [INFO ] [sig ] MLI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:30.615345] [INFO ] [LOCAL ] Saved forecast: MLI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MLI.txt [2025-12-02T20:36:30.615486] [INFO ] [sig ] [2027/3544] Completed MLI in 0.4s | 2.98 sym/s | Total: 11.3m | ETA: 8.5m [2025-12-02T20:36:30.615525] [INFO ] [sig ] [2028/3544] Forecasting MLKN... [2025-12-02T20:36:30.615555] [INFO ] [sig ] Generating forecast for: MLKN [2025-12-02T20:36:30.615605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'. [2025-12-02T20:36:30.630813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLKN'. [2025-12-02T20:36:30.631127] [INFO ] [FORECASTER] Starting predict_future for MLKN [2025-12-02T20:36:30.631972] [DEBUG] [LOCAL ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt [2025-12-02T20:36:30.632023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:30.632054] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:30.632079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:30.632134] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:30.689345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:30.690054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:30.690135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:30.690166] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:30.810812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:30.810930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:30.810982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:30.811011] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:30.814501] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=86.68%) [2025-12-02T20:36:30.814815] [INFO ] [FORECASTER] Completed predict_future for MLKN [2025-12-02T20:36:30.814972] [INFO ] [sig ] MLKN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:30.955318] [INFO ] [LOCAL ] Saved forecast: MLKN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MLKN.txt [2025-12-02T20:36:30.955444] [INFO ] [sig ] [2028/3544] Completed MLKN in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.5m [2025-12-02T20:36:30.955481] [INFO ] [sig ] [2029/3544] Forecasting MLM... [2025-12-02T20:36:30.955509] [INFO ] [sig ] Generating forecast for: MLM [2025-12-02T20:36:30.955538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-12-02T20:36:30.967099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLM'. [2025-12-02T20:36:30.967397] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-12-02T20:36:30.968215] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-12-02T20:36:30.968263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:30.968292] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:30.968317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:30.968381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:31.024868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:31.025560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:31.025655] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:31.025687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:31.144334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:31.144474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:31.144512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:31.144598] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:31.147958] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=59.95%) [2025-12-02T20:36:31.148220] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-12-02T20:36:31.148341] [INFO ] [sig ] MLM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:31.289210] [INFO ] [LOCAL ] Saved forecast: MLM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MLM.txt [2025-12-02T20:36:31.289389] [INFO ] [sig ] [2029/3544] Completed MLM in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.5m [2025-12-02T20:36:31.289440] [INFO ] [sig ] [2030/3544] Forecasting MLP... [2025-12-02T20:36:31.289478] [INFO ] [sig ] Generating forecast for: MLP [2025-12-02T20:36:31.289515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-12-02T20:36:31.301292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLP'. [2025-12-02T20:36:31.301661] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-12-02T20:36:31.302446] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-12-02T20:36:31.302495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:31.302524] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:31.302549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:31.302628] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:31.357755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:31.358622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:31.358703] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:31.358733] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:31.459221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:31.459371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:31.459409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:31.459436] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:31.462844] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=73.25%) [2025-12-02T20:36:31.463125] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-12-02T20:36:31.463249] [INFO ] [sig ] MLP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:31.604372] [INFO ] [LOCAL ] Saved forecast: MLP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MLP.txt [2025-12-02T20:36:31.604516] [INFO ] [sig ] [2030/3544] Completed MLP in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.5m [2025-12-02T20:36:31.604554] [INFO ] [sig ] [2031/3544] Forecasting MLTX... [2025-12-02T20:36:31.604609] [INFO ] [sig ] Generating forecast for: MLTX [2025-12-02T20:36:31.604640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'. [2025-12-02T20:36:31.616024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLTX'. [2025-12-02T20:36:31.616319] [INFO ] [FORECASTER] Starting predict_future for MLTX [2025-12-02T20:36:31.617080] [DEBUG] [LOCAL ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt [2025-12-02T20:36:31.617149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:31.617180] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:31.617205] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:31.617260] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:31.672400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:31.673146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:31.673226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:31.673258] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:31.792536] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:31.792713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:31.792752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:31.792780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:31.796016] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=92.11%) [2025-12-02T20:36:31.796272] [INFO ] [FORECASTER] Completed predict_future for MLTX [2025-12-02T20:36:31.796388] [INFO ] [sig ] MLTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:31.934273] [INFO ] [LOCAL ] Saved forecast: MLTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MLTX.txt [2025-12-02T20:36:31.934394] [INFO ] [sig ] [2031/3544] Completed MLTX in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.5m [2025-12-02T20:36:31.934431] [INFO ] [sig ] [2032/3544] Forecasting MLYS... [2025-12-02T20:36:31.934459] [INFO ] [sig ] Generating forecast for: MLYS [2025-12-02T20:36:31.934489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'. [2025-12-02T20:36:31.945290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLYS'. [2025-12-02T20:36:31.945560] [INFO ] [FORECASTER] Starting predict_future for MLYS [2025-12-02T20:36:31.946324] [DEBUG] [LOCAL ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt [2025-12-02T20:36:31.946372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:31.946401] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:31.946426] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:31.946480] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:32.001517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:32.002148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:32.002222] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:32.002254] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:32.111605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:32.111762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:32.111802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:32.111829] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:32.115025] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-12-02T20:36:32.115279] [INFO ] [FORECASTER] Completed predict_future for MLYS [2025-12-02T20:36:32.115393] [INFO ] [sig ] MLYS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:32.254116] [INFO ] [LOCAL ] Saved forecast: MLYS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MLYS.txt [2025-12-02T20:36:32.254275] [INFO ] [sig ] [2032/3544] Completed MLYS in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.5m [2025-12-02T20:36:32.254313] [INFO ] [sig ] [2033/3544] Forecasting MMC... [2025-12-02T20:36:32.254341] [INFO ] [sig ] Generating forecast for: MMC [2025-12-02T20:36:32.254370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-12-02T20:36:32.269505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMC'. [2025-12-02T20:36:32.270015] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-12-02T20:36:32.271154] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-12-02T20:36:32.271217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:32.271260] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:32.271298] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:32.271378] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:32.333650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:32.334594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:32.334683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:32.334717] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:32.456550] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:32.456715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:32.456758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:32.456786] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:32.460137] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=63.38%) [2025-12-02T20:36:32.460609] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-12-02T20:36:32.460726] [INFO ] [sig ] MMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:32.599071] [INFO ] [LOCAL ] Saved forecast: MMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MMC.txt [2025-12-02T20:36:32.599213] [INFO ] [sig ] [2033/3544] Completed MMC in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.5m [2025-12-02T20:36:32.599251] [INFO ] [sig ] [2034/3544] Forecasting MMD... [2025-12-02T20:36:32.599280] [INFO ] [sig ] Generating forecast for: MMD [2025-12-02T20:36:32.599309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-12-02T20:36:32.614415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMD'. [2025-12-02T20:36:32.614839] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-12-02T20:36:32.615971] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-12-02T20:36:32.616042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:32.616091] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:32.616136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:32.616223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:32.678258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:32.679059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:32.679146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:32.679177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:32.797005] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:32.797148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:32.797190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:32.797218] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:32.800609] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=28.25%) [2025-12-02T20:36:32.800876] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-12-02T20:36:32.801003] [INFO ] [sig ] MMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:32.942822] [INFO ] [LOCAL ] Saved forecast: MMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MMD.txt [2025-12-02T20:36:32.942937] [INFO ] [sig ] [2034/3544] Completed MMD in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.5m [2025-12-02T20:36:32.942974] [INFO ] [sig ] [2035/3544] Forecasting MMLP... [2025-12-02T20:36:32.943006] [INFO ] [sig ] Generating forecast for: MMLP [2025-12-02T20:36:32.943035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'. [2025-12-02T20:36:32.953333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMLP'. [2025-12-02T20:36:32.953621] [INFO ] [FORECASTER] Starting predict_future for MMLP [2025-12-02T20:36:32.954391] [DEBUG] [LOCAL ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt [2025-12-02T20:36:32.954440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:32.954470] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:32.954496] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:32.954549] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:33.012825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:33.013531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:33.013625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:33.013659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:33.124012] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:33.124128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:33.124165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:33.124192] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:33.127426] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=68.34%) [2025-12-02T20:36:33.127708] [INFO ] [FORECASTER] Completed predict_future for MMLP [2025-12-02T20:36:33.127826] [INFO ] [sig ] MMLP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:33.268912] [INFO ] [LOCAL ] Saved forecast: MMLP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MMLP.txt [2025-12-02T20:36:33.269039] [INFO ] [sig ] [2035/3544] Completed MMLP in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:33.269076] [INFO ] [sig ] [2036/3544] Forecasting MMS... [2025-12-02T20:36:33.269105] [INFO ] [sig ] Generating forecast for: MMS [2025-12-02T20:36:33.269132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-12-02T20:36:33.279968] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMS'. [2025-12-02T20:36:33.280239] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-12-02T20:36:33.280995] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-12-02T20:36:33.281044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:33.281074] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:33.281100] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:33.281154] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:33.336736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:33.337371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:33.337476] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:33.337509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:33.458027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:33.458160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:33.458198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:33.458226] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:33.461485] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=67.43%) [2025-12-02T20:36:33.461798] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-12-02T20:36:33.461932] [INFO ] [sig ] MMS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:33.599650] [INFO ] [LOCAL ] Saved forecast: MMS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MMS.txt [2025-12-02T20:36:33.599766] [INFO ] [sig ] [2036/3544] Completed MMS in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:33.599803] [INFO ] [sig ] [2037/3544] Forecasting MMSI... [2025-12-02T20:36:33.599831] [INFO ] [sig ] Generating forecast for: MMSI [2025-12-02T20:36:33.599859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'. [2025-12-02T20:36:33.610775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMSI'. [2025-12-02T20:36:33.611052] [INFO ] [FORECASTER] Starting predict_future for MMSI [2025-12-02T20:36:33.611826] [DEBUG] [LOCAL ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt [2025-12-02T20:36:33.611874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:33.611904] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:33.611929] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:33.611984] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:33.669658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:33.670260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:33.670337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:33.670369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:33.792272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:33.792419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:33.792459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:33.792486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:33.795886] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=11.44%) [2025-12-02T20:36:33.796155] [INFO ] [FORECASTER] Completed predict_future for MMSI [2025-12-02T20:36:33.796277] [INFO ] [sig ] MMSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:33.940149] [INFO ] [LOCAL ] Saved forecast: MMSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MMSI.txt [2025-12-02T20:36:33.940267] [INFO ] [sig ] [2037/3544] Completed MMSI in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:33.940303] [INFO ] [sig ] [2038/3544] Forecasting MNDO... [2025-12-02T20:36:33.940331] [INFO ] [sig ] Generating forecast for: MNDO [2025-12-02T20:36:33.940359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'. [2025-12-02T20:36:33.950975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDO'. [2025-12-02T20:36:33.951286] [INFO ] [FORECASTER] Starting predict_future for MNDO [2025-12-02T20:36:33.952235] [DEBUG] [LOCAL ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt [2025-12-02T20:36:33.952286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:33.952318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:33.952345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:33.952402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:34.009681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:34.010331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:34.010409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:34.010441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:34.117414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:34.117566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:34.117622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:34.117649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:34.120979] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=10.91%) [2025-12-02T20:36:34.121250] [INFO ] [FORECASTER] Completed predict_future for MNDO [2025-12-02T20:36:34.121374] [INFO ] [sig ] MNDO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:34.259382] [INFO ] [LOCAL ] Saved forecast: MNDO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MNDO.txt [2025-12-02T20:36:34.259501] [INFO ] [sig ] [2038/3544] Completed MNDO in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:34.259538] [INFO ] [sig ] [2039/3544] Forecasting MNDY... [2025-12-02T20:36:34.259566] [INFO ] [sig ] Generating forecast for: MNDY [2025-12-02T20:36:34.259614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'. [2025-12-02T20:36:34.273729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDY'. [2025-12-02T20:36:34.274027] [INFO ] [FORECASTER] Starting predict_future for MNDY [2025-12-02T20:36:34.274787] [DEBUG] [LOCAL ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt [2025-12-02T20:36:34.274835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:34.274866] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:34.274892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:34.274945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:34.331802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:34.332411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:34.332488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:34.332520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:34.454770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:34.454905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:34.454944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:34.454971] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:34.458213] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=88.54%) [2025-12-02T20:36:34.458468] [INFO ] [FORECASTER] Completed predict_future for MNDY [2025-12-02T20:36:34.458603] [INFO ] [sig ] MNDY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:34.596187] [INFO ] [LOCAL ] Saved forecast: MNDY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MNDY.txt [2025-12-02T20:36:34.596329] [INFO ] [sig ] [2039/3544] Completed MNDY in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:34.596365] [INFO ] [sig ] [2040/3544] Forecasting MNKD... [2025-12-02T20:36:34.596393] [INFO ] [sig ] Generating forecast for: MNKD [2025-12-02T20:36:34.596423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'. [2025-12-02T20:36:34.606942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNKD'. [2025-12-02T20:36:34.607210] [INFO ] [FORECASTER] Starting predict_future for MNKD [2025-12-02T20:36:34.608043] [DEBUG] [LOCAL ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt [2025-12-02T20:36:34.608094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:34.608125] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:34.608150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:34.608204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:34.664936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:34.665741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:34.665818] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:34.665851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:34.790583] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:34.790734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:34.790776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:34.790805] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:34.794165] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=13.13%) [2025-12-02T20:36:34.794430] [INFO ] [FORECASTER] Completed predict_future for MNKD [2025-12-02T20:36:34.794552] [INFO ] [sig ] MNKD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:34.934310] [INFO ] [LOCAL ] Saved forecast: MNKD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MNKD.txt [2025-12-02T20:36:34.934425] [INFO ] [sig ] [2040/3544] Completed MNKD in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:34.934461] [INFO ] [sig ] [2041/3544] Forecasting MNRO... [2025-12-02T20:36:34.934489] [INFO ] [sig ] Generating forecast for: MNRO [2025-12-02T20:36:34.934517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'. [2025-12-02T20:36:34.945532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNRO'. [2025-12-02T20:36:34.945838] [INFO ] [FORECASTER] Starting predict_future for MNRO [2025-12-02T20:36:34.946614] [DEBUG] [LOCAL ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt [2025-12-02T20:36:34.946664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:34.946693] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:34.946719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:34.946773] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:35.005908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:35.006745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:35.006833] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:35.006867] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:35.124153] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:35.124275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:35.124313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:35.124340] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:35.127543] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=8.93%) [2025-12-02T20:36:35.127825] [INFO ] [FORECASTER] Completed predict_future for MNRO [2025-12-02T20:36:35.127965] [INFO ] [sig ] MNRO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:35.267959] [INFO ] [LOCAL ] Saved forecast: MNRO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MNRO.txt [2025-12-02T20:36:35.268078] [INFO ] [sig ] [2041/3544] Completed MNRO in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:35.268114] [INFO ] [sig ] [2042/3544] Forecasting MNSO... [2025-12-02T20:36:35.268142] [INFO ] [sig ] Generating forecast for: MNSO [2025-12-02T20:36:35.268169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-12-02T20:36:35.279530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNSO'. [2025-12-02T20:36:35.279845] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-12-02T20:36:35.280676] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-12-02T20:36:35.280738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:35.280772] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:35.280801] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:35.280858] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:35.338975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:35.339633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:35.339713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:35.339745] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:35.458098] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:35.458222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:35.458257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:35.458285] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:35.461480] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=72.20%) [2025-12-02T20:36:35.461763] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-12-02T20:36:35.461885] [INFO ] [sig ] MNSO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:35.598896] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MNSO.txt [2025-12-02T20:36:35.599013] [INFO ] [sig ] [2042/3544] Completed MNSO in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:35.599049] [INFO ] [sig ] [2043/3544] Forecasting MNTK... [2025-12-02T20:36:35.599078] [INFO ] [sig ] Generating forecast for: MNTK [2025-12-02T20:36:35.599106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'. [2025-12-02T20:36:35.609879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNTK'. [2025-12-02T20:36:35.610151] [INFO ] [FORECASTER] Starting predict_future for MNTK [2025-12-02T20:36:35.610933] [DEBUG] [LOCAL ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt [2025-12-02T20:36:35.610981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:35.611037] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:35.611063] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:35.611118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:35.667235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:35.668077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:35.668169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:35.668201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:35.780547] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:35.780706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:35.780744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:35.780771] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:35.783990] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=84.44%) [2025-12-02T20:36:35.784249] [INFO ] [FORECASTER] Completed predict_future for MNTK [2025-12-02T20:36:35.784362] [INFO ] [sig ] MNTK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:35.922172] [INFO ] [LOCAL ] Saved forecast: MNTK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MNTK.txt [2025-12-02T20:36:35.922282] [INFO ] [sig ] [2043/3544] Completed MNTK in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:35.922317] [INFO ] [sig ] [2044/3544] Forecasting MNY... [2025-12-02T20:36:35.922344] [INFO ] [sig ] Generating forecast for: MNY [2025-12-02T20:36:35.922372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'. [2025-12-02T20:36:35.934041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNY'. [2025-12-02T20:36:35.934302] [INFO ] [FORECASTER] Starting predict_future for MNY [2025-12-02T20:36:35.935060] [DEBUG] [LOCAL ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt [2025-12-02T20:36:35.935110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:35.935140] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:35.935165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:35.935220] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:35.990594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:35.991156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:35.991229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:35.991259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:36.104940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:36.105097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:36.105137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:36.105164] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:36.108521] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=50.54%) [2025-12-02T20:36:36.108802] [INFO ] [FORECASTER] Completed predict_future for MNY [2025-12-02T20:36:36.108928] [INFO ] [sig ] MNY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:36.245261] [INFO ] [LOCAL ] Saved forecast: MNY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MNY.txt [2025-12-02T20:36:36.245379] [INFO ] [sig ] [2044/3544] Completed MNY in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:36.245415] [INFO ] [sig ] [2045/3544] Forecasting MOB... [2025-12-02T20:36:36.245444] [INFO ] [sig ] Generating forecast for: MOB [2025-12-02T20:36:36.245473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'. [2025-12-02T20:36:36.256686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOB'. [2025-12-02T20:36:36.256953] [INFO ] [FORECASTER] Starting predict_future for MOB [2025-12-02T20:36:36.257710] [DEBUG] [LOCAL ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt [2025-12-02T20:36:36.257760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:36.257791] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:36.257817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:36.257871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:36.313149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:36.313945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:36.314022] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:36.314053] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:36.430338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:36.430461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:36.430499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:36.430527] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:36.433735] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=63.66%) [2025-12-02T20:36:36.433990] [INFO ] [FORECASTER] Completed predict_future for MOB [2025-12-02T20:36:36.434128] [INFO ] [sig ] MOB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:36.573170] [INFO ] [LOCAL ] Saved forecast: MOB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MOB.txt [2025-12-02T20:36:36.573304] [INFO ] [sig ] [2045/3544] Completed MOB in 0.3s | 2.98 sym/s | Total: 11.4m | ETA: 8.4m [2025-12-02T20:36:36.573347] [INFO ] [sig ] [2046/3544] Forecasting MOD... [2025-12-02T20:36:36.573376] [INFO ] [sig ] Generating forecast for: MOD [2025-12-02T20:36:36.573405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-12-02T20:36:36.585914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOD'. [2025-12-02T20:36:36.586259] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-12-02T20:36:36.587068] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-12-02T20:36:36.587124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:36.587158] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:36.587184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:36.587238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:36.643935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:36.644614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:36.644696] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:36.644735] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:36.768472] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:36.768637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:36.768688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:36.768717] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:36.772146] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-12-02T20:36:36.772413] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-12-02T20:36:36.772538] [INFO ] [sig ] MOD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:36.910282] [INFO ] [LOCAL ] Saved forecast: MOD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MOD.txt [2025-12-02T20:36:36.910402] [INFO ] [sig ] [2046/3544] Completed MOD in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.4m [2025-12-02T20:36:36.910438] [INFO ] [sig ] [2047/3544] Forecasting MODG... [2025-12-02T20:36:36.910465] [INFO ] [sig ] Generating forecast for: MODG [2025-12-02T20:36:36.910492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-12-02T20:36:36.924327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODG'. [2025-12-02T20:36:36.924850] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-12-02T20:36:36.925735] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-12-02T20:36:36.925784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:36.925814] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:36.925839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:36.925893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:36.980611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:36.981590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:36.981681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:36.981711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:37.096935] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:37.097108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:37.097149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:37.097174] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:37.100603] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=9.27%) [2025-12-02T20:36:37.100882] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-12-02T20:36:37.101029] [INFO ] [sig ] MODG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:37.237675] [INFO ] [LOCAL ] Saved forecast: MODG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MODG.txt [2025-12-02T20:36:37.237825] [INFO ] [sig ] [2047/3544] Completed MODG in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.4m [2025-12-02T20:36:37.237862] [INFO ] [sig ] [2048/3544] Forecasting MODL... [2025-12-02T20:36:37.237907] [INFO ] [sig ] Generating forecast for: MODL [2025-12-02T20:36:37.237943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'. [2025-12-02T20:36:37.249767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODL'. [2025-12-02T20:36:37.250154] [INFO ] [FORECASTER] Starting predict_future for MODL [2025-12-02T20:36:37.250953] [DEBUG] [LOCAL ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt [2025-12-02T20:36:37.251002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:37.251032] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:37.251057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:37.251112] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:37.306066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:37.306925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:37.307008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:37.307039] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:37.430461] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:37.430633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:37.430672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:37.430699] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:37.434006] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=21.93%) [2025-12-02T20:36:37.434274] [INFO ] [FORECASTER] Completed predict_future for MODL [2025-12-02T20:36:37.434391] [INFO ] [sig ] MODL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:37.573148] [INFO ] [LOCAL ] Saved forecast: MODL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MODL.txt [2025-12-02T20:36:37.573271] [INFO ] [sig ] [2048/3544] Completed MODL in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.4m [2025-12-02T20:36:37.573306] [INFO ] [sig ] [2049/3544] Forecasting MOFG... [2025-12-02T20:36:37.573333] [INFO ] [sig ] Generating forecast for: MOFG [2025-12-02T20:36:37.573362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'. [2025-12-02T20:36:37.584405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOFG'. [2025-12-02T20:36:37.584690] [INFO ] [FORECASTER] Starting predict_future for MOFG [2025-12-02T20:36:37.585429] [DEBUG] [LOCAL ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt [2025-12-02T20:36:37.585477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:37.585508] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:37.585539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:37.585610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:37.641494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:37.642088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:37.642172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:37.642203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:37.756261] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:37.756415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:37.756474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:37.756502] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:37.759814] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=8.97%) [2025-12-02T20:36:37.760106] [INFO ] [FORECASTER] Completed predict_future for MOFG [2025-12-02T20:36:37.760251] [INFO ] [sig ] MOFG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:37.897194] [INFO ] [LOCAL ] Saved forecast: MOFG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MOFG.txt [2025-12-02T20:36:37.897344] [INFO ] [sig ] [2049/3544] Completed MOFG in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.4m [2025-12-02T20:36:37.897381] [INFO ] [sig ] [2050/3544] Forecasting MOGO... [2025-12-02T20:36:37.897411] [INFO ] [sig ] Generating forecast for: MOGO [2025-12-02T20:36:37.897439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'. [2025-12-02T20:36:37.908125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOGO'. [2025-12-02T20:36:37.908398] [INFO ] [FORECASTER] Starting predict_future for MOGO [2025-12-02T20:36:37.909168] [DEBUG] [LOCAL ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt [2025-12-02T20:36:37.909215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:37.909245] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:37.909271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:37.909325] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:37.963921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:37.964485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:37.964557] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:37.964607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:38.079119] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:38.079255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:38.079293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:38.079321] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:38.082480] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-12-02T20:36:38.082752] [INFO ] [FORECASTER] Completed predict_future for MOGO [2025-12-02T20:36:38.082867] [INFO ] [sig ] MOGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:38.219020] [INFO ] [LOCAL ] Saved forecast: MOGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MOGO.txt [2025-12-02T20:36:38.219149] [INFO ] [sig ] [2050/3544] Completed MOGO in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.4m [2025-12-02T20:36:38.219186] [INFO ] [sig ] [2051/3544] Forecasting MOH... [2025-12-02T20:36:38.219214] [INFO ] [sig ] Generating forecast for: MOH [2025-12-02T20:36:38.219243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-12-02T20:36:38.230183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOH'. [2025-12-02T20:36:38.230453] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-12-02T20:36:38.231213] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-12-02T20:36:38.231261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:38.231292] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:38.231318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:38.231377] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:38.286746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:38.287330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:38.287417] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:38.287449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:38.402306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:38.402430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:38.402469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:38.402495] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:38.405682] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=8.54%) [2025-12-02T20:36:38.405937] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-12-02T20:36:38.406051] [INFO ] [sig ] MOH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:38.543999] [INFO ] [LOCAL ] Saved forecast: MOH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MOH.txt [2025-12-02T20:36:38.544113] [INFO ] [sig ] [2051/3544] Completed MOH in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.4m [2025-12-02T20:36:38.544156] [INFO ] [sig ] [2052/3544] Forecasting MOMO... [2025-12-02T20:36:38.544190] [INFO ] [sig ] Generating forecast for: MOMO [2025-12-02T20:36:38.544224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'. [2025-12-02T20:36:38.555197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOMO'. [2025-12-02T20:36:38.555465] [INFO ] [FORECASTER] Starting predict_future for MOMO [2025-12-02T20:36:38.556224] [DEBUG] [LOCAL ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt [2025-12-02T20:36:38.556272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:38.556302] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:38.556327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:38.556381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:38.612369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:38.612954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:38.613026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:38.613056] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:38.733287] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:38.733382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:38.733422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:38.733449] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:38.736658] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=93.00%) [2025-12-02T20:36:38.736911] [INFO ] [FORECASTER] Completed predict_future for MOMO [2025-12-02T20:36:38.737025] [INFO ] [sig ] MOMO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:38.874784] [INFO ] [LOCAL ] Saved forecast: MOMO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MOMO.txt [2025-12-02T20:36:38.874904] [INFO ] [sig ] [2052/3544] Completed MOMO in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.4m [2025-12-02T20:36:38.874940] [INFO ] [sig ] [2053/3544] Forecasting MORN... [2025-12-02T20:36:38.874968] [INFO ] [sig ] Generating forecast for: MORN [2025-12-02T20:36:38.874996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'. [2025-12-02T20:36:38.885609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MORN'. [2025-12-02T20:36:38.885872] [INFO ] [FORECASTER] Starting predict_future for MORN [2025-12-02T20:36:38.886627] [DEBUG] [LOCAL ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt [2025-12-02T20:36:38.886675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:38.886714] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:38.886741] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:38.886795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:38.941360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:38.941971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:38.942070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:38.942101] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:39.060409] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:39.060542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:39.060596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:39.060625] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:39.063808] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=11.32%) [2025-12-02T20:36:39.064061] [INFO ] [FORECASTER] Completed predict_future for MORN [2025-12-02T20:36:39.064180] [INFO ] [sig ] MORN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:39.200073] [INFO ] [LOCAL ] Saved forecast: MORN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MORN.txt [2025-12-02T20:36:39.200182] [INFO ] [sig ] [2053/3544] Completed MORN in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:39.200217] [INFO ] [sig ] [2054/3544] Forecasting MOS... [2025-12-02T20:36:39.200245] [INFO ] [sig ] Generating forecast for: MOS [2025-12-02T20:36:39.200273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-12-02T20:36:39.211399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOS'. [2025-12-02T20:36:39.211707] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-12-02T20:36:39.212507] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-12-02T20:36:39.212557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:39.212612] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:39.212643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:39.212701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:39.270014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:39.270632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:39.270708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:39.270739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:39.390984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:39.391091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:39.391127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:39.391153] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:39.394227] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=36.46%) [2025-12-02T20:36:39.394486] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-12-02T20:36:39.394616] [INFO ] [sig ] MOS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:39.537560] [INFO ] [LOCAL ] Saved forecast: MOS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MOS.txt [2025-12-02T20:36:39.537691] [INFO ] [sig ] [2054/3544] Completed MOS in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:39.537727] [INFO ] [sig ] [2055/3544] Forecasting MPA... [2025-12-02T20:36:39.537755] [INFO ] [sig ] Generating forecast for: MPA [2025-12-02T20:36:39.537783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-12-02T20:36:39.548515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPA'. [2025-12-02T20:36:39.548816] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-12-02T20:36:39.549613] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-12-02T20:36:39.549661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:39.549697] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:39.549722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:39.549776] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:39.605306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:39.605912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:39.605985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:39.606015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:39.712077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:39.712184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:39.712221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:39.712247] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:39.715331] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=10.03%) [2025-12-02T20:36:39.715601] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-12-02T20:36:39.715716] [INFO ] [sig ] MPA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:39.855146] [INFO ] [LOCAL ] Saved forecast: MPA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MPA.txt [2025-12-02T20:36:39.855261] [INFO ] [sig ] [2055/3544] Completed MPA in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:39.855297] [INFO ] [sig ] [2056/3544] Forecasting MPAA... [2025-12-02T20:36:39.855324] [INFO ] [sig ] Generating forecast for: MPAA [2025-12-02T20:36:39.855352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'. [2025-12-02T20:36:39.866632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPAA'. [2025-12-02T20:36:39.866901] [INFO ] [FORECASTER] Starting predict_future for MPAA [2025-12-02T20:36:39.867689] [DEBUG] [LOCAL ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt [2025-12-02T20:36:39.867738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:39.867770] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:39.867795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:39.867850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:39.925408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:39.926147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:39.926228] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:39.926260] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:40.042983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:40.043093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:40.043129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:40.043160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:40.046216] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=12.77%) [2025-12-02T20:36:40.046465] [INFO ] [FORECASTER] Completed predict_future for MPAA [2025-12-02T20:36:40.046596] [INFO ] [sig ] MPAA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:40.181945] [INFO ] [LOCAL ] Saved forecast: MPAA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MPAA.txt [2025-12-02T20:36:40.182070] [INFO ] [sig ] [2056/3544] Completed MPAA in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:40.182106] [INFO ] [sig ] [2057/3544] Forecasting MPB... [2025-12-02T20:36:40.182140] [INFO ] [sig ] Generating forecast for: MPB [2025-12-02T20:36:40.182170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'. [2025-12-02T20:36:40.192761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPB'. [2025-12-02T20:36:40.193018] [INFO ] [FORECASTER] Starting predict_future for MPB [2025-12-02T20:36:40.193775] [DEBUG] [LOCAL ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt [2025-12-02T20:36:40.193823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:40.193854] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:40.193879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:40.193933] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:40.248799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:40.249366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:40.249438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:40.249468] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:40.364031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:40.364127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:40.364161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:40.364187] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:40.367181] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=53.79%) [2025-12-02T20:36:40.367432] [INFO ] [FORECASTER] Completed predict_future for MPB [2025-12-02T20:36:40.367546] [INFO ] [sig ] MPB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:40.503649] [INFO ] [LOCAL ] Saved forecast: MPB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MPB.txt [2025-12-02T20:36:40.503749] [INFO ] [sig ] [2057/3544] Completed MPB in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:40.503785] [INFO ] [sig ] [2058/3544] Forecasting MPC... [2025-12-02T20:36:40.503812] [INFO ] [sig ] Generating forecast for: MPC [2025-12-02T20:36:40.503840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-12-02T20:36:40.514837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPC'. [2025-12-02T20:36:40.515095] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-12-02T20:36:40.515856] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-12-02T20:36:40.515904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:40.515933] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:40.515959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:40.516013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:40.571548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:40.572127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:40.572201] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:40.572231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:40.689992] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:40.690093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:40.690126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:40.690152] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:40.693163] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=15.24%) [2025-12-02T20:36:40.693410] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-12-02T20:36:40.693522] [INFO ] [sig ] MPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:40.829561] [INFO ] [LOCAL ] Saved forecast: MPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MPC.txt [2025-12-02T20:36:40.829682] [INFO ] [sig ] [2058/3544] Completed MPC in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:40.829716] [INFO ] [sig ] [2059/3544] Forecasting MPX... [2025-12-02T20:36:40.829744] [INFO ] [sig ] Generating forecast for: MPX [2025-12-02T20:36:40.829772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-12-02T20:36:40.840914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPX'. [2025-12-02T20:36:40.841202] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-12-02T20:36:40.841990] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-12-02T20:36:40.842039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:40.842070] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:40.842096] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:40.842151] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:40.899738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:40.900317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:40.900391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:40.900422] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:41.006851] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:41.006952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:41.006987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:41.007013] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:41.010087] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=60.44%) [2025-12-02T20:36:41.010340] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-12-02T20:36:41.010452] [INFO ] [sig ] MPX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:41.145473] [INFO ] [LOCAL ] Saved forecast: MPX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MPX.txt [2025-12-02T20:36:41.145596] [INFO ] [sig ] [2059/3544] Completed MPX in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:41.145634] [INFO ] [sig ] [2060/3544] Forecasting MQ... [2025-12-02T20:36:41.145662] [INFO ] [sig ] Generating forecast for: MQ [2025-12-02T20:36:41.145696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'. [2025-12-02T20:36:41.156379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQ'. [2025-12-02T20:36:41.156653] [INFO ] [FORECASTER] Starting predict_future for MQ [2025-12-02T20:36:41.157385] [DEBUG] [LOCAL ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt [2025-12-02T20:36:41.157432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:41.157487] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:41.157514] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:41.157585] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:41.213033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:41.213616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:41.213690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:41.213721] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:41.328867] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:41.328973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:41.329007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:41.329047] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:41.332143] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=45.93%) [2025-12-02T20:36:41.332400] [INFO ] [FORECASTER] Completed predict_future for MQ [2025-12-02T20:36:41.332515] [INFO ] [sig ] MQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:41.470704] [INFO ] [LOCAL ] Saved forecast: MQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MQ.txt [2025-12-02T20:36:41.470807] [INFO ] [sig ] [2060/3544] Completed MQ in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:41.470842] [INFO ] [sig ] [2061/3544] Forecasting MQY... [2025-12-02T20:36:41.470869] [INFO ] [sig ] Generating forecast for: MQY [2025-12-02T20:36:41.470897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-12-02T20:36:41.482994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQY'. [2025-12-02T20:36:41.483270] [INFO ] [FORECASTER] Starting predict_future for MQY [2025-12-02T20:36:41.484031] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-12-02T20:36:41.484080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:41.484110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:41.484134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:41.484188] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:41.539485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:41.540076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:41.540150] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:41.540180] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:41.659034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:41.659133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:41.659167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:41.659193] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:41.662249] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-12-02T20:36:41.662498] [INFO ] [FORECASTER] Completed predict_future for MQY [2025-12-02T20:36:41.662628] [INFO ] [sig ] MQY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:41.801595] [INFO ] [LOCAL ] Saved forecast: MQY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MQY.txt [2025-12-02T20:36:41.801719] [INFO ] [sig ] [2061/3544] Completed MQY in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:41.801754] [INFO ] [sig ] [2062/3544] Forecasting MRAM... [2025-12-02T20:36:41.801782] [INFO ] [sig ] Generating forecast for: MRAM [2025-12-02T20:36:41.801810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'. [2025-12-02T20:36:41.812456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRAM'. [2025-12-02T20:36:41.812732] [INFO ] [FORECASTER] Starting predict_future for MRAM [2025-12-02T20:36:41.813462] [DEBUG] [LOCAL ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt [2025-12-02T20:36:41.813509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:41.813539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:41.813564] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:41.813638] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:41.868744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:41.869304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:41.869377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:41.869406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:41.986116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:41.986223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:41.986257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:41.986288] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:41.989363] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=69.67%) [2025-12-02T20:36:41.989630] [INFO ] [FORECASTER] Completed predict_future for MRAM [2025-12-02T20:36:41.989744] [INFO ] [sig ] MRAM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:42.124720] [INFO ] [LOCAL ] Saved forecast: MRAM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MRAM.txt [2025-12-02T20:36:42.124824] [INFO ] [sig ] [2062/3544] Completed MRAM in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:42.124859] [INFO ] [sig ] [2063/3544] Forecasting MRBK... [2025-12-02T20:36:42.124887] [INFO ] [sig ] Generating forecast for: MRBK [2025-12-02T20:36:42.124914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'. [2025-12-02T20:36:42.135675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRBK'. [2025-12-02T20:36:42.135932] [INFO ] [FORECASTER] Starting predict_future for MRBK [2025-12-02T20:36:42.136713] [DEBUG] [LOCAL ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt [2025-12-02T20:36:42.136760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:42.136790] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:42.136816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:42.136870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:42.192421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:42.193018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:42.193094] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:42.193125] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:42.312257] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:42.312365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:42.312400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:42.312454] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:42.315658] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=34.64%) [2025-12-02T20:36:42.315927] [INFO ] [FORECASTER] Completed predict_future for MRBK [2025-12-02T20:36:42.316050] [INFO ] [sig ] MRBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:42.456170] [INFO ] [LOCAL ] Saved forecast: MRBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRBK.txt [2025-12-02T20:36:42.456275] [INFO ] [sig ] [2063/3544] Completed MRBK in 0.3s | 2.98 sym/s | Total: 11.5m | ETA: 8.3m [2025-12-02T20:36:42.456310] [INFO ] [sig ] [2064/3544] Forecasting MRCC... [2025-12-02T20:36:42.456337] [INFO ] [sig ] Generating forecast for: MRCC [2025-12-02T20:36:42.456366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'. [2025-12-02T20:36:42.466956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCC'. [2025-12-02T20:36:42.467224] [INFO ] [FORECASTER] Starting predict_future for MRCC [2025-12-02T20:36:42.468164] [DEBUG] [LOCAL ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt [2025-12-02T20:36:42.468212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:42.468247] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:42.468272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:42.468336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:42.523817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:42.524587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:42.524662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:42.524692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:42.644657] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:42.644758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:42.644792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:42.644819] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:42.647841] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=3.56%) [2025-12-02T20:36:42.648107] [INFO ] [FORECASTER] Completed predict_future for MRCC [2025-12-02T20:36:42.648221] [INFO ] [sig ] MRCC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:42.783470] [INFO ] [LOCAL ] Saved forecast: MRCC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRCC.txt [2025-12-02T20:36:42.783586] [INFO ] [sig ] [2064/3544] Completed MRCC in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.3m [2025-12-02T20:36:42.783623] [INFO ] [sig ] [2065/3544] Forecasting MRCY... [2025-12-02T20:36:42.783651] [INFO ] [sig ] Generating forecast for: MRCY [2025-12-02T20:36:42.783678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'. [2025-12-02T20:36:42.794697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCY'. [2025-12-02T20:36:42.794960] [INFO ] [FORECASTER] Starting predict_future for MRCY [2025-12-02T20:36:42.795720] [DEBUG] [LOCAL ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt [2025-12-02T20:36:42.795767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:42.795798] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:42.795823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:42.795877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:42.850352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:42.850923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:42.850997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:42.851027] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:42.972115] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:42.972219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:42.972257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:42.972284] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:42.975491] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=3.03%) [2025-12-02T20:36:42.975759] [INFO ] [FORECASTER] Completed predict_future for MRCY [2025-12-02T20:36:42.975876] [INFO ] [sig ] MRCY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:43.110992] [INFO ] [LOCAL ] Saved forecast: MRCY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRCY.txt [2025-12-02T20:36:43.111094] [INFO ] [sig ] [2065/3544] Completed MRCY in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.3m [2025-12-02T20:36:43.111129] [INFO ] [sig ] [2066/3544] Forecasting MREO... [2025-12-02T20:36:43.111157] [INFO ] [sig ] Generating forecast for: MREO [2025-12-02T20:36:43.111185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'. [2025-12-02T20:36:43.121961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MREO'. [2025-12-02T20:36:43.122226] [INFO ] [FORECASTER] Starting predict_future for MREO [2025-12-02T20:36:43.122987] [DEBUG] [LOCAL ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt [2025-12-02T20:36:43.123046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:43.123077] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:43.123102] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:43.123157] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:43.177343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:43.177936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:43.178010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:43.178040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:43.292991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:43.293090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:43.293127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:43.293153] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:43.296199] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=10.90%) [2025-12-02T20:36:43.296447] [INFO ] [FORECASTER] Completed predict_future for MREO [2025-12-02T20:36:43.296559] [INFO ] [sig ] MREO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:43.431412] [INFO ] [LOCAL ] Saved forecast: MREO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MREO.txt [2025-12-02T20:36:43.431521] [INFO ] [sig ] [2066/3544] Completed MREO in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.3m [2025-12-02T20:36:43.431556] [INFO ] [sig ] [2067/3544] Forecasting MRK... [2025-12-02T20:36:43.431601] [INFO ] [sig ] Generating forecast for: MRK [2025-12-02T20:36:43.431631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'. [2025-12-02T20:36:43.442130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRK'. [2025-12-02T20:36:43.442404] [INFO ] [FORECASTER] Starting predict_future for MRK [2025-12-02T20:36:43.443170] [DEBUG] [LOCAL ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt [2025-12-02T20:36:43.443218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:43.443251] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:43.443277] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:43.443330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:43.498527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:43.499117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:43.499191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:43.499221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:43.620557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:43.620700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:43.620739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:43.620768] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:43.624201] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=6.49%) [2025-12-02T20:36:43.624465] [INFO ] [FORECASTER] Completed predict_future for MRK [2025-12-02T20:36:43.624604] [INFO ] [sig ] MRK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:43.760250] [INFO ] [LOCAL ] Saved forecast: MRK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRK.txt [2025-12-02T20:36:43.760359] [INFO ] [sig ] [2067/3544] Completed MRK in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.3m [2025-12-02T20:36:43.760395] [INFO ] [sig ] [2068/3544] Forecasting MRM... [2025-12-02T20:36:43.760422] [INFO ] [sig ] Generating forecast for: MRM [2025-12-02T20:36:43.760452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'. [2025-12-02T20:36:43.771151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRM'. [2025-12-02T20:36:43.771426] [INFO ] [FORECASTER] Starting predict_future for MRM [2025-12-02T20:36:43.772268] [DEBUG] [LOCAL ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt [2025-12-02T20:36:43.772318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:43.772349] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:43.772374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:43.772429] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:43.828376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:43.828998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:43.829074] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:43.829105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:43.941654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:43.941776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:43.941813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:43.941839] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:43.944981] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=49.74%) [2025-12-02T20:36:43.945230] [INFO ] [FORECASTER] Completed predict_future for MRM [2025-12-02T20:36:43.945342] [INFO ] [sig ] MRM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:44.080916] [INFO ] [LOCAL ] Saved forecast: MRM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRM.txt [2025-12-02T20:36:44.081018] [INFO ] [sig ] [2068/3544] Completed MRM in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.3m [2025-12-02T20:36:44.081053] [INFO ] [sig ] [2069/3544] Forecasting MRNA... [2025-12-02T20:36:44.081082] [INFO ] [sig ] Generating forecast for: MRNA [2025-12-02T20:36:44.081110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'. [2025-12-02T20:36:44.092158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRNA'. [2025-12-02T20:36:44.092446] [INFO ] [FORECASTER] Starting predict_future for MRNA [2025-12-02T20:36:44.093218] [DEBUG] [LOCAL ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt [2025-12-02T20:36:44.093268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:44.093301] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:44.093326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:44.093380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:44.148352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:44.148981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:44.149055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:44.149085] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:44.263673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:44.263776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:44.263810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:44.263836] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:44.266861] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=90.95%) [2025-12-02T20:36:44.267110] [INFO ] [FORECASTER] Completed predict_future for MRNA [2025-12-02T20:36:44.267227] [INFO ] [sig ] MRNA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:44.402170] [INFO ] [LOCAL ] Saved forecast: MRNA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MRNA.txt [2025-12-02T20:36:44.402282] [INFO ] [sig ] [2069/3544] Completed MRNA in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.3m [2025-12-02T20:36:44.402318] [INFO ] [sig ] [2070/3544] Forecasting MRSN... [2025-12-02T20:36:44.402346] [INFO ] [sig ] Generating forecast for: MRSN [2025-12-02T20:36:44.402375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'. [2025-12-02T20:36:44.413342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRSN'. [2025-12-02T20:36:44.413661] [INFO ] [FORECASTER] Starting predict_future for MRSN [2025-12-02T20:36:44.414468] [DEBUG] [LOCAL ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt [2025-12-02T20:36:44.414519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:44.414549] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:44.414600] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:44.414667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:44.470414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:44.471160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:44.471263] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:44.471296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:44.589348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:44.589472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:44.589508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:44.589535] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:44.592706] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=89.66%) [2025-12-02T20:36:44.592958] [INFO ] [FORECASTER] Completed predict_future for MRSN [2025-12-02T20:36:44.593075] [INFO ] [sig ] MRSN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:44.728488] [INFO ] [LOCAL ] Saved forecast: MRSN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MRSN.txt [2025-12-02T20:36:44.728625] [INFO ] [sig ] [2070/3544] Completed MRSN in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:44.728666] [INFO ] [sig ] [2071/3544] Forecasting MRTN... [2025-12-02T20:36:44.728695] [INFO ] [sig ] Generating forecast for: MRTN [2025-12-02T20:36:44.728728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'. [2025-12-02T20:36:44.741058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRTN'. [2025-12-02T20:36:44.741362] [INFO ] [FORECASTER] Starting predict_future for MRTN [2025-12-02T20:36:44.742288] [DEBUG] [LOCAL ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt [2025-12-02T20:36:44.742338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:44.742369] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:44.742394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:44.742449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:44.798890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:44.799596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:44.799671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:44.799702] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:44.913087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:44.913219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:44.913256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:44.913282] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:44.916517] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=22.06%) [2025-12-02T20:36:44.916813] [INFO ] [FORECASTER] Completed predict_future for MRTN [2025-12-02T20:36:44.916936] [INFO ] [sig ] MRTN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:45.056446] [INFO ] [LOCAL ] Saved forecast: MRTN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRTN.txt [2025-12-02T20:36:45.056556] [INFO ] [sig ] [2071/3544] Completed MRTN in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:45.056609] [INFO ] [sig ] [2072/3544] Forecasting MRUS... [2025-12-02T20:36:45.056638] [INFO ] [sig ] Generating forecast for: MRUS [2025-12-02T20:36:45.056666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'. [2025-12-02T20:36:45.067665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRUS'. [2025-12-02T20:36:45.070789] [INFO ] [FORECASTER] Starting predict_future for MRUS [2025-12-02T20:36:45.071555] [DEBUG] [LOCAL ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt [2025-12-02T20:36:45.071618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:45.071649] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:45.071674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:45.071729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:45.127064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:45.127666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:45.127742] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:45.127772] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:45.245237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:45.245370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:45.245409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:45.245436] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:45.248888] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=57.64%) [2025-12-02T20:36:45.249159] [INFO ] [FORECASTER] Completed predict_future for MRUS [2025-12-02T20:36:45.249285] [INFO ] [sig ] MRUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:45.387817] [INFO ] [LOCAL ] Saved forecast: MRUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MRUS.txt [2025-12-02T20:36:45.387964] [INFO ] [sig ] [2072/3544] Completed MRUS in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:45.388005] [INFO ] [sig ] [2073/3544] Forecasting MRVI... [2025-12-02T20:36:45.388034] [INFO ] [sig ] Generating forecast for: MRVI [2025-12-02T20:36:45.388064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'. [2025-12-02T20:36:45.399065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVI'. [2025-12-02T20:36:45.399366] [INFO ] [FORECASTER] Starting predict_future for MRVI [2025-12-02T20:36:45.400137] [DEBUG] [LOCAL ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt [2025-12-02T20:36:45.400185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:45.400217] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:45.400243] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:45.400302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:45.454744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:45.455338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:45.455411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:45.455441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:45.577100] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:45.577246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:45.577282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:45.577310] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:45.580484] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=79.11%) [2025-12-02T20:36:45.580763] [INFO ] [FORECASTER] Completed predict_future for MRVI [2025-12-02T20:36:45.580888] [INFO ] [sig ] MRVI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:45.716412] [INFO ] [LOCAL ] Saved forecast: MRVI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MRVI.txt [2025-12-02T20:36:45.716561] [INFO ] [sig ] [2073/3544] Completed MRVI in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:45.716616] [INFO ] [sig ] [2074/3544] Forecasting MRVL... [2025-12-02T20:36:45.716646] [INFO ] [sig ] Generating forecast for: MRVL [2025-12-02T20:36:45.716675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'. [2025-12-02T20:36:45.727369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVL'. [2025-12-02T20:36:45.727668] [INFO ] [FORECASTER] Starting predict_future for MRVL [2025-12-02T20:36:45.728466] [DEBUG] [LOCAL ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt [2025-12-02T20:36:45.728515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:45.728545] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:45.728585] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:45.728643] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:45.784362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:45.784986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:45.785064] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:45.785096] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:45.901546] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:45.901684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:45.901722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:45.901749] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:45.904947] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: DOWN (p=1.68%) [2025-12-02T20:36:45.905209] [INFO ] [FORECASTER] Completed predict_future for MRVL [2025-12-02T20:36:45.905334] [INFO ] [sig ] MRVL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:46.041553] [INFO ] [LOCAL ] Saved forecast: MRVL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRVL.txt [2025-12-02T20:36:46.041703] [INFO ] [sig ] [2074/3544] Completed MRVL in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:46.041742] [INFO ] [sig ] [2075/3544] Forecasting MRX... [2025-12-02T20:36:46.041771] [INFO ] [sig ] Generating forecast for: MRX [2025-12-02T20:36:46.041801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'. [2025-12-02T20:36:46.052992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRX'. [2025-12-02T20:36:46.053345] [INFO ] [FORECASTER] Starting predict_future for MRX [2025-12-02T20:36:46.054171] [DEBUG] [LOCAL ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt [2025-12-02T20:36:46.054222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:46.054253] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:46.054280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:46.054339] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:46.110418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:46.111044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:46.111119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:46.111152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:46.237974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:46.238124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:46.238166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:46.238195] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:46.241550] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=42.91%) [2025-12-02T20:36:46.241844] [INFO ] [FORECASTER] Completed predict_future for MRX [2025-12-02T20:36:46.241968] [INFO ] [sig ] MRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:46.379128] [INFO ] [LOCAL ] Saved forecast: MRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MRX.txt [2025-12-02T20:36:46.379273] [INFO ] [sig ] [2075/3544] Completed MRX in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:46.379314] [INFO ] [sig ] [2076/3544] Forecasting MS... [2025-12-02T20:36:46.379342] [INFO ] [sig ] Generating forecast for: MS [2025-12-02T20:36:46.379372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'. [2025-12-02T20:36:46.391068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MS'. [2025-12-02T20:36:46.391449] [INFO ] [FORECASTER] Starting predict_future for MS [2025-12-02T20:36:46.392258] [DEBUG] [LOCAL ] No optimal features file found for MS: ./output/feature-sets/MS.txt [2025-12-02T20:36:46.392309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:46.392341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:46.392367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:46.392423] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:46.448987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:46.449749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:46.449826] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:46.449857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:46.575620] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:46.575755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:46.575793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:46.575828] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:46.579019] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=3.39%) [2025-12-02T20:36:46.579275] [INFO ] [FORECASTER] Completed predict_future for MS [2025-12-02T20:36:46.579393] [INFO ] [sig ] MS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:46.717242] [INFO ] [LOCAL ] Saved forecast: MS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MS.txt [2025-12-02T20:36:46.717357] [INFO ] [sig ] [2076/3544] Completed MS in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:46.717392] [INFO ] [sig ] [2077/3544] Forecasting MSA... [2025-12-02T20:36:46.717419] [INFO ] [sig ] Generating forecast for: MSA [2025-12-02T20:36:46.717448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-12-02T20:36:46.729219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSA'. [2025-12-02T20:36:46.729511] [INFO ] [FORECASTER] Starting predict_future for MSA [2025-12-02T20:36:46.730341] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-12-02T20:36:46.730391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:46.730462] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:46.730492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:46.730550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:46.788056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:46.788707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:46.788784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:46.788815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:46.909846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:46.910004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:46.910046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:46.910073] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:46.913880] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=28.49%) [2025-12-02T20:36:46.914261] [INFO ] [FORECASTER] Completed predict_future for MSA [2025-12-02T20:36:46.914406] [INFO ] [sig ] MSA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:47.051505] [INFO ] [LOCAL ] Saved forecast: MSA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSA.txt [2025-12-02T20:36:47.051650] [INFO ] [sig ] [2077/3544] Completed MSA in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:47.051689] [INFO ] [sig ] [2078/3544] Forecasting MSB... [2025-12-02T20:36:47.051717] [INFO ] [sig ] Generating forecast for: MSB [2025-12-02T20:36:47.051746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-12-02T20:36:47.062929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSB'. [2025-12-02T20:36:47.063238] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-12-02T20:36:47.064073] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-12-02T20:36:47.064123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:47.064155] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:47.064182] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:47.064240] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:47.122432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:47.123413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:47.123513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:47.123555] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:47.248465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:47.248646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:47.248689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:47.248717] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:47.252071] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=5.48%) [2025-12-02T20:36:47.252335] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-12-02T20:36:47.252456] [INFO ] [sig ] MSB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:47.388619] [INFO ] [LOCAL ] Saved forecast: MSB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSB.txt [2025-12-02T20:36:47.388742] [INFO ] [sig ] [2078/3544] Completed MSB in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:47.388779] [INFO ] [sig ] [2079/3544] Forecasting MSBI... [2025-12-02T20:36:47.388810] [INFO ] [sig ] Generating forecast for: MSBI [2025-12-02T20:36:47.388840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'. [2025-12-02T20:36:47.399954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSBI'. [2025-12-02T20:36:47.400256] [INFO ] [FORECASTER] Starting predict_future for MSBI [2025-12-02T20:36:47.401031] [DEBUG] [LOCAL ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt [2025-12-02T20:36:47.401079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:47.401110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:47.401135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:47.401189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:47.456889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:47.457531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:47.457623] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:47.457655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:47.576773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:47.576920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:47.576959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:47.576986] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:47.580213] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=32.17%) [2025-12-02T20:36:47.580465] [INFO ] [FORECASTER] Completed predict_future for MSBI [2025-12-02T20:36:47.580595] [INFO ] [sig ] MSBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:47.716738] [INFO ] [LOCAL ] Saved forecast: MSBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSBI.txt [2025-12-02T20:36:47.716862] [INFO ] [sig ] [2079/3544] Completed MSBI in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:47.716897] [INFO ] [sig ] [2080/3544] Forecasting MSCI... [2025-12-02T20:36:47.716925] [INFO ] [sig ] Generating forecast for: MSCI [2025-12-02T20:36:47.716954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-12-02T20:36:47.728070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSCI'. [2025-12-02T20:36:47.728341] [INFO ] [FORECASTER] Starting predict_future for MSCI [2025-12-02T20:36:47.729101] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-12-02T20:36:47.729149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:47.729178] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:47.729202] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:47.729256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:47.784304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:47.785039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:47.785115] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:47.785146] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:47.910565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:47.910741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:47.910783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:47.910843] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:47.914342] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=92.19%) [2025-12-02T20:36:47.914636] [INFO ] [FORECASTER] Completed predict_future for MSCI [2025-12-02T20:36:47.914764] [INFO ] [sig ] MSCI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:48.055312] [INFO ] [LOCAL ] Saved forecast: MSCI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MSCI.txt [2025-12-02T20:36:48.055450] [INFO ] [sig ] [2080/3544] Completed MSCI in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:48.055496] [INFO ] [sig ] [2081/3544] Forecasting MSD... [2025-12-02T20:36:48.055525] [INFO ] [sig ] Generating forecast for: MSD [2025-12-02T20:36:48.055555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-12-02T20:36:48.066807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSD'. [2025-12-02T20:36:48.067074] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-12-02T20:36:48.067850] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-12-02T20:36:48.067917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:48.067951] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:48.067977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:48.068032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:48.125416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:48.126147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:48.126224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:48.126255] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:48.244498] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:48.244655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:48.244694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:48.244721] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:48.247987] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=15.77%) [2025-12-02T20:36:48.248258] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-12-02T20:36:48.248388] [INFO ] [sig ] MSD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:48.391807] [INFO ] [LOCAL ] Saved forecast: MSD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSD.txt [2025-12-02T20:36:48.391958] [INFO ] [sig ] [2081/3544] Completed MSD in 0.3s | 2.98 sym/s | Total: 11.6m | ETA: 8.2m [2025-12-02T20:36:48.391995] [INFO ] [sig ] [2082/3544] Forecasting MSEX... [2025-12-02T20:36:48.392022] [INFO ] [sig ] Generating forecast for: MSEX [2025-12-02T20:36:48.392051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'. [2025-12-02T20:36:48.403868] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSEX'. [2025-12-02T20:36:48.404196] [INFO ] [FORECASTER] Starting predict_future for MSEX [2025-12-02T20:36:48.404988] [DEBUG] [LOCAL ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt [2025-12-02T20:36:48.405036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:48.405065] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:48.405090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:48.405145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:48.459480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:48.460313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:48.460390] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:48.460420] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:48.579512] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:48.579682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:48.579724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:48.579751] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:48.583041] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=8.71%) [2025-12-02T20:36:48.583302] [INFO ] [FORECASTER] Completed predict_future for MSEX [2025-12-02T20:36:48.583439] [INFO ] [sig ] MSEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:48.725703] [INFO ] [LOCAL ] Saved forecast: MSEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSEX.txt [2025-12-02T20:36:48.725858] [INFO ] [sig ] [2082/3544] Completed MSEX in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.2m [2025-12-02T20:36:48.725897] [INFO ] [sig ] [2083/3544] Forecasting MSFD... [2025-12-02T20:36:48.725926] [INFO ] [sig ] Generating forecast for: MSFD [2025-12-02T20:36:48.725956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'. [2025-12-02T20:36:48.738111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFD'. [2025-12-02T20:36:48.738434] [INFO ] [FORECASTER] Starting predict_future for MSFD [2025-12-02T20:36:48.739244] [DEBUG] [LOCAL ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt [2025-12-02T20:36:48.739293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:48.739322] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:48.739350] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:48.739404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:48.798012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:48.798771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:48.798853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:48.798885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:48.917711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:48.917863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:48.917918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:48.917945] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:48.921168] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=2.50%) [2025-12-02T20:36:48.921428] [INFO ] [FORECASTER] Completed predict_future for MSFD [2025-12-02T20:36:48.921547] [INFO ] [sig ] MSFD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:49.061633] [INFO ] [LOCAL ] Saved forecast: MSFD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSFD.txt [2025-12-02T20:36:49.061773] [INFO ] [sig ] [2083/3544] Completed MSFD in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.2m [2025-12-02T20:36:49.061811] [INFO ] [sig ] [2084/3544] Forecasting MSFL... [2025-12-02T20:36:49.061839] [INFO ] [sig ] Generating forecast for: MSFL [2025-12-02T20:36:49.061868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'. [2025-12-02T20:36:49.073163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFL'. [2025-12-02T20:36:49.073480] [INFO ] [FORECASTER] Starting predict_future for MSFL [2025-12-02T20:36:49.074316] [DEBUG] [LOCAL ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt [2025-12-02T20:36:49.074367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:49.074401] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:49.074429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:49.074486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:49.131523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:49.132202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:49.132281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:49.132314] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:49.251835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:49.251979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:49.252021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:49.252069] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:49.255456] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=85.27%) [2025-12-02T20:36:49.255744] [INFO ] [FORECASTER] Completed predict_future for MSFL [2025-12-02T20:36:49.255867] [INFO ] [sig ] MSFL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:49.397163] [INFO ] [LOCAL ] Saved forecast: MSFL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MSFL.txt [2025-12-02T20:36:49.397292] [INFO ] [sig ] [2084/3544] Completed MSFL in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.2m [2025-12-02T20:36:49.397328] [INFO ] [sig ] [2085/3544] Forecasting MSGE... [2025-12-02T20:36:49.397356] [INFO ] [sig ] Generating forecast for: MSGE [2025-12-02T20:36:49.397386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-12-02T20:36:49.409146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGE'. [2025-12-02T20:36:49.409441] [INFO ] [FORECASTER] Starting predict_future for MSGE [2025-12-02T20:36:49.410241] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-12-02T20:36:49.410292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:49.410324] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:49.410351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:49.410414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:49.467331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:49.468004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:49.468081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:49.468114] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:49.589936] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:49.590094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:49.590138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:49.590166] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:49.593589] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=74.85%) [2025-12-02T20:36:49.593865] [INFO ] [FORECASTER] Completed predict_future for MSGE [2025-12-02T20:36:49.593989] [INFO ] [sig ] MSGE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:49.736971] [INFO ] [LOCAL ] Saved forecast: MSGE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MSGE.txt [2025-12-02T20:36:49.737119] [INFO ] [sig ] [2085/3544] Completed MSGE in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.2m [2025-12-02T20:36:49.737184] [INFO ] [sig ] [2086/3544] Forecasting MSGM... [2025-12-02T20:36:49.737224] [INFO ] [sig ] Generating forecast for: MSGM [2025-12-02T20:36:49.737257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'. [2025-12-02T20:36:49.749138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGM'. [2025-12-02T20:36:49.749480] [INFO ] [FORECASTER] Starting predict_future for MSGM [2025-12-02T20:36:49.750266] [DEBUG] [LOCAL ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt [2025-12-02T20:36:49.750315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:49.750346] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:49.750371] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:49.750425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:49.805175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:49.805825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:49.805916] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:49.805947] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:49.917307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:49.917455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:49.917493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:49.917519] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:49.920751] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=7.16%) [2025-12-02T20:36:49.921004] [INFO ] [FORECASTER] Completed predict_future for MSGM [2025-12-02T20:36:49.921121] [INFO ] [sig ] MSGM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:50.060086] [INFO ] [LOCAL ] Saved forecast: MSGM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSGM.txt [2025-12-02T20:36:50.060224] [INFO ] [sig ] [2086/3544] Completed MSGM in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.2m [2025-12-02T20:36:50.060266] [INFO ] [sig ] [2087/3544] Forecasting MSGS... [2025-12-02T20:36:50.060294] [INFO ] [sig ] Generating forecast for: MSGS [2025-12-02T20:36:50.060323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-12-02T20:36:50.071705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGS'. [2025-12-02T20:36:50.071985] [INFO ] [FORECASTER] Starting predict_future for MSGS [2025-12-02T20:36:50.072748] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-12-02T20:36:50.072796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:50.072826] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:50.072853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:50.072907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:50.128136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:50.128790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:50.128892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:50.128924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:50.244382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:50.244534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:50.244589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:50.244620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:50.247851] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=62.62%) [2025-12-02T20:36:50.248125] [INFO ] [FORECASTER] Completed predict_future for MSGS [2025-12-02T20:36:50.248245] [INFO ] [sig ] MSGS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:50.385202] [INFO ] [LOCAL ] Saved forecast: MSGS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MSGS.txt [2025-12-02T20:36:50.385320] [INFO ] [sig ] [2087/3544] Completed MSGS in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.2m [2025-12-02T20:36:50.385356] [INFO ] [sig ] [2088/3544] Forecasting MSI... [2025-12-02T20:36:50.385391] [INFO ] [sig ] Generating forecast for: MSI [2025-12-02T20:36:50.385425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'. [2025-12-02T20:36:50.396330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSI'. [2025-12-02T20:36:50.396634] [INFO ] [FORECASTER] Starting predict_future for MSI [2025-12-02T20:36:50.397373] [DEBUG] [LOCAL ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt [2025-12-02T20:36:50.397422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:50.397462] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:50.397489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:50.397543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:50.453905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:50.454550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:50.454644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:50.454677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:50.575500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:50.575681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:50.575723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:50.575751] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:50.579056] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=22.79%) [2025-12-02T20:36:50.579318] [INFO ] [FORECASTER] Completed predict_future for MSI [2025-12-02T20:36:50.579459] [INFO ] [sig ] MSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:50.721427] [INFO ] [LOCAL ] Saved forecast: MSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSI.txt [2025-12-02T20:36:50.721546] [INFO ] [sig ] [2088/3544] Completed MSI in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:50.721602] [INFO ] [sig ] [2089/3544] Forecasting MSM... [2025-12-02T20:36:50.721633] [INFO ] [sig ] Generating forecast for: MSM [2025-12-02T20:36:50.721662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-12-02T20:36:50.732831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSM'. [2025-12-02T20:36:50.733150] [INFO ] [FORECASTER] Starting predict_future for MSM [2025-12-02T20:36:50.733939] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-12-02T20:36:50.733987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:50.734017] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:50.734042] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:50.734096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:50.793913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:50.794669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:50.794750] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:50.794783] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:50.910165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:50.910302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:50.910343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:50.910371] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:50.913625] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-12-02T20:36:50.913891] [INFO ] [FORECASTER] Completed predict_future for MSM [2025-12-02T20:36:50.914015] [INFO ] [sig ] MSM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:51.051976] [INFO ] [LOCAL ] Saved forecast: MSM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSM.txt [2025-12-02T20:36:51.052096] [INFO ] [sig ] [2089/3544] Completed MSM in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:51.052133] [INFO ] [sig ] [2090/3544] Forecasting MSTX... [2025-12-02T20:36:51.052162] [INFO ] [sig ] Generating forecast for: MSTX [2025-12-02T20:36:51.052192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'. [2025-12-02T20:36:51.063911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSTX'. [2025-12-02T20:36:51.064248] [INFO ] [FORECASTER] Starting predict_future for MSTX [2025-12-02T20:36:51.065053] [DEBUG] [LOCAL ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt [2025-12-02T20:36:51.065103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:51.065136] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:51.065163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:51.065219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:51.120524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:51.121133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:51.121206] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:51.121236] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:51.240851] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:51.240989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:51.241028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:51.241056] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:51.244335] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=35.91%) [2025-12-02T20:36:51.244619] [INFO ] [FORECASTER] Completed predict_future for MSTX [2025-12-02T20:36:51.244740] [INFO ] [sig ] MSTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:51.383133] [INFO ] [LOCAL ] Saved forecast: MSTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MSTX.txt [2025-12-02T20:36:51.383286] [INFO ] [sig ] [2090/3544] Completed MSTX in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:51.383324] [INFO ] [sig ] [2091/3544] Forecasting MTB... [2025-12-02T20:36:51.383353] [INFO ] [sig ] Generating forecast for: MTB [2025-12-02T20:36:51.383384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-12-02T20:36:51.396194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTB'. [2025-12-02T20:36:51.396670] [INFO ] [FORECASTER] Starting predict_future for MTB [2025-12-02T20:36:51.397484] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-12-02T20:36:51.397544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:51.397594] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:51.397622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:51.397677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:51.456503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:51.457287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:51.457366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:51.457398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:51.579024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:51.579167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:51.579208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:51.579237] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:51.582671] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=85.90%) [2025-12-02T20:36:51.582937] [INFO ] [FORECASTER] Completed predict_future for MTB [2025-12-02T20:36:51.583058] [INFO ] [sig ] MTB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:51.719735] [INFO ] [LOCAL ] Saved forecast: MTB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MTB.txt [2025-12-02T20:36:51.719856] [INFO ] [sig ] [2091/3544] Completed MTB in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:51.719892] [INFO ] [sig ] [2092/3544] Forecasting MTCH... [2025-12-02T20:36:51.719928] [INFO ] [sig ] Generating forecast for: MTCH [2025-12-02T20:36:51.719957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'. [2025-12-02T20:36:51.731039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTCH'. [2025-12-02T20:36:51.731323] [INFO ] [FORECASTER] Starting predict_future for MTCH [2025-12-02T20:36:51.732164] [DEBUG] [LOCAL ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt [2025-12-02T20:36:51.732214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:51.732245] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:51.732271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:51.732326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:51.788527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:51.789170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:51.789249] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:51.789281] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:51.909638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:51.909790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:51.909830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:51.909856] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:51.913146] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=68.48%) [2025-12-02T20:36:51.913400] [INFO ] [FORECASTER] Completed predict_future for MTCH [2025-12-02T20:36:51.913520] [INFO ] [sig ] MTCH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:52.057891] [INFO ] [LOCAL ] Saved forecast: MTCH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MTCH.txt [2025-12-02T20:36:52.058019] [INFO ] [sig ] [2092/3544] Completed MTCH in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:52.058055] [INFO ] [sig ] [2093/3544] Forecasting MTD... [2025-12-02T20:36:52.058083] [INFO ] [sig ] Generating forecast for: MTD [2025-12-02T20:36:52.058111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-12-02T20:36:52.069533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTD'. [2025-12-02T20:36:52.069849] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-12-02T20:36:52.070642] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-12-02T20:36:52.070693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:52.070725] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:52.070752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:52.070809] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:52.126044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:52.126651] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:52.126724] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:52.126754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:52.252007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:52.252158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:52.252199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:52.252228] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:52.255514] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=3.27%) [2025-12-02T20:36:52.255798] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-12-02T20:36:52.255921] [INFO ] [sig ] MTD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:52.399279] [INFO ] [LOCAL ] Saved forecast: MTD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MTD.txt [2025-12-02T20:36:52.399482] [INFO ] [sig ] [2093/3544] Completed MTD in 0.3s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:52.399532] [INFO ] [sig ] [2094/3544] Forecasting MTEN... [2025-12-02T20:36:52.399563] [INFO ] [sig ] Generating forecast for: MTEN [2025-12-02T20:36:52.399614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'. [2025-12-02T20:36:52.411446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTEN'. [2025-12-02T20:36:52.411881] [INFO ] [FORECASTER] Starting predict_future for MTEN [2025-12-02T20:36:52.412747] [DEBUG] [LOCAL ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt [2025-12-02T20:36:52.412800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:52.412866] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:52.412904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:52.412983] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:52.471029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:52.471922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:52.472010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:52.472043] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:52.606141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:52.606316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:52.606362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:52.606398] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:52.610028] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=8.43%) [2025-12-02T20:36:52.610328] [INFO ] [FORECASTER] Completed predict_future for MTEN [2025-12-02T20:36:52.610475] [INFO ] [sig ] MTEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:52.829260] [INFO ] [LOCAL ] Saved forecast: MTEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MTEN.txt [2025-12-02T20:36:52.829466] [INFO ] [sig ] [2094/3544] Completed MTEN in 0.4s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:52.829527] [INFO ] [sig ] [2095/3544] Forecasting MTG... [2025-12-02T20:36:52.829592] [INFO ] [sig ] Generating forecast for: MTG [2025-12-02T20:36:52.829641] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-12-02T20:36:52.842487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTG'. [2025-12-02T20:36:52.842961] [INFO ] [FORECASTER] Starting predict_future for MTG [2025-12-02T20:36:52.843884] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-12-02T20:36:52.843943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:52.843983] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:52.844015] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:52.844090] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:52.903042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:52.903934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:52.904015] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:52.904047] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:53.022204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:53.022366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:53.022418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:53.022477] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:53.025990] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=65.40%) [2025-12-02T20:36:53.026298] [INFO ] [FORECASTER] Completed predict_future for MTG [2025-12-02T20:36:53.026436] [INFO ] [sig ] MTG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:53.183449] [INFO ] [LOCAL ] Saved forecast: MTG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MTG.txt [2025-12-02T20:36:53.183633] [INFO ] [sig ] [2095/3544] Completed MTG in 0.4s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:53.183676] [INFO ] [sig ] [2096/3544] Forecasting MTH... [2025-12-02T20:36:53.183706] [INFO ] [sig ] Generating forecast for: MTH [2025-12-02T20:36:53.183736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-12-02T20:36:53.195682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTH'. [2025-12-02T20:36:53.196091] [INFO ] [FORECASTER] Starting predict_future for MTH [2025-12-02T20:36:53.196966] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-12-02T20:36:53.197020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:53.197056] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:53.197083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:53.197140] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:53.253630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:53.254539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:53.254648] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:53.254682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:53.381405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:53.381563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:53.381625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:53.381654] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:53.386069] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=51.32%) [2025-12-02T20:36:53.386459] [INFO ] [FORECASTER] Completed predict_future for MTH [2025-12-02T20:36:53.386651] [INFO ] [sig ] MTH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:53.534248] [INFO ] [LOCAL ] Saved forecast: MTH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MTH.txt [2025-12-02T20:36:53.534460] [INFO ] [sig ] [2096/3544] Completed MTH in 0.4s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:53.534521] [INFO ] [sig ] [2097/3544] Forecasting MTLS... [2025-12-02T20:36:53.534566] [INFO ] [sig ] Generating forecast for: MTLS [2025-12-02T20:36:53.534641] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'. [2025-12-02T20:36:53.550395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTLS'. [2025-12-02T20:36:53.550912] [INFO ] [FORECASTER] Starting predict_future for MTLS [2025-12-02T20:36:53.552029] [DEBUG] [LOCAL ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt [2025-12-02T20:36:53.552097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:53.552148] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:53.552191] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:53.552281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:53.619062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:53.619985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:53.620072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:53.620105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:53.744907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:53.745085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:53.745127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:53.745215] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:53.748830] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=29.62%) [2025-12-02T20:36:53.749182] [INFO ] [FORECASTER] Completed predict_future for MTLS [2025-12-02T20:36:53.749334] [INFO ] [sig ] MTLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:53.906476] [INFO ] [LOCAL ] Saved forecast: MTLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MTLS.txt [2025-12-02T20:36:53.906657] [INFO ] [sig ] [2097/3544] Completed MTLS in 0.4s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:53.906698] [INFO ] [sig ] [2098/3544] Forecasting MTN... [2025-12-02T20:36:53.906726] [INFO ] [sig ] Generating forecast for: MTN [2025-12-02T20:36:53.906755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-12-02T20:36:53.922013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTN'. [2025-12-02T20:36:53.922478] [INFO ] [FORECASTER] Starting predict_future for MTN [2025-12-02T20:36:53.923594] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-12-02T20:36:53.923661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:53.923704] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:53.923739] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:53.923819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:53.985597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:53.986437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:53.986519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:53.986551] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:54.117356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:54.117524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:54.117569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:54.117636] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:54.121119] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=18.66%) [2025-12-02T20:36:54.121390] [INFO ] [FORECASTER] Completed predict_future for MTN [2025-12-02T20:36:54.121516] [INFO ] [sig ] MTN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:54.269080] [INFO ] [LOCAL ] Saved forecast: MTN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MTN.txt [2025-12-02T20:36:54.269238] [INFO ] [sig ] [2098/3544] Completed MTN in 0.4s | 2.98 sym/s | Total: 11.7m | ETA: 8.1m [2025-12-02T20:36:54.269278] [INFO ] [sig ] [2099/3544] Forecasting MTRN... [2025-12-02T20:36:54.269309] [INFO ] [sig ] Generating forecast for: MTRN [2025-12-02T20:36:54.269339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-12-02T20:36:54.281604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRN'. [2025-12-02T20:36:54.282001] [INFO ] [FORECASTER] Starting predict_future for MTRN [2025-12-02T20:36:54.282882] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-12-02T20:36:54.282934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:54.282966] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:54.282992] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:54.283064] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:54.353136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:54.354348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:54.354446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:54.354490] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:54.487235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:54.487387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:54.487429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:54.487457] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:54.491120] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=25.66%) [2025-12-02T20:36:54.491395] [INFO ] [FORECASTER] Completed predict_future for MTRN [2025-12-02T20:36:54.491518] [INFO ] [sig ] MTRN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:54.635702] [INFO ] [LOCAL ] Saved forecast: MTRN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MTRN.txt [2025-12-02T20:36:54.636857] [INFO ] [sig ] [2099/3544] Completed MTRN in 0.4s | 2.98 sym/s | Total: 11.8m | ETA: 8.1m [2025-12-02T20:36:54.636899] [INFO ] [sig ] [2100/3544] Forecasting MTRX... [2025-12-02T20:36:54.636928] [INFO ] [sig ] Generating forecast for: MTRX [2025-12-02T20:36:54.636957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'. [2025-12-02T20:36:54.648927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRX'. [2025-12-02T20:36:54.649244] [INFO ] [FORECASTER] Starting predict_future for MTRX [2025-12-02T20:36:54.650022] [DEBUG] [LOCAL ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt [2025-12-02T20:36:54.650070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:54.650100] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:54.650125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:54.650180] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:54.706232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:54.706879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:54.706955] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:54.706986] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:54.827787] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:54.827945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:54.827985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:54.828012] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:54.831245] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=24.77%) [2025-12-02T20:36:54.831503] [INFO ] [FORECASTER] Completed predict_future for MTRX [2025-12-02T20:36:54.831644] [INFO ] [sig ] MTRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:54.968175] [INFO ] [LOCAL ] Saved forecast: MTRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MTRX.txt [2025-12-02T20:36:54.968303] [INFO ] [sig ] [2100/3544] Completed MTRX in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.1m [2025-12-02T20:36:54.968340] [INFO ] [sig ] [2101/3544] Forecasting MTSI... [2025-12-02T20:36:54.968368] [INFO ] [sig ] Generating forecast for: MTSI [2025-12-02T20:36:54.968395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'. [2025-12-02T20:36:54.980346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTSI'. [2025-12-02T20:36:54.980711] [INFO ] [FORECASTER] Starting predict_future for MTSI [2025-12-02T20:36:54.981598] [DEBUG] [LOCAL ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt [2025-12-02T20:36:54.981663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:54.981699] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:54.981727] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:54.981787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:55.041197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:55.042121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:55.042211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:55.042245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:55.170349] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:55.170496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:55.170539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:55.170568] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:55.174012] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=7.60%) [2025-12-02T20:36:55.174287] [INFO ] [FORECASTER] Completed predict_future for MTSI [2025-12-02T20:36:55.174413] [INFO ] [sig ] MTSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:55.312500] [INFO ] [LOCAL ] Saved forecast: MTSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MTSI.txt [2025-12-02T20:36:55.312634] [INFO ] [sig ] [2101/3544] Completed MTSI in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.1m [2025-12-02T20:36:55.312674] [INFO ] [sig ] [2102/3544] Forecasting MTX... [2025-12-02T20:36:55.312702] [INFO ] [sig ] Generating forecast for: MTX [2025-12-02T20:36:55.312729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-12-02T20:36:55.323793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTX'. [2025-12-02T20:36:55.324071] [INFO ] [FORECASTER] Starting predict_future for MTX [2025-12-02T20:36:55.324871] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-12-02T20:36:55.324921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:55.324952] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:55.324978] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:55.325033] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:55.380269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:55.380893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:55.380970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:55.381001] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:55.499097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:55.499268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:55.499321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:55.499360] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:55.503809] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=97.86%) [2025-12-02T20:36:55.504153] [INFO ] [FORECASTER] Completed predict_future for MTX [2025-12-02T20:36:55.504300] [INFO ] [sig ] MTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:55.645646] [INFO ] [LOCAL ] Saved forecast: MTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MTX.txt [2025-12-02T20:36:55.645806] [INFO ] [sig ] [2102/3544] Completed MTX in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.1m [2025-12-02T20:36:55.645843] [INFO ] [sig ] [2103/3544] Forecasting MTZ... [2025-12-02T20:36:55.645871] [INFO ] [sig ] Generating forecast for: MTZ [2025-12-02T20:36:55.645900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-12-02T20:36:55.657372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTZ'. [2025-12-02T20:36:55.657658] [INFO ] [FORECASTER] Starting predict_future for MTZ [2025-12-02T20:36:55.658445] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-12-02T20:36:55.658501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:55.658536] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:55.658566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:55.658664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:55.714440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:55.715030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:55.715105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:55.715136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:55.841435] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:55.841561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:55.841619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:55.841645] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:55.844739] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=58.45%) [2025-12-02T20:36:55.844991] [INFO ] [FORECASTER] Completed predict_future for MTZ [2025-12-02T20:36:55.845106] [INFO ] [sig ] MTZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:55.981304] [INFO ] [LOCAL ] Saved forecast: MTZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MTZ.txt [2025-12-02T20:36:55.981406] [INFO ] [sig ] [2103/3544] Completed MTZ in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.1m [2025-12-02T20:36:55.981441] [INFO ] [sig ] [2104/3544] Forecasting MUA... [2025-12-02T20:36:55.981469] [INFO ] [sig ] Generating forecast for: MUA [2025-12-02T20:36:55.981497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-12-02T20:36:55.995662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUA'. [2025-12-02T20:36:55.996268] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-12-02T20:36:55.997316] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-12-02T20:36:55.997369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:55.997403] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:55.997436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:55.997501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:56.056003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:56.057146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:56.057302] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:56.057337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:56.186951] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:56.187184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:56.187234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:56.187262] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:56.191370] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=16.30%) [2025-12-02T20:36:56.191731] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-12-02T20:36:56.191932] [INFO ] [sig ] MUA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:56.334553] [INFO ] [LOCAL ] Saved forecast: MUA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MUA.txt [2025-12-02T20:36:56.334780] [INFO ] [sig ] [2104/3544] Completed MUA in 0.4s | 2.98 sym/s | Total: 11.8m | ETA: 8.1m [2025-12-02T20:36:56.334820] [INFO ] [sig ] [2105/3544] Forecasting MUC... [2025-12-02T20:36:56.334851] [INFO ] [sig ] Generating forecast for: MUC [2025-12-02T20:36:56.334882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-12-02T20:36:56.347972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUC'. [2025-12-02T20:36:56.348383] [INFO ] [FORECASTER] Starting predict_future for MUC [2025-12-02T20:36:56.349209] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-12-02T20:36:56.349258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:56.349288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:56.349313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:56.349367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:56.403909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:56.404505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:56.404598] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:56.404630] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:56.526564] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:56.526937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:56.526976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:56.527003] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:56.530675] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=27.56%) [2025-12-02T20:36:56.530939] [INFO ] [FORECASTER] Completed predict_future for MUC [2025-12-02T20:36:56.531058] [INFO ] [sig ] MUC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:56.667975] [INFO ] [LOCAL ] Saved forecast: MUC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MUC.txt [2025-12-02T20:36:56.668100] [INFO ] [sig ] [2105/3544] Completed MUC in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.1m [2025-12-02T20:36:56.668136] [INFO ] [sig ] [2106/3544] Forecasting MUE... [2025-12-02T20:36:56.668163] [INFO ] [sig ] Generating forecast for: MUE [2025-12-02T20:36:56.668190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-12-02T20:36:56.679025] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUE'. [2025-12-02T20:36:56.679277] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-12-02T20:36:56.680045] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-12-02T20:36:56.680094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:56.680124] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:56.680149] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:56.680203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:56.734798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:56.735382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:56.735456] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:56.735486] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:56.849418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:56.849549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:56.849609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:56.849638] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:56.852800] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=88.68%) [2025-12-02T20:36:56.853073] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-12-02T20:36:56.853192] [INFO ] [sig ] MUE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:56.988671] [INFO ] [LOCAL ] Saved forecast: MUE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MUE.txt [2025-12-02T20:36:56.988777] [INFO ] [sig ] [2106/3544] Completed MUE in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:56.988812] [INFO ] [sig ] [2107/3544] Forecasting MUFG... [2025-12-02T20:36:56.988839] [INFO ] [sig ] Generating forecast for: MUFG [2025-12-02T20:36:56.988867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-12-02T20:36:57.000012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUFG'. [2025-12-02T20:36:57.000281] [INFO ] [FORECASTER] Starting predict_future for MUFG [2025-12-02T20:36:57.001046] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-12-02T20:36:57.001094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:57.001125] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:57.001150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:57.001204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:57.056609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:57.057184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:57.057257] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:57.057287] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:57.180182] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:57.180330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:57.180369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:57.180396] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:57.183672] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=44.19%) [2025-12-02T20:36:57.183923] [INFO ] [FORECASTER] Completed predict_future for MUFG [2025-12-02T20:36:57.184038] [INFO ] [sig ] MUFG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:57.320329] [INFO ] [LOCAL ] Saved forecast: MUFG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MUFG.txt [2025-12-02T20:36:57.320460] [INFO ] [sig ] [2107/3544] Completed MUFG in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:57.320497] [INFO ] [sig ] [2108/3544] Forecasting MUJ... [2025-12-02T20:36:57.320525] [INFO ] [sig ] Generating forecast for: MUJ [2025-12-02T20:36:57.320554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-12-02T20:36:57.336639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUJ'. [2025-12-02T20:36:57.337294] [INFO ] [FORECASTER] Starting predict_future for MUJ [2025-12-02T20:36:57.338376] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-12-02T20:36:57.338440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:57.338475] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:57.338500] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:57.338559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:57.398594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:57.399810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:57.399911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:57.399943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:57.520697] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:57.520927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:57.521003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:57.521032] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:57.525029] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=20.70%) [2025-12-02T20:36:57.525369] [INFO ] [FORECASTER] Completed predict_future for MUJ [2025-12-02T20:36:57.525509] [INFO ] [sig ] MUJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:57.676214] [INFO ] [LOCAL ] Saved forecast: MUJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MUJ.txt [2025-12-02T20:36:57.676434] [INFO ] [sig ] [2108/3544] Completed MUJ in 0.4s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:57.676477] [INFO ] [sig ] [2109/3544] Forecasting MURA... [2025-12-02T20:36:57.676508] [INFO ] [sig ] Generating forecast for: MURA [2025-12-02T20:36:57.676539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'. [2025-12-02T20:36:57.690777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MURA'. [2025-12-02T20:36:57.691422] [INFO ] [FORECASTER] Starting predict_future for MURA [2025-12-02T20:36:57.692497] [DEBUG] [LOCAL ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt [2025-12-02T20:36:57.692561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:57.692686] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:57.692726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:57.692785] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:57.757726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:57.758971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:57.759069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:57.759101] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:57.893961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:57.894196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:57.894242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:57.894269] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:57.898253] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: DOWN (p=48.78%) [2025-12-02T20:36:57.898612] [INFO ] [FORECASTER] Completed predict_future for MURA [2025-12-02T20:36:57.898764] [INFO ] [sig ] MURA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:58.053215] [INFO ] [LOCAL ] Saved forecast: MURA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MURA.txt [2025-12-02T20:36:58.053434] [INFO ] [sig ] [2109/3544] Completed MURA in 0.4s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:58.053477] [INFO ] [sig ] [2110/3544] Forecasting MUSA... [2025-12-02T20:36:58.053509] [INFO ] [sig ] Generating forecast for: MUSA [2025-12-02T20:36:58.053540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-12-02T20:36:58.066139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUSA'. [2025-12-02T20:36:58.066688] [INFO ] [FORECASTER] Starting predict_future for MUSA [2025-12-02T20:36:58.067566] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-12-02T20:36:58.067632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:58.067664] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:58.067690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:58.067746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:58.126757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:58.127988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:58.128102] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:58.128135] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:58.261012] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:58.261168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:58.261210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:58.261238] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:58.264668] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=89.29%) [2025-12-02T20:36:58.264939] [INFO ] [FORECASTER] Completed predict_future for MUSA [2025-12-02T20:36:58.265067] [INFO ] [sig ] MUSA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:58.400612] [INFO ] [LOCAL ] Saved forecast: MUSA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MUSA.txt [2025-12-02T20:36:58.400723] [INFO ] [sig ] [2110/3544] Completed MUSA in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:58.400759] [INFO ] [sig ] [2111/3544] Forecasting MUX... [2025-12-02T20:36:58.400787] [INFO ] [sig ] Generating forecast for: MUX [2025-12-02T20:36:58.400814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-12-02T20:36:58.415901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUX'. [2025-12-02T20:36:58.416552] [INFO ] [FORECASTER] Starting predict_future for MUX [2025-12-02T20:36:58.418112] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-12-02T20:36:58.418166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:58.418244] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:58.418273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:58.418332] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:58.481115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:58.482462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:58.482570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:58.482621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:58.627765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:58.627977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:58.628027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:58.628057] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:58.631622] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-12-02T20:36:58.631900] [INFO ] [FORECASTER] Completed predict_future for MUX [2025-12-02T20:36:58.632028] [INFO ] [sig ] MUX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:36:58.774825] [INFO ] [LOCAL ] Saved forecast: MUX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MUX.txt [2025-12-02T20:36:58.774980] [INFO ] [sig ] [2111/3544] Completed MUX in 0.4s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:58.775019] [INFO ] [sig ] [2112/3544] Forecasting MVBF... [2025-12-02T20:36:58.775048] [INFO ] [sig ] Generating forecast for: MVBF [2025-12-02T20:36:58.775084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'. [2025-12-02T20:36:58.786568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVBF'. [2025-12-02T20:36:58.786913] [INFO ] [FORECASTER] Starting predict_future for MVBF [2025-12-02T20:36:58.787701] [DEBUG] [LOCAL ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt [2025-12-02T20:36:58.787749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:58.787791] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:58.787817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:58.787871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:58.842594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:58.843437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:58.843518] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:58.843549] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:58.957973] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:58.958133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:58.958173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:58.958200] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:58.961509] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=99.11%) [2025-12-02T20:36:58.961817] [INFO ] [FORECASTER] Completed predict_future for MVBF [2025-12-02T20:36:58.961933] [INFO ] [sig ] MVBF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:59.099909] [INFO ] [LOCAL ] Saved forecast: MVBF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MVBF.txt [2025-12-02T20:36:59.100068] [INFO ] [sig ] [2112/3544] Completed MVBF in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:59.100106] [INFO ] [sig ] [2113/3544] Forecasting MVF... [2025-12-02T20:36:59.100134] [INFO ] [sig ] Generating forecast for: MVF [2025-12-02T20:36:59.100162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-12-02T20:36:59.111881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVF'. [2025-12-02T20:36:59.112199] [INFO ] [FORECASTER] Starting predict_future for MVF [2025-12-02T20:36:59.113011] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-12-02T20:36:59.113059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:59.113088] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:59.113113] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:59.113167] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:59.169341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:59.170056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:59.170132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:59.170162] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:59.293240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:59.293391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:59.293432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:59.293459] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:59.296795] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=99.87%) [2025-12-02T20:36:59.297056] [INFO ] [FORECASTER] Completed predict_future for MVF [2025-12-02T20:36:59.297174] [INFO ] [sig ] MVF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:59.434278] [INFO ] [LOCAL ] Saved forecast: MVF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MVF.txt [2025-12-02T20:36:59.434408] [INFO ] [sig ] [2113/3544] Completed MVF in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:59.434445] [INFO ] [sig ] [2114/3544] Forecasting MVO... [2025-12-02T20:36:59.434474] [INFO ] [sig ] Generating forecast for: MVO [2025-12-02T20:36:59.434502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-12-02T20:36:59.446154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVO'. [2025-12-02T20:36:59.446531] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-12-02T20:36:59.447323] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-12-02T20:36:59.447371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:59.447401] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:59.447425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:59.447479] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:59.503253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:59.504057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:59.504137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:59.504167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:59.628028] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:59.628187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:59.628227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:59.628291] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:59.631716] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=99.40%) [2025-12-02T20:36:59.632002] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-12-02T20:36:59.632132] [INFO ] [sig ] MVO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:36:59.773779] [INFO ] [LOCAL ] Saved forecast: MVO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MVO.txt [2025-12-02T20:36:59.773953] [INFO ] [sig ] [2114/3544] Completed MVO in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:36:59.773992] [INFO ] [sig ] [2115/3544] Forecasting MWA... [2025-12-02T20:36:59.774021] [INFO ] [sig ] Generating forecast for: MWA [2025-12-02T20:36:59.774051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-12-02T20:36:59.787199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MWA'. [2025-12-02T20:36:59.787564] [INFO ] [FORECASTER] Starting predict_future for MWA [2025-12-02T20:36:59.788371] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-12-02T20:36:59.788419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:36:59.788448] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:36:59.788473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:36:59.788527] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:36:59.844235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:36:59.845069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:36:59.845149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:36:59.845181] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:36:59.963601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:36:59.963755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:36:59.963793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:36:59.963820] [INFO ] [FORECASTER] Training complete [2025-12-02T20:36:59.967051] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=70.23%) [2025-12-02T20:36:59.967314] [INFO ] [FORECASTER] Completed predict_future for MWA [2025-12-02T20:36:59.967435] [INFO ] [sig ] MWA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:00.110095] [INFO ] [LOCAL ] Saved forecast: MWA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MWA.txt [2025-12-02T20:37:00.110245] [INFO ] [sig ] [2115/3544] Completed MWA in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:37:00.110282] [INFO ] [sig ] [2116/3544] Forecasting MX... [2025-12-02T20:37:00.110319] [INFO ] [sig ] Generating forecast for: MX [2025-12-02T20:37:00.110348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-12-02T20:37:00.122828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MX'. [2025-12-02T20:37:00.123221] [INFO ] [FORECASTER] Starting predict_future for MX [2025-12-02T20:37:00.124055] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-12-02T20:37:00.124106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:00.124138] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:00.124162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:00.124217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:00.182200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:00.183095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:00.183181] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:00.183214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:00.305204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:00.305356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:00.305397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:00.305425] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:00.309400] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=6.99%) [2025-12-02T20:37:00.309719] [INFO ] [FORECASTER] Completed predict_future for MX [2025-12-02T20:37:00.309853] [INFO ] [sig ] MX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:00.449874] [INFO ] [LOCAL ] Saved forecast: MX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MX.txt [2025-12-02T20:37:00.450006] [INFO ] [sig ] [2116/3544] Completed MX in 0.3s | 2.98 sym/s | Total: 11.8m | ETA: 8.0m [2025-12-02T20:37:00.450042] [INFO ] [sig ] [2117/3544] Forecasting MXF... [2025-12-02T20:37:00.450070] [INFO ] [sig ] Generating forecast for: MXF [2025-12-02T20:37:00.450098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-12-02T20:37:00.461873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXF'. [2025-12-02T20:37:00.462293] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-12-02T20:37:00.463104] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-12-02T20:37:00.463153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:00.463184] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:00.463210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:00.463264] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:00.523175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:00.524070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:00.524156] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:00.524187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:00.647272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:00.647393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:00.647437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:00.647467] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:00.651258] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=53.92%) [2025-12-02T20:37:00.651617] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-12-02T20:37:00.651762] [INFO ] [sig ] MXF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:00.803360] [INFO ] [LOCAL ] Saved forecast: MXF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MXF.txt [2025-12-02T20:37:00.803508] [INFO ] [sig ] [2117/3544] Completed MXF in 0.4s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:00.803545] [INFO ] [sig ] [2118/3544] Forecasting MXL... [2025-12-02T20:37:00.803597] [INFO ] [sig ] Generating forecast for: MXL [2025-12-02T20:37:00.803639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'. [2025-12-02T20:37:00.815194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXL'. [2025-12-02T20:37:00.815548] [INFO ] [FORECASTER] Starting predict_future for MXL [2025-12-02T20:37:00.816519] [DEBUG] [LOCAL ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt [2025-12-02T20:37:00.816589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:00.816634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:00.816674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:00.816753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:00.900557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:00.901334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:00.901413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:00.901445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:01.025861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:01.026038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:01.026080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:01.026108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:01.030208] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=27.82%) [2025-12-02T20:37:01.030657] [INFO ] [FORECASTER] Completed predict_future for MXL [2025-12-02T20:37:01.030820] [INFO ] [sig ] MXL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:01.173393] [INFO ] [LOCAL ] Saved forecast: MXL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MXL.txt [2025-12-02T20:37:01.173561] [INFO ] [sig ] [2118/3544] Completed MXL in 0.4s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:01.173629] [INFO ] [sig ] [2119/3544] Forecasting MYE... [2025-12-02T20:37:01.173662] [INFO ] [sig ] Generating forecast for: MYE [2025-12-02T20:37:01.173690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-12-02T20:37:01.185296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYE'. [2025-12-02T20:37:01.185661] [INFO ] [FORECASTER] Starting predict_future for MYE [2025-12-02T20:37:01.186438] [DEBUG] [LOCAL ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt [2025-12-02T20:37:01.186487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:01.186518] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:01.186543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:01.186623] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:01.242489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:01.243294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:01.243375] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:01.243407] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:01.362009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:01.362127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:01.362166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:01.362207] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:01.365547] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=29.11%) [2025-12-02T20:37:01.365834] [INFO ] [FORECASTER] Completed predict_future for MYE [2025-12-02T20:37:01.365956] [INFO ] [sig ] MYE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:01.515521] [INFO ] [LOCAL ] Saved forecast: MYE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MYE.txt [2025-12-02T20:37:01.515714] [INFO ] [sig ] [2119/3544] Completed MYE in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:01.515753] [INFO ] [sig ] [2120/3544] Forecasting MYGN... [2025-12-02T20:37:01.515782] [INFO ] [sig ] Generating forecast for: MYGN [2025-12-02T20:37:01.515810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'. [2025-12-02T20:37:01.527870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYGN'. [2025-12-02T20:37:01.528252] [INFO ] [FORECASTER] Starting predict_future for MYGN [2025-12-02T20:37:01.529071] [DEBUG] [LOCAL ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt [2025-12-02T20:37:01.529122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:01.529154] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:01.529180] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:01.529235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:01.591187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:01.592015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:01.592095] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:01.592126] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:01.721427] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:01.721597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:01.721642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:01.721670] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:01.725104] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=31.08%) [2025-12-02T20:37:01.725441] [INFO ] [FORECASTER] Completed predict_future for MYGN [2025-12-02T20:37:01.725596] [INFO ] [sig ] MYGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:01.872117] [INFO ] [LOCAL ] Saved forecast: MYGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MYGN.txt [2025-12-02T20:37:01.872269] [INFO ] [sig ] [2120/3544] Completed MYGN in 0.4s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:01.872305] [INFO ] [sig ] [2121/3544] Forecasting MYI... [2025-12-02T20:37:01.872333] [INFO ] [sig ] Generating forecast for: MYI [2025-12-02T20:37:01.872362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-12-02T20:37:01.884667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYI'. [2025-12-02T20:37:01.885015] [INFO ] [FORECASTER] Starting predict_future for MYI [2025-12-02T20:37:01.885837] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-12-02T20:37:01.885888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:01.885921] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:01.885953] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:01.886011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:01.948016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:01.948895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:01.949011] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:01.949047] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:02.077425] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:02.077592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:02.077635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:02.077662] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:02.080979] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=56.85%) [2025-12-02T20:37:02.081252] [INFO ] [FORECASTER] Completed predict_future for MYI [2025-12-02T20:37:02.081372] [INFO ] [sig ] MYI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:02.236665] [INFO ] [LOCAL ] Saved forecast: MYI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/MYI.txt [2025-12-02T20:37:02.237020] [INFO ] [sig ] [2121/3544] Completed MYI in 0.4s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:02.237061] [INFO ] [sig ] [2122/3544] Forecasting MYN... [2025-12-02T20:37:02.237091] [INFO ] [sig ] Generating forecast for: MYN [2025-12-02T20:37:02.237121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-12-02T20:37:02.249678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYN'. [2025-12-02T20:37:02.250322] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-12-02T20:37:02.251442] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-12-02T20:37:02.251496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:02.251527] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:02.251554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:02.251651] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:02.312242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:02.313149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:02.313236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:02.313269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:02.436782] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:02.436954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:02.437007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:02.437044] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:02.440478] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=1.79%) [2025-12-02T20:37:02.440772] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-12-02T20:37:02.440902] [INFO ] [sig ] MYN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:02.593131] [INFO ] [LOCAL ] Saved forecast: MYN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MYN.txt [2025-12-02T20:37:02.593276] [INFO ] [sig ] [2122/3544] Completed MYN in 0.4s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:02.593312] [INFO ] [sig ] [2123/3544] Forecasting MYRG... [2025-12-02T20:37:02.593341] [INFO ] [sig ] Generating forecast for: MYRG [2025-12-02T20:37:02.593369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'. [2025-12-02T20:37:02.605178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYRG'. [2025-12-02T20:37:02.605550] [INFO ] [FORECASTER] Starting predict_future for MYRG [2025-12-02T20:37:02.606346] [DEBUG] [LOCAL ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt [2025-12-02T20:37:02.606395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:02.606426] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:02.606452] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:02.606518] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:02.668703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:02.669616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:02.669711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:02.669746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:02.786095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:02.786247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:02.786286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:02.786313] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:02.789660] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=5.47%) [2025-12-02T20:37:02.789936] [INFO ] [FORECASTER] Completed predict_future for MYRG [2025-12-02T20:37:02.790059] [INFO ] [sig ] MYRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:02.941348] [INFO ] [LOCAL ] Saved forecast: MYRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/MYRG.txt [2025-12-02T20:37:02.941494] [INFO ] [sig ] [2123/3544] Completed MYRG in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:02.941531] [INFO ] [sig ] [2124/3544] Forecasting NA... [2025-12-02T20:37:02.941559] [INFO ] [sig ] Generating forecast for: NA [2025-12-02T20:37:02.941611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'. [2025-12-02T20:37:02.952861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NA'. [2025-12-02T20:37:02.953226] [INFO ] [FORECASTER] Starting predict_future for NA [2025-12-02T20:37:02.954088] [DEBUG] [LOCAL ] No optimal features file found for NA: ./output/feature-sets/NA.txt [2025-12-02T20:37:02.954140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:02.954174] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:02.954201] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:02.954258] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:03.011666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:03.012470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:03.012550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:03.012602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:03.130778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:03.130924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:03.130966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:03.130995] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:03.134517] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=91.58%) [2025-12-02T20:37:03.134806] [INFO ] [FORECASTER] Completed predict_future for NA [2025-12-02T20:37:03.134929] [INFO ] [sig ] NA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:03.285253] [INFO ] [LOCAL ] Saved forecast: NA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NA.txt [2025-12-02T20:37:03.285460] [INFO ] [sig ] [2124/3544] Completed NA in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 8.0m [2025-12-02T20:37:03.285519] [INFO ] [sig ] [2125/3544] Forecasting NAAS... [2025-12-02T20:37:03.285552] [INFO ] [sig ] Generating forecast for: NAAS [2025-12-02T20:37:03.285618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'. [2025-12-02T20:37:03.298409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAAS'. [2025-12-02T20:37:03.298828] [INFO ] [FORECASTER] Starting predict_future for NAAS [2025-12-02T20:37:03.299748] [DEBUG] [LOCAL ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt [2025-12-02T20:37:03.299817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:03.299854] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:03.299885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:03.299956] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:03.367400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:03.368364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:03.368469] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:03.368503] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:03.485582] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:03.485709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:03.485746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:03.485772] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:03.488962] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: DOWN (p=32.44%) [2025-12-02T20:37:03.489219] [INFO ] [FORECASTER] Completed predict_future for NAAS [2025-12-02T20:37:03.489334] [INFO ] [sig ] NAAS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:03.629139] [INFO ] [LOCAL ] Saved forecast: NAAS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NAAS.txt [2025-12-02T20:37:03.629276] [INFO ] [sig ] [2125/3544] Completed NAAS in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:03.629312] [INFO ] [sig ] [2126/3544] Forecasting NABL... [2025-12-02T20:37:03.629339] [INFO ] [sig ] Generating forecast for: NABL [2025-12-02T20:37:03.629370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-12-02T20:37:03.640173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NABL'. [2025-12-02T20:37:03.640445] [INFO ] [FORECASTER] Starting predict_future for NABL [2025-12-02T20:37:03.641208] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-12-02T20:37:03.641255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:03.641285] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:03.641311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:03.641365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:03.696727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:03.697370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:03.697447] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:03.697477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:03.812549] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:03.812715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:03.812758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:03.812788] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:03.816188] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=75.94%) [2025-12-02T20:37:03.816459] [INFO ] [FORECASTER] Completed predict_future for NABL [2025-12-02T20:37:03.816597] [INFO ] [sig ] NABL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:03.952598] [INFO ] [LOCAL ] Saved forecast: NABL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NABL.txt [2025-12-02T20:37:03.952747] [INFO ] [sig ] [2126/3544] Completed NABL in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:03.952784] [INFO ] [sig ] [2127/3544] Forecasting NAC... [2025-12-02T20:37:03.952812] [INFO ] [sig ] Generating forecast for: NAC [2025-12-02T20:37:03.952842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-12-02T20:37:03.964485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAC'. [2025-12-02T20:37:03.964868] [INFO ] [FORECASTER] Starting predict_future for NAC [2025-12-02T20:37:03.965643] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-12-02T20:37:03.965693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:03.965726] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:03.965751] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:03.965805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:04.020461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:04.021276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:04.021357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:04.021388] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:04.145663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:04.145832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:04.145872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:04.145900] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:04.149322] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=53.87%) [2025-12-02T20:37:04.149597] [INFO ] [FORECASTER] Completed predict_future for NAC [2025-12-02T20:37:04.149740] [INFO ] [sig ] NAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:04.291230] [INFO ] [LOCAL ] Saved forecast: NAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NAC.txt [2025-12-02T20:37:04.291396] [INFO ] [sig ] [2127/3544] Completed NAC in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:04.291434] [INFO ] [sig ] [2128/3544] Forecasting NAD... [2025-12-02T20:37:04.291463] [INFO ] [sig ] Generating forecast for: NAD [2025-12-02T20:37:04.291491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-12-02T20:37:04.304215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAD'. [2025-12-02T20:37:04.304612] [INFO ] [FORECASTER] Starting predict_future for NAD [2025-12-02T20:37:04.305425] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-12-02T20:37:04.305475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:04.305539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:04.305593] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:04.305655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:04.366111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:04.366974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:04.367057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:04.367091] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:04.490143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:04.490291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:04.490330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:04.490357] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:04.493552] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=27.68%) [2025-12-02T20:37:04.493854] [INFO ] [FORECASTER] Completed predict_future for NAD [2025-12-02T20:37:04.493966] [INFO ] [sig ] NAD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:04.629563] [INFO ] [LOCAL ] Saved forecast: NAD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NAD.txt [2025-12-02T20:37:04.629758] [INFO ] [sig ] [2128/3544] Completed NAD in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:04.629800] [INFO ] [sig ] [2129/3544] Forecasting NAMS... [2025-12-02T20:37:04.629829] [INFO ] [sig ] Generating forecast for: NAMS [2025-12-02T20:37:04.629859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'. [2025-12-02T20:37:04.640807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAMS'. [2025-12-02T20:37:04.641078] [INFO ] [FORECASTER] Starting predict_future for NAMS [2025-12-02T20:37:04.641875] [DEBUG] [LOCAL ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt [2025-12-02T20:37:04.641924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:04.641955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:04.641983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:04.642039] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:04.699238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:04.699893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:04.699972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:04.700004] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:04.822504] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:04.822657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:04.823090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:04.823122] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:04.826604] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=83.96%) [2025-12-02T20:37:04.826893] [INFO ] [FORECASTER] Completed predict_future for NAMS [2025-12-02T20:37:04.827022] [INFO ] [sig ] NAMS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:04.964234] [INFO ] [LOCAL ] Saved forecast: NAMS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NAMS.txt [2025-12-02T20:37:04.964362] [INFO ] [sig ] [2129/3544] Completed NAMS in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:04.964401] [INFO ] [sig ] [2130/3544] Forecasting NATH... [2025-12-02T20:37:04.964429] [INFO ] [sig ] Generating forecast for: NATH [2025-12-02T20:37:04.964456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'. [2025-12-02T20:37:04.975357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATH'. [2025-12-02T20:37:04.975674] [INFO ] [FORECASTER] Starting predict_future for NATH [2025-12-02T20:37:04.976416] [DEBUG] [LOCAL ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt [2025-12-02T20:37:04.976463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:04.976494] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:04.976520] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:04.976591] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:05.033203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:05.033920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:05.033997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:05.034030] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:05.141955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:05.142096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:05.142134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:05.142161] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:05.145377] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=15.67%) [2025-12-02T20:37:05.145670] [INFO ] [FORECASTER] Completed predict_future for NATH [2025-12-02T20:37:05.145790] [INFO ] [sig ] NATH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:05.281226] [INFO ] [LOCAL ] Saved forecast: NATH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NATH.txt [2025-12-02T20:37:05.281345] [INFO ] [sig ] [2130/3544] Completed NATH in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:05.281381] [INFO ] [sig ] [2131/3544] Forecasting NATL... [2025-12-02T20:37:05.281409] [INFO ] [sig ] Generating forecast for: NATL [2025-12-02T20:37:05.281437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-12-02T20:37:05.292386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATL'. [2025-12-02T20:37:05.292667] [INFO ] [FORECASTER] Starting predict_future for NATL [2025-12-02T20:37:05.293406] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-12-02T20:37:05.293454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:05.293484] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:05.293509] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:05.293562] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:05.348902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:05.349732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:05.349817] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:05.349848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:05.470778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:05.470920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:05.470959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:05.471017] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:05.474255] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=14.45%) [2025-12-02T20:37:05.474510] [INFO ] [FORECASTER] Completed predict_future for NATL [2025-12-02T20:37:05.474645] [INFO ] [sig ] NATL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:05.613782] [INFO ] [LOCAL ] Saved forecast: NATL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NATL.txt [2025-12-02T20:37:05.613909] [INFO ] [sig ] [2131/3544] Completed NATL in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:05.613947] [INFO ] [sig ] [2132/3544] Forecasting NAVI... [2025-12-02T20:37:05.613975] [INFO ] [sig ] Generating forecast for: NAVI [2025-12-02T20:37:05.614004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'. [2025-12-02T20:37:05.625654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAVI'. [2025-12-02T20:37:05.625986] [INFO ] [FORECASTER] Starting predict_future for NAVI [2025-12-02T20:37:05.626824] [DEBUG] [LOCAL ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt [2025-12-02T20:37:05.626875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:05.626908] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:05.626936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:05.626993] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:05.683231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:05.683891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:05.683970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:05.684002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:05.802719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:05.802865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:05.802907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:05.802934] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:05.806141] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=80.82%) [2025-12-02T20:37:05.806396] [INFO ] [FORECASTER] Completed predict_future for NAVI [2025-12-02T20:37:05.806512] [INFO ] [sig ] NAVI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:05.942700] [INFO ] [LOCAL ] Saved forecast: NAVI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NAVI.txt [2025-12-02T20:37:05.942840] [INFO ] [sig ] [2132/3544] Completed NAVI in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:05.942876] [INFO ] [sig ] [2133/3544] Forecasting NAZ... [2025-12-02T20:37:05.942904] [INFO ] [sig ] Generating forecast for: NAZ [2025-12-02T20:37:05.942933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-12-02T20:37:05.953702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAZ'. [2025-12-02T20:37:05.954034] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-12-02T20:37:05.954806] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-12-02T20:37:05.954853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:05.954883] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:05.954909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:05.954964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:06.011364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:06.012161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:06.012242] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:06.012275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:06.111236] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:06.111377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:06.111415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:06.111442] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:06.114658] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=5.15%) [2025-12-02T20:37:06.114917] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-12-02T20:37:06.115028] [INFO ] [sig ] NAZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:06.254004] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NAZ.txt [2025-12-02T20:37:06.254134] [INFO ] [sig ] [2133/3544] Completed NAZ in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:06.254170] [INFO ] [sig ] [2134/3544] Forecasting NB... [2025-12-02T20:37:06.254199] [INFO ] [sig ] Generating forecast for: NB [2025-12-02T20:37:06.254228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'. [2025-12-02T20:37:06.265851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NB'. [2025-12-02T20:37:06.266359] [INFO ] [FORECASTER] Starting predict_future for NB [2025-12-02T20:37:06.267130] [DEBUG] [LOCAL ] No optimal features file found for NB: ./output/feature-sets/NB.txt [2025-12-02T20:37:06.267178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:06.267208] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:06.267231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:06.267284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:06.323155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:06.324006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:06.324091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:06.324123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:06.441499] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:06.441670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:06.441709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:06.441736] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:06.444988] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=56.56%) [2025-12-02T20:37:06.445244] [INFO ] [FORECASTER] Completed predict_future for NB [2025-12-02T20:37:06.445362] [INFO ] [sig ] NB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:06.587644] [INFO ] [LOCAL ] Saved forecast: NB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NB.txt [2025-12-02T20:37:06.587766] [INFO ] [sig ] [2134/3544] Completed NB in 0.3s | 2.98 sym/s | Total: 11.9m | ETA: 7.9m [2025-12-02T20:37:06.587803] [INFO ] [sig ] [2135/3544] Forecasting NBB... [2025-12-02T20:37:06.587831] [INFO ] [sig ] Generating forecast for: NBB [2025-12-02T20:37:06.587859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-12-02T20:37:06.598536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBB'. [2025-12-02T20:37:06.598847] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-12-02T20:37:06.599613] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-12-02T20:37:06.599662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:06.599693] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:06.599719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:06.599774] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:06.655264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:06.656056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:06.656136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:06.656167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:06.775118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:06.775253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:06.775292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:06.775319] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:06.778682] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=12.30%) [2025-12-02T20:37:06.778947] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-12-02T20:37:06.779064] [INFO ] [sig ] NBB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:06.913705] [INFO ] [LOCAL ] Saved forecast: NBB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NBB.txt [2025-12-02T20:37:06.913834] [INFO ] [sig ] [2135/3544] Completed NBB in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:06.913871] [INFO ] [sig ] [2136/3544] Forecasting NBBK... [2025-12-02T20:37:06.913901] [INFO ] [sig ] Generating forecast for: NBBK [2025-12-02T20:37:06.913930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'. [2025-12-02T20:37:06.925195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBBK'. [2025-12-02T20:37:06.925535] [INFO ] [FORECASTER] Starting predict_future for NBBK [2025-12-02T20:37:06.926364] [DEBUG] [LOCAL ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt [2025-12-02T20:37:06.926415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:06.926458] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:06.926485] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:06.926540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:06.983409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:06.984151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:06.984230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:06.984263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:07.104932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:07.105072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:07.105111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:07.105138] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:07.108454] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=2.94%) [2025-12-02T20:37:07.108751] [INFO ] [FORECASTER] Completed predict_future for NBBK [2025-12-02T20:37:07.108881] [INFO ] [sig ] NBBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:07.249021] [INFO ] [LOCAL ] Saved forecast: NBBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NBBK.txt [2025-12-02T20:37:07.249163] [INFO ] [sig ] [2136/3544] Completed NBBK in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:07.249208] [INFO ] [sig ] [2137/3544] Forecasting NBHC... [2025-12-02T20:37:07.249238] [INFO ] [sig ] Generating forecast for: NBHC [2025-12-02T20:37:07.249267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-12-02T20:37:07.260493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBHC'. [2025-12-02T20:37:07.260807] [INFO ] [FORECASTER] Starting predict_future for NBHC [2025-12-02T20:37:07.261555] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-12-02T20:37:07.261619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:07.261649] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:07.261674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:07.261728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:07.317407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:07.318261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:07.318343] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:07.318376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:07.436346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:07.436494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:07.436533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:07.436559] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:07.439919] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-12-02T20:37:07.440234] [INFO ] [FORECASTER] Completed predict_future for NBHC [2025-12-02T20:37:07.440363] [INFO ] [sig ] NBHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:07.583404] [INFO ] [LOCAL ] Saved forecast: NBHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NBHC.txt [2025-12-02T20:37:07.583526] [INFO ] [sig ] [2137/3544] Completed NBHC in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:07.583563] [INFO ] [sig ] [2138/3544] Forecasting NBIX... [2025-12-02T20:37:07.583610] [INFO ] [sig ] Generating forecast for: NBIX [2025-12-02T20:37:07.583638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'. [2025-12-02T20:37:07.595310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBIX'. [2025-12-02T20:37:07.595589] [INFO ] [FORECASTER] Starting predict_future for NBIX [2025-12-02T20:37:07.596321] [DEBUG] [LOCAL ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt [2025-12-02T20:37:07.596368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:07.596398] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:07.596424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:07.596478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:07.652267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:07.652863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:07.652961] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:07.652993] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:07.771143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:07.771270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:07.771307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:07.771334] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:07.774486] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=3.06%) [2025-12-02T20:37:07.774756] [INFO ] [FORECASTER] Completed predict_future for NBIX [2025-12-02T20:37:07.774873] [INFO ] [sig ] NBIX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:07.912997] [INFO ] [LOCAL ] Saved forecast: NBIX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NBIX.txt [2025-12-02T20:37:07.913124] [INFO ] [sig ] [2138/3544] Completed NBIX in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:07.913165] [INFO ] [sig ] [2139/3544] Forecasting NBN... [2025-12-02T20:37:07.913194] [INFO ] [sig ] Generating forecast for: NBN [2025-12-02T20:37:07.913223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'. [2025-12-02T20:37:07.924190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBN'. [2025-12-02T20:37:07.924464] [INFO ] [FORECASTER] Starting predict_future for NBN [2025-12-02T20:37:07.925217] [DEBUG] [LOCAL ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt [2025-12-02T20:37:07.925266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:07.925295] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:07.925321] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:07.925374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:07.980689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:07.981438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:07.981517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:07.981548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:08.101165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:08.101315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:08.101354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:08.101381] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:08.104624] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=97.42%) [2025-12-02T20:37:08.104879] [INFO ] [FORECASTER] Completed predict_future for NBN [2025-12-02T20:37:08.104996] [INFO ] [sig ] NBN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:08.243757] [INFO ] [LOCAL ] Saved forecast: NBN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NBN.txt [2025-12-02T20:37:08.243896] [INFO ] [sig ] [2139/3544] Completed NBN in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:08.243932] [INFO ] [sig ] [2140/3544] Forecasting NBTB... [2025-12-02T20:37:08.243966] [INFO ] [sig ] Generating forecast for: NBTB [2025-12-02T20:37:08.243996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'. [2025-12-02T20:37:08.255817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBTB'. [2025-12-02T20:37:08.256111] [INFO ] [FORECASTER] Starting predict_future for NBTB [2025-12-02T20:37:08.256872] [DEBUG] [LOCAL ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt [2025-12-02T20:37:08.256920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:08.256949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:08.256974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:08.257028] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:08.312896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:08.313728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:08.313809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:08.313841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:08.430659] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:08.430804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:08.430842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:08.430868] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:08.434057] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=31.30%) [2025-12-02T20:37:08.434311] [INFO ] [FORECASTER] Completed predict_future for NBTB [2025-12-02T20:37:08.434428] [INFO ] [sig ] NBTB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:08.582285] [INFO ] [LOCAL ] Saved forecast: NBTB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NBTB.txt [2025-12-02T20:37:08.582452] [INFO ] [sig ] [2140/3544] Completed NBTB in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:08.582492] [INFO ] [sig ] [2141/3544] Forecasting NBXG... [2025-12-02T20:37:08.582522] [INFO ] [sig ] Generating forecast for: NBXG [2025-12-02T20:37:08.582552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-12-02T20:37:08.596063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBXG'. [2025-12-02T20:37:08.596413] [INFO ] [FORECASTER] Starting predict_future for NBXG [2025-12-02T20:37:08.597229] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-12-02T20:37:08.597279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:08.597311] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:08.597336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:08.597391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:08.654679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:08.655487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:08.655567] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:08.655620] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:08.774180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:08.774325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:08.774364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:08.774392] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:08.777827] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=22.19%) [2025-12-02T20:37:08.778309] [INFO ] [FORECASTER] Completed predict_future for NBXG [2025-12-02T20:37:08.778454] [INFO ] [sig ] NBXG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:08.913763] [INFO ] [LOCAL ] Saved forecast: NBXG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NBXG.txt [2025-12-02T20:37:08.913908] [INFO ] [sig ] [2141/3544] Completed NBXG in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:08.913945] [INFO ] [sig ] [2142/3544] Forecasting NC... [2025-12-02T20:37:08.913973] [INFO ] [sig ] Generating forecast for: NC [2025-12-02T20:37:08.914002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-12-02T20:37:08.925168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NC'. [2025-12-02T20:37:08.925471] [INFO ] [FORECASTER] Starting predict_future for NC [2025-12-02T20:37:08.926241] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-12-02T20:37:08.926289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:08.926319] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:08.926345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:08.926399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:08.981096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:08.981835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:08.981913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:08.981944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:09.083453] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:09.083614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:09.083664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:09.083691] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:09.086955] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=93.14%) [2025-12-02T20:37:09.087217] [INFO ] [FORECASTER] Completed predict_future for NC [2025-12-02T20:37:09.087336] [INFO ] [sig ] NC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:09.224318] [INFO ] [LOCAL ] Saved forecast: NC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NC.txt [2025-12-02T20:37:09.224449] [INFO ] [sig ] [2142/3544] Completed NC in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.9m [2025-12-02T20:37:09.224486] [INFO ] [sig ] [2143/3544] Forecasting NCA... [2025-12-02T20:37:09.224513] [INFO ] [sig ] Generating forecast for: NCA [2025-12-02T20:37:09.224543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-12-02T20:37:09.235395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCA'. [2025-12-02T20:37:09.235738] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-12-02T20:37:09.236486] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-12-02T20:37:09.236534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:09.236564] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:09.236612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:09.236667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:09.291126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:09.291970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:09.292057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:09.292087] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:09.413773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:09.413923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:09.413966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:09.414011] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:09.417357] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=61.67%) [2025-12-02T20:37:09.417637] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-12-02T20:37:09.417756] [INFO ] [sig ] NCA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:09.576086] [INFO ] [LOCAL ] Saved forecast: NCA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NCA.txt [2025-12-02T20:37:09.576236] [INFO ] [sig ] [2143/3544] Completed NCA in 0.4s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:09.576274] [INFO ] [sig ] [2144/3544] Forecasting NCLH... [2025-12-02T20:37:09.576301] [INFO ] [sig ] Generating forecast for: NCLH [2025-12-02T20:37:09.576331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'. [2025-12-02T20:37:09.588282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCLH'. [2025-12-02T20:37:09.588708] [INFO ] [FORECASTER] Starting predict_future for NCLH [2025-12-02T20:37:09.589518] [DEBUG] [LOCAL ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt [2025-12-02T20:37:09.589569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:09.589635] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:09.589660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:09.589715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:09.646906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:09.647774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:09.647862] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:09.647915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:09.770183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:09.770334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:09.770377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:09.770407] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:09.773825] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=42.31%) [2025-12-02T20:37:09.774098] [INFO ] [FORECASTER] Completed predict_future for NCLH [2025-12-02T20:37:09.774223] [INFO ] [sig ] NCLH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:09.912519] [INFO ] [LOCAL ] Saved forecast: NCLH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NCLH.txt [2025-12-02T20:37:09.912654] [INFO ] [sig ] [2144/3544] Completed NCLH in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:09.912695] [INFO ] [sig ] [2145/3544] Forecasting NCMI... [2025-12-02T20:37:09.912723] [INFO ] [sig ] Generating forecast for: NCMI [2025-12-02T20:37:09.912753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'. [2025-12-02T20:37:09.923953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCMI'. [2025-12-02T20:37:09.924238] [INFO ] [FORECASTER] Starting predict_future for NCMI [2025-12-02T20:37:09.925036] [DEBUG] [LOCAL ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt [2025-12-02T20:37:09.925086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:09.925144] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:09.925172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:09.925230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:09.982101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:09.982734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:09.982812] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:09.982856] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:10.102877] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:10.102994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:10.103035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:10.103062] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:10.106419] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=79.41%) [2025-12-02T20:37:10.106701] [INFO ] [FORECASTER] Completed predict_future for NCMI [2025-12-02T20:37:10.106825] [INFO ] [sig ] NCMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:10.243525] [INFO ] [LOCAL ] Saved forecast: NCMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NCMI.txt [2025-12-02T20:37:10.243654] [INFO ] [sig ] [2145/3544] Completed NCMI in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:10.243691] [INFO ] [sig ] [2146/3544] Forecasting NCNA... [2025-12-02T20:37:10.243718] [INFO ] [sig ] Generating forecast for: NCNA [2025-12-02T20:37:10.243747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'. [2025-12-02T20:37:10.257129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNA'. [2025-12-02T20:37:10.257660] [INFO ] [FORECASTER] Starting predict_future for NCNA [2025-12-02T20:37:10.258687] [DEBUG] [LOCAL ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt [2025-12-02T20:37:10.258741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:10.258775] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:10.258800] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:10.258856] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:10.315978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:10.317025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:10.317126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:10.317158] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:10.429374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:10.429614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:10.429662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:10.429690] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:10.433769] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=41.40%) [2025-12-02T20:37:10.434058] [INFO ] [FORECASTER] Completed predict_future for NCNA [2025-12-02T20:37:10.434187] [INFO ] [sig ] NCNA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:10.580720] [INFO ] [LOCAL ] Saved forecast: NCNA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NCNA.txt [2025-12-02T20:37:10.580891] [INFO ] [sig ] [2146/3544] Completed NCNA in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:10.580931] [INFO ] [sig ] [2147/3544] Forecasting NCNO... [2025-12-02T20:37:10.580960] [INFO ] [sig ] Generating forecast for: NCNO [2025-12-02T20:37:10.580991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'. [2025-12-02T20:37:10.594754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNO'. [2025-12-02T20:37:10.595158] [INFO ] [FORECASTER] Starting predict_future for NCNO [2025-12-02T20:37:10.596268] [DEBUG] [LOCAL ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt [2025-12-02T20:37:10.596325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:10.596360] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:10.596400] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:10.596460] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:10.656264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:10.657124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:10.657221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:10.657255] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:10.784079] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:10.784313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:10.784360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:10.784389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:10.788620] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=96.84%) [2025-12-02T20:37:10.789105] [INFO ] [FORECASTER] Completed predict_future for NCNO [2025-12-02T20:37:10.789276] [INFO ] [sig ] NCNO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:10.936328] [INFO ] [LOCAL ] Saved forecast: NCNO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NCNO.txt [2025-12-02T20:37:10.936542] [INFO ] [sig ] [2147/3544] Completed NCNO in 0.4s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:10.936599] [INFO ] [sig ] [2148/3544] Forecasting NCTY... [2025-12-02T20:37:10.936632] [INFO ] [sig ] Generating forecast for: NCTY [2025-12-02T20:37:10.936671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'. [2025-12-02T20:37:10.949635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCTY'. [2025-12-02T20:37:10.950236] [INFO ] [FORECASTER] Starting predict_future for NCTY [2025-12-02T20:37:10.951225] [DEBUG] [LOCAL ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt [2025-12-02T20:37:10.951280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:10.951320] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:10.951347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:10.951405] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:11.010516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:11.011749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:11.011857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:11.011889] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:11.145352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:11.145621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:11.145678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:11.145759] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:11.149889] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=90.97%) [2025-12-02T20:37:11.150279] [INFO ] [FORECASTER] Completed predict_future for NCTY [2025-12-02T20:37:11.150426] [INFO ] [sig ] NCTY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:11.296557] [INFO ] [LOCAL ] Saved forecast: NCTY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NCTY.txt [2025-12-02T20:37:11.296738] [INFO ] [sig ] [2148/3544] Completed NCTY in 0.4s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:11.296776] [INFO ] [sig ] [2149/3544] Forecasting NCZ... [2025-12-02T20:37:11.296804] [INFO ] [sig ] Generating forecast for: NCZ [2025-12-02T20:37:11.296834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-12-02T20:37:11.310329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCZ'. [2025-12-02T20:37:11.310768] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-12-02T20:37:11.311683] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-12-02T20:37:11.311733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:11.311764] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:11.311790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:11.311846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:11.366305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:11.367348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:11.367436] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:11.367467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:11.487040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:11.487201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:11.487243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:11.487271] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:11.491416] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-12-02T20:37:11.492192] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-12-02T20:37:11.492317] [INFO ] [sig ] NCZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:11.641101] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NCZ.txt [2025-12-02T20:37:11.641344] [INFO ] [sig ] [2149/3544] Completed NCZ in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:11.641394] [INFO ] [sig ] [2150/3544] Forecasting NDAQ... [2025-12-02T20:37:11.641426] [INFO ] [sig ] Generating forecast for: NDAQ [2025-12-02T20:37:11.641455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'. [2025-12-02T20:37:11.656289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'. [2025-12-02T20:37:11.656815] [INFO ] [FORECASTER] Starting predict_future for NDAQ [2025-12-02T20:37:11.657783] [DEBUG] [LOCAL ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt [2025-12-02T20:37:11.657836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:11.657869] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:11.657928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:11.658004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:11.716348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:11.717500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:11.717617] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:11.717651] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:11.850559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:11.850804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:11.850862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:11.850893] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:11.854696] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=35.73%) [2025-12-02T20:37:11.854984] [INFO ] [FORECASTER] Completed predict_future for NDAQ [2025-12-02T20:37:11.855108] [INFO ] [sig ] NDAQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:12.002400] [INFO ] [LOCAL ] Saved forecast: NDAQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NDAQ.txt [2025-12-02T20:37:12.002630] [INFO ] [sig ] [2150/3544] Completed NDAQ in 0.4s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:12.002673] [INFO ] [sig ] [2151/3544] Forecasting NDMO... [2025-12-02T20:37:12.002703] [INFO ] [sig ] Generating forecast for: NDMO [2025-12-02T20:37:12.002744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-12-02T20:37:12.015770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDMO'. [2025-12-02T20:37:12.016308] [INFO ] [FORECASTER] Starting predict_future for NDMO [2025-12-02T20:37:12.017287] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-12-02T20:37:12.017348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:12.017381] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:12.017407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:12.017465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:12.074469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:12.075631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:12.075755] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:12.075787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:12.200368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:12.200622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:12.200669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:12.200696] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:12.205166] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-12-02T20:37:12.205499] [INFO ] [FORECASTER] Completed predict_future for NDMO [2025-12-02T20:37:12.205663] [INFO ] [sig ] NDMO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:12.351422] [INFO ] [LOCAL ] Saved forecast: NDMO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NDMO.txt [2025-12-02T20:37:12.351657] [INFO ] [sig ] [2151/3544] Completed NDMO in 0.3s | 2.98 sym/s | Total: 12.0m | ETA: 7.8m [2025-12-02T20:37:12.351701] [INFO ] [sig ] [2152/3544] Forecasting NDRA... [2025-12-02T20:37:12.351733] [INFO ] [sig ] Generating forecast for: NDRA [2025-12-02T20:37:12.351766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'. [2025-12-02T20:37:12.364542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDRA'. [2025-12-02T20:37:12.365127] [INFO ] [FORECASTER] Starting predict_future for NDRA [2025-12-02T20:37:12.366029] [DEBUG] [LOCAL ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt [2025-12-02T20:37:12.366080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:12.366110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:12.366135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:12.366196] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:12.424460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:12.425661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:12.425760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:12.425798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:12.552156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:12.552439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:12.552498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:12.552527] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:12.556467] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=69.86%) [2025-12-02T20:37:12.556792] [INFO ] [FORECASTER] Completed predict_future for NDRA [2025-12-02T20:37:12.556925] [INFO ] [sig ] NDRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:12.706701] [INFO ] [LOCAL ] Saved forecast: NDRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NDRA.txt [2025-12-02T20:37:12.706971] [INFO ] [sig ] [2152/3544] Completed NDRA in 0.4s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:12.707017] [INFO ] [sig ] [2153/3544] Forecasting NDSN... [2025-12-02T20:37:12.707047] [INFO ] [sig ] Generating forecast for: NDSN [2025-12-02T20:37:12.707076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'. [2025-12-02T20:37:12.720930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDSN'. [2025-12-02T20:37:12.721440] [INFO ] [FORECASTER] Starting predict_future for NDSN [2025-12-02T20:37:12.722365] [DEBUG] [LOCAL ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt [2025-12-02T20:37:12.722416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:12.722474] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:12.722507] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:12.722564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:12.782922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:12.784185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:12.784295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:12.784327] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:12.918141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:12.918393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:12.918441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:12.918468] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:12.922639] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=61.69%) [2025-12-02T20:37:12.922986] [INFO ] [FORECASTER] Completed predict_future for NDSN [2025-12-02T20:37:12.923148] [INFO ] [sig ] NDSN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:13.066877] [INFO ] [LOCAL ] Saved forecast: NDSN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NDSN.txt [2025-12-02T20:37:13.067098] [INFO ] [sig ] [2153/3544] Completed NDSN in 0.4s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:13.067143] [INFO ] [sig ] [2154/3544] Forecasting NE... [2025-12-02T20:37:13.067178] [INFO ] [sig ] Generating forecast for: NE [2025-12-02T20:37:13.067210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-12-02T20:37:13.080153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NE'. [2025-12-02T20:37:13.080662] [INFO ] [FORECASTER] Starting predict_future for NE [2025-12-02T20:37:13.081611] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-12-02T20:37:13.081663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:13.081697] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:13.081724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:13.081783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:13.137310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:13.138441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:13.138541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:13.138592] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:13.263350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:13.263530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:13.263694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:13.263733] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:13.267258] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=85.92%) [2025-12-02T20:37:13.267522] [INFO ] [FORECASTER] Completed predict_future for NE [2025-12-02T20:37:13.267666] [INFO ] [sig ] NE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:13.405068] [INFO ] [LOCAL ] Saved forecast: NE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NE.txt [2025-12-02T20:37:13.405220] [INFO ] [sig ] [2154/3544] Completed NE in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:13.405258] [INFO ] [sig ] [2155/3544] Forecasting NEA... [2025-12-02T20:37:13.405288] [INFO ] [sig ] Generating forecast for: NEA [2025-12-02T20:37:13.405315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-12-02T20:37:13.417251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEA'. [2025-12-02T20:37:13.417615] [INFO ] [FORECASTER] Starting predict_future for NEA [2025-12-02T20:37:13.418411] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-12-02T20:37:13.418460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:13.418490] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:13.418517] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:13.418595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:13.473347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:13.474199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:13.474311] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:13.474344] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:13.597345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:13.597502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:13.597542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:13.597587] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:13.600913] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=15.57%) [2025-12-02T20:37:13.601191] [INFO ] [FORECASTER] Completed predict_future for NEA [2025-12-02T20:37:13.601314] [INFO ] [sig ] NEA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:13.739552] [INFO ] [LOCAL ] Saved forecast: NEA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NEA.txt [2025-12-02T20:37:13.739692] [INFO ] [sig ] [2155/3544] Completed NEA in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:13.739730] [INFO ] [sig ] [2156/3544] Forecasting NECB... [2025-12-02T20:37:13.739758] [INFO ] [sig ] Generating forecast for: NECB [2025-12-02T20:37:13.739787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'. [2025-12-02T20:37:13.750904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NECB'. [2025-12-02T20:37:13.751284] [INFO ] [FORECASTER] Starting predict_future for NECB [2025-12-02T20:37:13.752089] [DEBUG] [LOCAL ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt [2025-12-02T20:37:13.752139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:13.752169] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:13.752195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:13.752249] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:13.807820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:13.808673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:13.808753] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:13.808784] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:13.925025] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:13.925174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:13.925212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:13.925240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:13.928522] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=46.98%) [2025-12-02T20:37:13.928794] [INFO ] [FORECASTER] Completed predict_future for NECB [2025-12-02T20:37:13.928911] [INFO ] [sig ] NECB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:14.070364] [INFO ] [LOCAL ] Saved forecast: NECB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NECB.txt [2025-12-02T20:37:14.070497] [INFO ] [sig ] [2156/3544] Completed NECB in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:14.070546] [INFO ] [sig ] [2157/3544] Forecasting NEE... [2025-12-02T20:37:14.070592] [INFO ] [sig ] Generating forecast for: NEE [2025-12-02T20:37:14.070622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-12-02T20:37:14.082593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEE'. [2025-12-02T20:37:14.082956] [INFO ] [FORECASTER] Starting predict_future for NEE [2025-12-02T20:37:14.083739] [DEBUG] [LOCAL ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt [2025-12-02T20:37:14.083788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:14.083819] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:14.083845] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:14.083904] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:14.142418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:14.143307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:14.143419] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:14.143452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:14.267684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:14.267852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:14.267915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:14.267948] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:14.271356] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=81.35%) [2025-12-02T20:37:14.271658] [INFO ] [FORECASTER] Completed predict_future for NEE [2025-12-02T20:37:14.271788] [INFO ] [sig ] NEE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:14.414675] [INFO ] [LOCAL ] Saved forecast: NEE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NEE.txt [2025-12-02T20:37:14.414823] [INFO ] [sig ] [2157/3544] Completed NEE in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:14.414861] [INFO ] [sig ] [2158/3544] Forecasting NEGG... [2025-12-02T20:37:14.414890] [INFO ] [sig ] Generating forecast for: NEGG [2025-12-02T20:37:14.414918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'. [2025-12-02T20:37:14.425863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEGG'. [2025-12-02T20:37:14.426183] [INFO ] [FORECASTER] Starting predict_future for NEGG [2025-12-02T20:37:14.426986] [DEBUG] [LOCAL ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt [2025-12-02T20:37:14.427035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:14.427065] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:14.427089] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:14.427142] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:14.485677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:14.486485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:14.486565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:14.486617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:14.608086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:14.608243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:14.608284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:14.608313] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:14.611771] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=97.24%) [2025-12-02T20:37:14.612050] [INFO ] [FORECASTER] Completed predict_future for NEGG [2025-12-02T20:37:14.612178] [INFO ] [sig ] NEGG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:14.750448] [INFO ] [LOCAL ] Saved forecast: NEGG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NEGG.txt [2025-12-02T20:37:14.750611] [INFO ] [sig ] [2158/3544] Completed NEGG in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:14.750651] [INFO ] [sig ] [2159/3544] Forecasting NEM... [2025-12-02T20:37:14.750679] [INFO ] [sig ] Generating forecast for: NEM [2025-12-02T20:37:14.750707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-12-02T20:37:14.761420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEM'. [2025-12-02T20:37:14.761734] [INFO ] [FORECASTER] Starting predict_future for NEM [2025-12-02T20:37:14.762510] [DEBUG] [LOCAL ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt [2025-12-02T20:37:14.762560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:14.762618] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:14.762652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:14.762719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:14.819692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:14.820313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:14.820394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:14.820427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:14.945534] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:14.945696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:14.945739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:14.945769] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:14.949112] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=21.91%) [2025-12-02T20:37:14.949390] [INFO ] [FORECASTER] Completed predict_future for NEM [2025-12-02T20:37:14.949518] [INFO ] [sig ] NEM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:15.089703] [INFO ] [LOCAL ] Saved forecast: NEM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NEM.txt [2025-12-02T20:37:15.089831] [INFO ] [sig ] [2159/3544] Completed NEM in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:15.089867] [INFO ] [sig ] [2160/3544] Forecasting NEO... [2025-12-02T20:37:15.089894] [INFO ] [sig ] Generating forecast for: NEO [2025-12-02T20:37:15.089923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'. [2025-12-02T20:37:15.103760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEO'. [2025-12-02T20:37:15.104099] [INFO ] [FORECASTER] Starting predict_future for NEO [2025-12-02T20:37:15.104922] [DEBUG] [LOCAL ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt [2025-12-02T20:37:15.104994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:15.105028] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:15.105057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:15.105114] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:15.163916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:15.164808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:15.164892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:15.164926] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:15.285243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:15.285391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:15.285432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:15.285461] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:15.288898] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=33.58%) [2025-12-02T20:37:15.289184] [INFO ] [FORECASTER] Completed predict_future for NEO [2025-12-02T20:37:15.289330] [INFO ] [sig ] NEO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:15.429672] [INFO ] [LOCAL ] Saved forecast: NEO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NEO.txt [2025-12-02T20:37:15.429798] [INFO ] [sig ] [2160/3544] Completed NEO in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.8m [2025-12-02T20:37:15.429835] [INFO ] [sig ] [2161/3544] Forecasting NEOG... [2025-12-02T20:37:15.429864] [INFO ] [sig ] Generating forecast for: NEOG [2025-12-02T20:37:15.429892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'. [2025-12-02T20:37:15.441865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEOG'. [2025-12-02T20:37:15.442260] [INFO ] [FORECASTER] Starting predict_future for NEOG [2025-12-02T20:37:15.443072] [DEBUG] [LOCAL ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt [2025-12-02T20:37:15.443121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:15.443152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:15.443177] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:15.443230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:15.499608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:15.500474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:15.500558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:15.500612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:15.620714] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:15.620870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:15.620910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:15.620937] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:15.624228] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-12-02T20:37:15.624502] [INFO ] [FORECASTER] Completed predict_future for NEOG [2025-12-02T20:37:15.624644] [INFO ] [sig ] NEOG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:15.765026] [INFO ] [LOCAL ] Saved forecast: NEOG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NEOG.txt [2025-12-02T20:37:15.765174] [INFO ] [sig ] [2161/3544] Completed NEOG in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:15.765211] [INFO ] [sig ] [2162/3544] Forecasting NEON... [2025-12-02T20:37:15.765240] [INFO ] [sig ] Generating forecast for: NEON [2025-12-02T20:37:15.765268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'. [2025-12-02T20:37:15.779685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEON'. [2025-12-02T20:37:15.780107] [INFO ] [FORECASTER] Starting predict_future for NEON [2025-12-02T20:37:15.781115] [DEBUG] [LOCAL ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt [2025-12-02T20:37:15.781178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:15.781251] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:15.781289] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:15.781366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:15.840877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:15.841715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:15.841795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:15.841826] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:15.963868] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:15.964030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:15.964070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:15.964097] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:15.967420] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=97.57%) [2025-12-02T20:37:15.967726] [INFO ] [FORECASTER] Completed predict_future for NEON [2025-12-02T20:37:15.967857] [INFO ] [sig ] NEON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:16.112310] [INFO ] [LOCAL ] Saved forecast: NEON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NEON.txt [2025-12-02T20:37:16.112456] [INFO ] [sig ] [2162/3544] Completed NEON in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:16.112494] [INFO ] [sig ] [2163/3544] Forecasting NEXA... [2025-12-02T20:37:16.112524] [INFO ] [sig ] Generating forecast for: NEXA [2025-12-02T20:37:16.112552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-12-02T20:37:16.123569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXA'. [2025-12-02T20:37:16.123902] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-12-02T20:37:16.124699] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-12-02T20:37:16.124749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:16.124779] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:16.124805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:16.124860] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:16.181191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:16.182002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:16.182080] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:16.182111] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:16.294849] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:16.295004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:16.295045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:16.295071] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:16.298352] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=89.79%) [2025-12-02T20:37:16.298633] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-12-02T20:37:16.298757] [INFO ] [sig ] NEXA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:16.438037] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NEXA.txt [2025-12-02T20:37:16.438177] [INFO ] [sig ] [2163/3544] Completed NEXA in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:16.438226] [INFO ] [sig ] [2164/3544] Forecasting NEXN... [2025-12-02T20:37:16.438256] [INFO ] [sig ] Generating forecast for: NEXN [2025-12-02T20:37:16.438283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'. [2025-12-02T20:37:16.449315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXN'. [2025-12-02T20:37:16.449603] [INFO ] [FORECASTER] Starting predict_future for NEXN [2025-12-02T20:37:16.450350] [DEBUG] [LOCAL ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt [2025-12-02T20:37:16.450398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:16.450428] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:16.450454] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:16.450508] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:16.505786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:16.506421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:16.506496] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:16.506526] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:16.624384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:16.624525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:16.624563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:16.624607] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:16.627824] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=68.52%) [2025-12-02T20:37:16.628105] [INFO ] [FORECASTER] Completed predict_future for NEXN [2025-12-02T20:37:16.628223] [INFO ] [sig ] NEXN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:16.766059] [INFO ] [LOCAL ] Saved forecast: NEXN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NEXN.txt [2025-12-02T20:37:16.766183] [INFO ] [sig ] [2164/3544] Completed NEXN in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:16.766220] [INFO ] [sig ] [2165/3544] Forecasting NFBK... [2025-12-02T20:37:16.766249] [INFO ] [sig ] Generating forecast for: NFBK [2025-12-02T20:37:16.766277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'. [2025-12-02T20:37:16.777234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFBK'. [2025-12-02T20:37:16.777502] [INFO ] [FORECASTER] Starting predict_future for NFBK [2025-12-02T20:37:16.778480] [DEBUG] [LOCAL ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt [2025-12-02T20:37:16.778538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:16.778599] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:16.778629] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:16.778684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:16.836076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:16.836723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:16.836798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:16.836829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:16.950561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:16.950714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:16.950755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:16.950815] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:16.954126] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=98.46%) [2025-12-02T20:37:16.954419] [INFO ] [FORECASTER] Completed predict_future for NFBK [2025-12-02T20:37:16.954542] [INFO ] [sig ] NFBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:17.093486] [INFO ] [LOCAL ] Saved forecast: NFBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NFBK.txt [2025-12-02T20:37:17.093641] [INFO ] [sig ] [2165/3544] Completed NFBK in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:17.093681] [INFO ] [sig ] [2166/3544] Forecasting NFE... [2025-12-02T20:37:17.093710] [INFO ] [sig ] Generating forecast for: NFE [2025-12-02T20:37:17.093738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'. [2025-12-02T20:37:17.104717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFE'. [2025-12-02T20:37:17.104998] [INFO ] [FORECASTER] Starting predict_future for NFE [2025-12-02T20:37:17.105765] [DEBUG] [LOCAL ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt [2025-12-02T20:37:17.105814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:17.105845] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:17.105870] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:17.105925] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:17.164068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:17.164788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:17.164862] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:17.164892] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:17.286989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:17.287134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:17.287174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:17.287201] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:17.290540] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=34.81%) [2025-12-02T20:37:17.290829] [INFO ] [FORECASTER] Completed predict_future for NFE [2025-12-02T20:37:17.290946] [INFO ] [sig ] NFE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:17.428835] [INFO ] [LOCAL ] Saved forecast: NFE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NFE.txt [2025-12-02T20:37:17.428967] [INFO ] [sig ] [2166/3544] Completed NFE in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:17.429011] [INFO ] [sig ] [2167/3544] Forecasting NFG... [2025-12-02T20:37:17.429046] [INFO ] [sig ] Generating forecast for: NFG [2025-12-02T20:37:17.429080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-12-02T20:37:17.440011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFG'. [2025-12-02T20:37:17.440287] [INFO ] [FORECASTER] Starting predict_future for NFG [2025-12-02T20:37:17.441154] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-12-02T20:37:17.441205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:17.441235] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:17.441260] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:17.441315] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:17.498527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:17.499192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:17.499267] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:17.499296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:17.616859] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:17.617016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:17.617075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:17.617109] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:17.620704] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=66.26%) [2025-12-02T20:37:17.621014] [INFO ] [FORECASTER] Completed predict_future for NFG [2025-12-02T20:37:17.621141] [INFO ] [sig ] NFG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:17.761479] [INFO ] [LOCAL ] Saved forecast: NFG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NFG.txt [2025-12-02T20:37:17.761623] [INFO ] [sig ] [2167/3544] Completed NFG in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:17.761662] [INFO ] [sig ] [2168/3544] Forecasting NFJ... [2025-12-02T20:37:17.761690] [INFO ] [sig ] Generating forecast for: NFJ [2025-12-02T20:37:17.761721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-12-02T20:37:17.773913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFJ'. [2025-12-02T20:37:17.774248] [INFO ] [FORECASTER] Starting predict_future for NFJ [2025-12-02T20:37:17.775082] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-12-02T20:37:17.775135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:17.775168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:17.775195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:17.775253] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:17.831887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:17.832538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:17.832631] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:17.832664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:17.950787] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:17.950935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:17.950976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:17.951011] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:17.954292] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=45.78%) [2025-12-02T20:37:17.954558] [INFO ] [FORECASTER] Completed predict_future for NFJ [2025-12-02T20:37:17.954696] [INFO ] [sig ] NFJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:18.093718] [INFO ] [LOCAL ] Saved forecast: NFJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NFJ.txt [2025-12-02T20:37:18.093851] [INFO ] [sig ] [2168/3544] Completed NFJ in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:18.093888] [INFO ] [sig ] [2169/3544] Forecasting NFLX... [2025-12-02T20:37:18.093915] [INFO ] [sig ] Generating forecast for: NFLX [2025-12-02T20:37:18.093943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'. [2025-12-02T20:37:18.105369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFLX'. [2025-12-02T20:37:18.105717] [INFO ] [FORECASTER] Starting predict_future for NFLX [2025-12-02T20:37:18.106528] [DEBUG] [LOCAL ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt [2025-12-02T20:37:18.106622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:18.106659] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:18.106687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:18.106751] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:18.162811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:18.163439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:18.163515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:18.163545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:18.286856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:18.286996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:18.287034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:18.287065] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:18.290368] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=21.25%) [2025-12-02T20:37:18.290646] [INFO ] [FORECASTER] Completed predict_future for NFLX [2025-12-02T20:37:18.290764] [INFO ] [sig ] NFLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:18.429709] [INFO ] [LOCAL ] Saved forecast: NFLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NFLX.txt [2025-12-02T20:37:18.429846] [INFO ] [sig ] [2169/3544] Completed NFLX in 0.3s | 2.98 sym/s | Total: 12.1m | ETA: 7.7m [2025-12-02T20:37:18.429884] [INFO ] [sig ] [2170/3544] Forecasting NFTY... [2025-12-02T20:37:18.429912] [INFO ] [sig ] Generating forecast for: NFTY [2025-12-02T20:37:18.429939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'. [2025-12-02T20:37:18.441166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFTY'. [2025-12-02T20:37:18.441470] [INFO ] [FORECASTER] Starting predict_future for NFTY [2025-12-02T20:37:18.442285] [DEBUG] [LOCAL ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt [2025-12-02T20:37:18.442334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:18.442364] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:18.442389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:18.442443] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:18.498761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:18.499749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:18.499826] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:18.499856] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:18.615786] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:18.615945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:18.615985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:18.616011] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:18.619376] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=29.18%) [2025-12-02T20:37:18.619659] [INFO ] [FORECASTER] Completed predict_future for NFTY [2025-12-02T20:37:18.619777] [INFO ] [sig ] NFTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:18.756212] [INFO ] [LOCAL ] Saved forecast: NFTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NFTY.txt [2025-12-02T20:37:18.756334] [INFO ] [sig ] [2170/3544] Completed NFTY in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:18.756371] [INFO ] [sig ] [2171/3544] Forecasting NGG... [2025-12-02T20:37:18.756400] [INFO ] [sig ] Generating forecast for: NGG [2025-12-02T20:37:18.756430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-12-02T20:37:18.767306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGG'. [2025-12-02T20:37:18.767610] [INFO ] [FORECASTER] Starting predict_future for NGG [2025-12-02T20:37:18.768401] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-12-02T20:37:18.768450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:18.768490] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:18.768516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:18.768618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:18.824481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:18.825108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:18.825185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:18.825216] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:18.944332] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:18.944467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:18.944505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:18.944532] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:18.947865] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=29.07%) [2025-12-02T20:37:18.948148] [INFO ] [FORECASTER] Completed predict_future for NGG [2025-12-02T20:37:18.948268] [INFO ] [sig ] NGG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:19.085425] [INFO ] [LOCAL ] Saved forecast: NGG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NGG.txt [2025-12-02T20:37:19.085552] [INFO ] [sig ] [2171/3544] Completed NGG in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:19.085607] [INFO ] [sig ] [2172/3544] Forecasting NGL... [2025-12-02T20:37:19.085637] [INFO ] [sig ] Generating forecast for: NGL [2025-12-02T20:37:19.085665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-12-02T20:37:19.096614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGL'. [2025-12-02T20:37:19.096924] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-12-02T20:37:19.097701] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-12-02T20:37:19.097749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:19.097779] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:19.097805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:19.097859] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:19.158015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:19.158840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:19.158960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:19.159019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:19.277555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:19.277708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:19.277747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:19.277774] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:19.281047] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=45.22%) [2025-12-02T20:37:19.281306] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-12-02T20:37:19.281423] [INFO ] [sig ] NGL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:19.417155] [INFO ] [LOCAL ] Saved forecast: NGL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NGL.txt [2025-12-02T20:37:19.417287] [INFO ] [sig ] [2172/3544] Completed NGL in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:19.417323] [INFO ] [sig ] [2173/3544] Forecasting NGNE... [2025-12-02T20:37:19.417352] [INFO ] [sig ] Generating forecast for: NGNE [2025-12-02T20:37:19.417381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'. [2025-12-02T20:37:19.428453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGNE'. [2025-12-02T20:37:19.428792] [INFO ] [FORECASTER] Starting predict_future for NGNE [2025-12-02T20:37:19.429557] [DEBUG] [LOCAL ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt [2025-12-02T20:37:19.429623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:19.429653] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:19.429679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:19.429733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:19.485440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:19.486334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:19.486432] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:19.486476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:19.609031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:19.609182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:19.609222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:19.609249] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:19.612509] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=96.52%) [2025-12-02T20:37:19.612790] [INFO ] [FORECASTER] Completed predict_future for NGNE [2025-12-02T20:37:19.612907] [INFO ] [sig ] NGNE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:19.752149] [INFO ] [LOCAL ] Saved forecast: NGNE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NGNE.txt [2025-12-02T20:37:19.752297] [INFO ] [sig ] [2173/3544] Completed NGNE in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:19.752334] [INFO ] [sig ] [2174/3544] Forecasting NGS... [2025-12-02T20:37:19.752363] [INFO ] [sig ] Generating forecast for: NGS [2025-12-02T20:37:19.752392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-12-02T20:37:19.763556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGS'. [2025-12-02T20:37:19.763885] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-12-02T20:37:19.764761] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-12-02T20:37:19.764814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:19.764846] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:19.764871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:19.764926] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:19.821504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:19.822255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:19.822336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:19.822368] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:19.944664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:19.944813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:19.944852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:19.944880] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:19.948192] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=69.08%) [2025-12-02T20:37:19.948455] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-12-02T20:37:19.948592] [INFO ] [sig ] NGS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:20.084551] [INFO ] [LOCAL ] Saved forecast: NGS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NGS.txt [2025-12-02T20:37:20.084693] [INFO ] [sig ] [2174/3544] Completed NGS in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:20.084730] [INFO ] [sig ] [2175/3544] Forecasting NGVC... [2025-12-02T20:37:20.084765] [INFO ] [sig ] Generating forecast for: NGVC [2025-12-02T20:37:20.084794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-12-02T20:37:20.096044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGVC'. [2025-12-02T20:37:20.096398] [INFO ] [FORECASTER] Starting predict_future for NGVC [2025-12-02T20:37:20.097206] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-12-02T20:37:20.097256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:20.097288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:20.097315] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:20.097371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:20.153505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:20.154240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:20.154322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:20.154354] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:20.274869] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:20.275033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:20.275088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:20.275117] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:20.278398] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=76.27%) [2025-12-02T20:37:20.278689] [INFO ] [FORECASTER] Completed predict_future for NGVC [2025-12-02T20:37:20.278813] [INFO ] [sig ] NGVC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:20.428926] [INFO ] [LOCAL ] Saved forecast: NGVC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NGVC.txt [2025-12-02T20:37:20.429087] [INFO ] [sig ] [2175/3544] Completed NGVC in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:20.429130] [INFO ] [sig ] [2176/3544] Forecasting NHI... [2025-12-02T20:37:20.429165] [INFO ] [sig ] Generating forecast for: NHI [2025-12-02T20:37:20.429200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-12-02T20:37:20.439912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHI'. [2025-12-02T20:37:20.440235] [INFO ] [FORECASTER] Starting predict_future for NHI [2025-12-02T20:37:20.441017] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-12-02T20:37:20.441067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:20.441099] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:20.441125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:20.441182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:20.496729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:20.497594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:20.497682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:20.497714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:20.618870] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:20.619015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:20.619055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:20.619088] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:20.622399] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=38.24%) [2025-12-02T20:37:20.622681] [INFO ] [FORECASTER] Completed predict_future for NHI [2025-12-02T20:37:20.622798] [INFO ] [sig ] NHI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:20.760927] [INFO ] [LOCAL ] Saved forecast: NHI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NHI.txt [2025-12-02T20:37:20.761047] [INFO ] [sig ] [2176/3544] Completed NHI in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:20.761083] [INFO ] [sig ] [2177/3544] Forecasting NHTC... [2025-12-02T20:37:20.761110] [INFO ] [sig ] Generating forecast for: NHTC [2025-12-02T20:37:20.761139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'. [2025-12-02T20:37:20.772053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHTC'. [2025-12-02T20:37:20.772336] [INFO ] [FORECASTER] Starting predict_future for NHTC [2025-12-02T20:37:20.773110] [DEBUG] [LOCAL ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt [2025-12-02T20:37:20.773158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:20.773187] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:20.773213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:20.773266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:20.830422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:20.831102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:20.831177] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:20.831208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:20.939421] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:20.939565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:20.939623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:20.939650] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:20.942917] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=96.02%) [2025-12-02T20:37:20.943182] [INFO ] [FORECASTER] Completed predict_future for NHTC [2025-12-02T20:37:20.943299] [INFO ] [sig ] NHTC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:21.080599] [INFO ] [LOCAL ] Saved forecast: NHTC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NHTC.txt [2025-12-02T20:37:21.080723] [INFO ] [sig ] [2177/3544] Completed NHTC in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.7m [2025-12-02T20:37:21.080759] [INFO ] [sig ] [2178/3544] Forecasting NI... [2025-12-02T20:37:21.080786] [INFO ] [sig ] Generating forecast for: NI [2025-12-02T20:37:21.080814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'. [2025-12-02T20:37:21.091425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NI'. [2025-12-02T20:37:21.091762] [INFO ] [FORECASTER] Starting predict_future for NI [2025-12-02T20:37:21.092546] [DEBUG] [LOCAL ] No optimal features file found for NI: ./output/feature-sets/NI.txt [2025-12-02T20:37:21.092621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:21.092662] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:21.092694] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:21.092751] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:21.147540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:21.148163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:21.148237] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:21.148267] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:21.266663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:21.266766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:21.266804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:21.266845] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:21.270215] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=28.09%) [2025-12-02T20:37:21.270501] [INFO ] [FORECASTER] Completed predict_future for NI [2025-12-02T20:37:21.270651] [INFO ] [sig ] NI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:21.409687] [INFO ] [LOCAL ] Saved forecast: NI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NI.txt [2025-12-02T20:37:21.409821] [INFO ] [sig ] [2178/3544] Completed NI in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:21.409858] [INFO ] [sig ] [2179/3544] Forecasting NIC... [2025-12-02T20:37:21.409886] [INFO ] [sig ] Generating forecast for: NIC [2025-12-02T20:37:21.409914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-12-02T20:37:21.421045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIC'. [2025-12-02T20:37:21.421342] [INFO ] [FORECASTER] Starting predict_future for NIC [2025-12-02T20:37:21.422119] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-12-02T20:37:21.422172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:21.422230] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:21.422257] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:21.422311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:21.478427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:21.479059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:21.479152] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:21.479190] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:21.596297] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:21.596435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:21.596476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:21.596503] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:21.599844] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-12-02T20:37:21.600114] [INFO ] [FORECASTER] Completed predict_future for NIC [2025-12-02T20:37:21.600255] [INFO ] [sig ] NIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:21.743180] [INFO ] [LOCAL ] Saved forecast: NIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NIC.txt [2025-12-02T20:37:21.743325] [INFO ] [sig ] [2179/3544] Completed NIC in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:21.743363] [INFO ] [sig ] [2180/3544] Forecasting NICE... [2025-12-02T20:37:21.743391] [INFO ] [sig ] Generating forecast for: NICE [2025-12-02T20:37:21.743424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'. [2025-12-02T20:37:21.754881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NICE'. [2025-12-02T20:37:21.755160] [INFO ] [FORECASTER] Starting predict_future for NICE [2025-12-02T20:37:21.755924] [DEBUG] [LOCAL ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt [2025-12-02T20:37:21.755972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:21.756002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:21.756027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:21.756081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:21.812222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:21.812855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:21.812928] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:21.812971] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:21.934534] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:21.934683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:21.934722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:21.934748] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:21.937979] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=57.90%) [2025-12-02T20:37:21.938269] [INFO ] [FORECASTER] Completed predict_future for NICE [2025-12-02T20:37:21.938383] [INFO ] [sig ] NICE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:22.083159] [INFO ] [LOCAL ] Saved forecast: NICE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NICE.txt [2025-12-02T20:37:22.083305] [INFO ] [sig ] [2180/3544] Completed NICE in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:22.083342] [INFO ] [sig ] [2181/3544] Forecasting NIE... [2025-12-02T20:37:22.083371] [INFO ] [sig ] Generating forecast for: NIE [2025-12-02T20:37:22.083399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-12-02T20:37:22.094791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIE'. [2025-12-02T20:37:22.095063] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-12-02T20:37:22.096014] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-12-02T20:37:22.096070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:22.096117] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:22.096144] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:22.096199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:22.152722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:22.153402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:22.153479] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:22.153511] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:22.271284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:22.271425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:22.271463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:22.271489] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:22.274738] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=2.70%) [2025-12-02T20:37:22.274996] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-12-02T20:37:22.275113] [INFO ] [sig ] NIE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:22.411313] [INFO ] [LOCAL ] Saved forecast: NIE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NIE.txt [2025-12-02T20:37:22.411432] [INFO ] [sig ] [2181/3544] Completed NIE in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:22.411468] [INFO ] [sig ] [2182/3544] Forecasting NIKL... [2025-12-02T20:37:22.411497] [INFO ] [sig ] Generating forecast for: NIKL [2025-12-02T20:37:22.411526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'. [2025-12-02T20:37:22.422383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIKL'. [2025-12-02T20:37:22.422662] [INFO ] [FORECASTER] Starting predict_future for NIKL [2025-12-02T20:37:22.423412] [DEBUG] [LOCAL ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt [2025-12-02T20:37:22.423459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:22.423489] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:22.423513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:22.423601] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:22.479941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:22.480564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:22.480658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:22.480689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:22.592253] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:22.592396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:22.592434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:22.592494] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:22.595753] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=94.03%) [2025-12-02T20:37:22.596009] [INFO ] [FORECASTER] Completed predict_future for NIKL [2025-12-02T20:37:22.596123] [INFO ] [sig ] NIKL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:22.732013] [INFO ] [LOCAL ] Saved forecast: NIKL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NIKL.txt [2025-12-02T20:37:22.732129] [INFO ] [sig ] [2182/3544] Completed NIKL in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:22.732165] [INFO ] [sig ] [2183/3544] Forecasting NIM... [2025-12-02T20:37:22.732192] [INFO ] [sig ] Generating forecast for: NIM [2025-12-02T20:37:22.732220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-12-02T20:37:22.742529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIM'. [2025-12-02T20:37:22.742795] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-12-02T20:37:22.743542] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-12-02T20:37:22.743609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:22.743640] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:22.743666] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:22.743720] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:22.798963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:22.799540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:22.799629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:22.799661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:22.903695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:22.903836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:22.903873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:22.903900] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:22.907106] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=9.99%) [2025-12-02T20:37:22.907361] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-12-02T20:37:22.907479] [INFO ] [sig ] NIM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:23.043667] [INFO ] [LOCAL ] Saved forecast: NIM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NIM.txt [2025-12-02T20:37:23.043790] [INFO ] [sig ] [2183/3544] Completed NIM in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:23.043826] [INFO ] [sig ] [2184/3544] Forecasting NIO... [2025-12-02T20:37:23.043854] [INFO ] [sig ] Generating forecast for: NIO [2025-12-02T20:37:23.043883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-12-02T20:37:23.054715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIO'. [2025-12-02T20:37:23.054983] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-12-02T20:37:23.055748] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-12-02T20:37:23.055807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:23.055837] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:23.055863] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:23.055917] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:23.110911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:23.111497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:23.111570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:23.111619] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:23.228346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:23.228476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:23.228515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:23.228543] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:23.231747] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=13.01%) [2025-12-02T20:37:23.232018] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-12-02T20:37:23.232132] [INFO ] [sig ] NIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:23.368388] [INFO ] [LOCAL ] Saved forecast: NIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NIO.txt [2025-12-02T20:37:23.368498] [INFO ] [sig ] [2184/3544] Completed NIO in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:23.368533] [INFO ] [sig ] [2185/3544] Forecasting NIPG... [2025-12-02T20:37:23.368561] [INFO ] [sig ] Generating forecast for: NIPG [2025-12-02T20:37:23.368608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'. [2025-12-02T20:37:23.379405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIPG'. [2025-12-02T20:37:23.379664] [INFO ] [FORECASTER] Starting predict_future for NIPG [2025-12-02T20:37:23.380440] [DEBUG] [LOCAL ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt [2025-12-02T20:37:23.380488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:23.380517] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:23.380542] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:23.380612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:23.434942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:23.435508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:23.435596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:23.435628] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:23.546913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:23.547039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:23.547075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:23.547101] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:23.550270] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=23.76%) [2025-12-02T20:37:23.550525] [INFO ] [FORECASTER] Completed predict_future for NIPG [2025-12-02T20:37:23.550655] [INFO ] [sig ] NIPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:23.686273] [INFO ] [LOCAL ] Saved forecast: NIPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NIPG.txt [2025-12-02T20:37:23.686398] [INFO ] [sig ] [2185/3544] Completed NIPG in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:23.686434] [INFO ] [sig ] [2186/3544] Forecasting NISN... [2025-12-02T20:37:23.686461] [INFO ] [sig ] Generating forecast for: NISN [2025-12-02T20:37:23.686490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'. [2025-12-02T20:37:23.697584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NISN'. [2025-12-02T20:37:23.697841] [INFO ] [FORECASTER] Starting predict_future for NISN [2025-12-02T20:37:23.698633] [DEBUG] [LOCAL ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt [2025-12-02T20:37:23.698682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:23.698712] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:23.698737] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:23.698791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:23.753911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:23.754555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:23.754649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:23.754680] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:23.862814] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:23.862939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:23.862975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:23.863001] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:23.866139] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=4.23%) [2025-12-02T20:37:23.866390] [INFO ] [FORECASTER] Completed predict_future for NISN [2025-12-02T20:37:23.866505] [INFO ] [sig ] NISN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:24.001377] [INFO ] [LOCAL ] Saved forecast: NISN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NISN.txt [2025-12-02T20:37:24.001489] [INFO ] [sig ] [2186/3544] Completed NISN in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:24.001526] [INFO ] [sig ] [2187/3544] Forecasting NITO... [2025-12-02T20:37:24.001553] [INFO ] [sig ] Generating forecast for: NITO [2025-12-02T20:37:24.001606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'. [2025-12-02T20:37:24.012082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NITO'. [2025-12-02T20:37:24.012362] [INFO ] [FORECASTER] Starting predict_future for NITO [2025-12-02T20:37:24.013124] [DEBUG] [LOCAL ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt [2025-12-02T20:37:24.013172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:24.013202] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:24.013228] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:24.013285] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:24.068499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:24.069124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:24.069206] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:24.069243] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:24.179842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:24.179993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:24.180031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:24.180058] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:24.183309] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=22.19%) [2025-12-02T20:37:24.183564] [INFO ] [FORECASTER] Completed predict_future for NITO [2025-12-02T20:37:24.183700] [INFO ] [sig ] NITO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:24.318679] [INFO ] [LOCAL ] Saved forecast: NITO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NITO.txt [2025-12-02T20:37:24.318815] [INFO ] [sig ] [2187/3544] Completed NITO in 0.3s | 2.98 sym/s | Total: 12.2m | ETA: 7.6m [2025-12-02T20:37:24.318852] [INFO ] [sig ] [2188/3544] Forecasting NKSH... [2025-12-02T20:37:24.318880] [INFO ] [sig ] Generating forecast for: NKSH [2025-12-02T20:37:24.318909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'. [2025-12-02T20:37:24.329711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKSH'. [2025-12-02T20:37:24.329979] [INFO ] [FORECASTER] Starting predict_future for NKSH [2025-12-02T20:37:24.330746] [DEBUG] [LOCAL ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt [2025-12-02T20:37:24.330793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:24.330823] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:24.330848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:24.330902] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:24.385286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:24.385882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:24.385955] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:24.385985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:24.489773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:24.489913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:24.489957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:24.489983] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:24.493201] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=8.52%) [2025-12-02T20:37:24.493456] [INFO ] [FORECASTER] Completed predict_future for NKSH [2025-12-02T20:37:24.493570] [INFO ] [sig ] NKSH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:24.629343] [INFO ] [LOCAL ] Saved forecast: NKSH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NKSH.txt [2025-12-02T20:37:24.629493] [INFO ] [sig ] [2188/3544] Completed NKSH in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:24.629530] [INFO ] [sig ] [2189/3544] Forecasting NKTX... [2025-12-02T20:37:24.629558] [INFO ] [sig ] Generating forecast for: NKTX [2025-12-02T20:37:24.629611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'. [2025-12-02T20:37:24.641133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKTX'. [2025-12-02T20:37:24.641489] [INFO ] [FORECASTER] Starting predict_future for NKTX [2025-12-02T20:37:24.642293] [DEBUG] [LOCAL ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt [2025-12-02T20:37:24.642341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:24.642371] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:24.642396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:24.642450] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:24.697301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:24.698040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:24.698140] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:24.698171] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:24.814455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:24.814614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:24.814655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:24.814683] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:24.817910] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=46.41%) [2025-12-02T20:37:24.818183] [INFO ] [FORECASTER] Completed predict_future for NKTX [2025-12-02T20:37:24.818305] [INFO ] [sig ] NKTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:24.952067] [INFO ] [LOCAL ] Saved forecast: NKTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NKTX.txt [2025-12-02T20:37:24.952181] [INFO ] [sig ] [2189/3544] Completed NKTX in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:24.952218] [INFO ] [sig ] [2190/3544] Forecasting NKX... [2025-12-02T20:37:24.952248] [INFO ] [sig ] Generating forecast for: NKX [2025-12-02T20:37:24.952276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-12-02T20:37:24.963462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKX'. [2025-12-02T20:37:24.963782] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-12-02T20:37:24.964526] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-12-02T20:37:24.964596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:24.964629] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:24.964655] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:24.964709] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:25.019109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:25.019737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:25.019811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:25.019841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:25.135216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:25.135360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:25.135397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:25.135425] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:25.138662] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=65.74%) [2025-12-02T20:37:25.138929] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-12-02T20:37:25.139044] [INFO ] [sig ] NKX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:25.274333] [INFO ] [LOCAL ] Saved forecast: NKX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NKX.txt [2025-12-02T20:37:25.274445] [INFO ] [sig ] [2190/3544] Completed NKX in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:25.274480] [INFO ] [sig ] [2191/3544] Forecasting NLOP... [2025-12-02T20:37:25.274508] [INFO ] [sig ] Generating forecast for: NLOP [2025-12-02T20:37:25.274536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-12-02T20:37:25.286525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLOP'. [2025-12-02T20:37:25.286851] [INFO ] [FORECASTER] Starting predict_future for NLOP [2025-12-02T20:37:25.287633] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-12-02T20:37:25.287682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:25.287713] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:25.287738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:25.287791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:25.344094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:25.344727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:25.344803] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:25.344834] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:25.458408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:25.458556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:25.458613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:25.458642] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:25.461889] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=6.10%) [2025-12-02T20:37:25.462152] [INFO ] [FORECASTER] Completed predict_future for NLOP [2025-12-02T20:37:25.462274] [INFO ] [sig ] NLOP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:25.604095] [INFO ] [LOCAL ] Saved forecast: NLOP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NLOP.txt [2025-12-02T20:37:25.604214] [INFO ] [sig ] [2191/3544] Completed NLOP in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:25.604250] [INFO ] [sig ] [2192/3544] Forecasting NLY... [2025-12-02T20:37:25.604278] [INFO ] [sig ] Generating forecast for: NLY [2025-12-02T20:37:25.604306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'. [2025-12-02T20:37:25.615283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLY'. [2025-12-02T20:37:25.615552] [INFO ] [FORECASTER] Starting predict_future for NLY [2025-12-02T20:37:25.616367] [DEBUG] [LOCAL ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt [2025-12-02T20:37:25.616415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:25.616445] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:25.616470] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:25.616524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:25.673664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:25.674469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:25.674545] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:25.674593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:25.793841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:25.794006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:25.794050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:25.794079] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:25.797618] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=56.88%) [2025-12-02T20:37:25.797916] [INFO ] [FORECASTER] Completed predict_future for NLY [2025-12-02T20:37:25.798047] [INFO ] [sig ] NLY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:25.938004] [INFO ] [LOCAL ] Saved forecast: NLY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NLY.txt [2025-12-02T20:37:25.938144] [INFO ] [sig ] [2192/3544] Completed NLY in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:25.938185] [INFO ] [sig ] [2193/3544] Forecasting NMAI... [2025-12-02T20:37:25.938218] [INFO ] [sig ] Generating forecast for: NMAI [2025-12-02T20:37:25.938252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-12-02T20:37:25.950414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMAI'. [2025-12-02T20:37:25.950719] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-12-02T20:37:25.951501] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-12-02T20:37:25.951552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:25.951604] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:25.951631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:25.951685] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:26.007920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:26.008522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:26.008621] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:26.008655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:26.126147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:26.126298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:26.126336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:26.126362] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:26.129676] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=50.49%) [2025-12-02T20:37:26.129943] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-12-02T20:37:26.130065] [INFO ] [sig ] NMAI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:26.274604] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NMAI.txt [2025-12-02T20:37:26.274738] [INFO ] [sig ] [2193/3544] Completed NMAI in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:26.274777] [INFO ] [sig ] [2194/3544] Forecasting NMCO... [2025-12-02T20:37:26.274807] [INFO ] [sig ] Generating forecast for: NMCO [2025-12-02T20:37:26.274837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-12-02T20:37:26.287271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMCO'. [2025-12-02T20:37:26.287664] [INFO ] [FORECASTER] Starting predict_future for NMCO [2025-12-02T20:37:26.288531] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-12-02T20:37:26.288597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:26.288631] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:26.288656] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:26.288712] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:26.346106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:26.347010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:26.347093] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:26.347123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:26.468268] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:26.468428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:26.468469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:26.468496] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:26.471850] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=60.60%) [2025-12-02T20:37:26.472116] [INFO ] [FORECASTER] Completed predict_future for NMCO [2025-12-02T20:37:26.472235] [INFO ] [sig ] NMCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:26.609457] [INFO ] [LOCAL ] Saved forecast: NMCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NMCO.txt [2025-12-02T20:37:26.609599] [INFO ] [sig ] [2194/3544] Completed NMCO in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:26.609636] [INFO ] [sig ] [2195/3544] Forecasting NMFC... [2025-12-02T20:37:26.609664] [INFO ] [sig ] Generating forecast for: NMFC [2025-12-02T20:37:26.609694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'. [2025-12-02T20:37:26.622049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMFC'. [2025-12-02T20:37:26.622452] [INFO ] [FORECASTER] Starting predict_future for NMFC [2025-12-02T20:37:26.623236] [DEBUG] [LOCAL ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt [2025-12-02T20:37:26.623297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:26.623329] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:26.623355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:26.623409] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:26.682327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:26.683216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:26.683302] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:26.683333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:26.801055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:26.801211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:26.801264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:26.801300] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:26.804661] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=69.08%) [2025-12-02T20:37:26.804930] [INFO ] [FORECASTER] Completed predict_future for NMFC [2025-12-02T20:37:26.805054] [INFO ] [sig ] NMFC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:26.948744] [INFO ] [LOCAL ] Saved forecast: NMFC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NMFC.txt [2025-12-02T20:37:26.948945] [INFO ] [sig ] [2195/3544] Completed NMFC in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.6m [2025-12-02T20:37:26.948983] [INFO ] [sig ] [2196/3544] Forecasting NMG... [2025-12-02T20:37:26.949013] [INFO ] [sig ] Generating forecast for: NMG [2025-12-02T20:37:26.949041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-12-02T20:37:26.959939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMG'. [2025-12-02T20:37:26.960246] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-12-02T20:37:26.961038] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-12-02T20:37:26.961085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:26.961142] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:26.961169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:26.961223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:27.015913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:27.016558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:27.016651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:27.016682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:27.132308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:27.132462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:27.132501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:27.132528] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:27.135820] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=99.19%) [2025-12-02T20:37:27.136079] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-12-02T20:37:27.136196] [INFO ] [sig ] NMG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:27.273213] [INFO ] [LOCAL ] Saved forecast: NMG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NMG.txt [2025-12-02T20:37:27.273336] [INFO ] [sig ] [2196/3544] Completed NMG in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:27.273372] [INFO ] [sig ] [2197/3544] Forecasting NMI... [2025-12-02T20:37:27.273401] [INFO ] [sig ] Generating forecast for: NMI [2025-12-02T20:37:27.273428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-12-02T20:37:27.284026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMI'. [2025-12-02T20:37:27.284279] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-12-02T20:37:27.285036] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-12-02T20:37:27.285084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:27.285113] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:27.285137] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:27.285191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:27.342177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:27.342937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:27.343016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:27.343049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:27.446873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:27.447028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:27.447069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:27.447096] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:27.450412] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=27.72%) [2025-12-02T20:37:27.450707] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-12-02T20:37:27.450832] [INFO ] [sig ] NMI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:27.589482] [INFO ] [LOCAL ] Saved forecast: NMI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NMI.txt [2025-12-02T20:37:27.589631] [INFO ] [sig ] [2197/3544] Completed NMI in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:27.589669] [INFO ] [sig ] [2198/3544] Forecasting NMIH... [2025-12-02T20:37:27.589698] [INFO ] [sig ] Generating forecast for: NMIH [2025-12-02T20:37:27.589726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'. [2025-12-02T20:37:27.600716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMIH'. [2025-12-02T20:37:27.600973] [INFO ] [FORECASTER] Starting predict_future for NMIH [2025-12-02T20:37:27.601739] [DEBUG] [LOCAL ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt [2025-12-02T20:37:27.601787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:27.601818] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:27.601843] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:27.601898] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:27.656139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:27.656739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:27.656815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:27.656844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:27.765778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:27.765912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:27.765949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:27.765974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:27.769180] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=56.74%) [2025-12-02T20:37:27.769431] [INFO ] [FORECASTER] Completed predict_future for NMIH [2025-12-02T20:37:27.769546] [INFO ] [sig ] NMIH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:27.904062] [INFO ] [LOCAL ] Saved forecast: NMIH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NMIH.txt [2025-12-02T20:37:27.904184] [INFO ] [sig ] [2198/3544] Completed NMIH in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:27.904226] [INFO ] [sig ] [2199/3544] Forecasting NMM... [2025-12-02T20:37:27.904255] [INFO ] [sig ] Generating forecast for: NMM [2025-12-02T20:37:27.904284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-12-02T20:37:27.915248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMM'. [2025-12-02T20:37:27.915497] [INFO ] [FORECASTER] Starting predict_future for NMM [2025-12-02T20:37:27.916255] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-12-02T20:37:27.916303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:27.916331] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:27.916355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:27.916408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:27.974070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:27.974798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:27.974874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:27.974905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:28.091180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:28.091323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:28.091362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:28.091422] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:28.094683] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=13.79%) [2025-12-02T20:37:28.094937] [INFO ] [FORECASTER] Completed predict_future for NMM [2025-12-02T20:37:28.095056] [INFO ] [sig ] NMM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:28.230449] [INFO ] [LOCAL ] Saved forecast: NMM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NMM.txt [2025-12-02T20:37:28.230591] [INFO ] [sig ] [2199/3544] Completed NMM in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:28.230629] [INFO ] [sig ] [2200/3544] Forecasting NMRA... [2025-12-02T20:37:28.230658] [INFO ] [sig ] Generating forecast for: NMRA [2025-12-02T20:37:28.230686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'. [2025-12-02T20:37:28.242743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRA'. [2025-12-02T20:37:28.243028] [INFO ] [FORECASTER] Starting predict_future for NMRA [2025-12-02T20:37:28.243793] [DEBUG] [LOCAL ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt [2025-12-02T20:37:28.243841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:28.243871] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:28.243895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:28.243950] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:28.299119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:28.299969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:28.300050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:28.300082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:28.421224] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:28.421381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:28.421421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:28.421447] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:28.424708] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=3.00%) [2025-12-02T20:37:28.424963] [INFO ] [FORECASTER] Completed predict_future for NMRA [2025-12-02T20:37:28.425101] [INFO ] [sig ] NMRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:28.562456] [INFO ] [LOCAL ] Saved forecast: NMRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NMRA.txt [2025-12-02T20:37:28.562590] [INFO ] [sig ] [2200/3544] Completed NMRA in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:28.562628] [INFO ] [sig ] [2201/3544] Forecasting NMRK... [2025-12-02T20:37:28.562656] [INFO ] [sig ] Generating forecast for: NMRK [2025-12-02T20:37:28.562685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'. [2025-12-02T20:37:28.574973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRK'. [2025-12-02T20:37:28.575390] [INFO ] [FORECASTER] Starting predict_future for NMRK [2025-12-02T20:37:28.576205] [DEBUG] [LOCAL ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt [2025-12-02T20:37:28.576254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:28.576284] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:28.576311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:28.576367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:28.632559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:28.633435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:28.633513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:28.633544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:28.753627] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:28.753783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:28.753823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:28.753850] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:28.757203] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=63.87%) [2025-12-02T20:37:28.757508] [INFO ] [FORECASTER] Completed predict_future for NMRK [2025-12-02T20:37:28.757658] [INFO ] [sig ] NMRK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:28.897299] [INFO ] [LOCAL ] Saved forecast: NMRK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NMRK.txt [2025-12-02T20:37:28.897446] [INFO ] [sig ] [2201/3544] Completed NMRK in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:28.897483] [INFO ] [sig ] [2202/3544] Forecasting NN... [2025-12-02T20:37:28.897512] [INFO ] [sig ] Generating forecast for: NN [2025-12-02T20:37:28.897541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'. [2025-12-02T20:37:28.908760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NN'. [2025-12-02T20:37:28.909096] [INFO ] [FORECASTER] Starting predict_future for NN [2025-12-02T20:37:28.909883] [DEBUG] [LOCAL ] No optimal features file found for NN: ./output/feature-sets/NN.txt [2025-12-02T20:37:28.909931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:28.909961] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:28.909986] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:28.910040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:28.965317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:28.966143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:28.966225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:28.966256] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:29.085214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:29.085364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:29.085403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:29.085448] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:29.088709] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=82.00%) [2025-12-02T20:37:29.088964] [INFO ] [FORECASTER] Completed predict_future for NN [2025-12-02T20:37:29.089080] [INFO ] [sig ] NN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:29.225765] [INFO ] [LOCAL ] Saved forecast: NN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NN.txt [2025-12-02T20:37:29.225910] [INFO ] [sig ] [2202/3544] Completed NN in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:29.225946] [INFO ] [sig ] [2203/3544] Forecasting NNDM... [2025-12-02T20:37:29.225975] [INFO ] [sig ] Generating forecast for: NNDM [2025-12-02T20:37:29.226004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'. [2025-12-02T20:37:29.239678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNDM'. [2025-12-02T20:37:29.240167] [INFO ] [FORECASTER] Starting predict_future for NNDM [2025-12-02T20:37:29.241122] [DEBUG] [LOCAL ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt [2025-12-02T20:37:29.241173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:29.241206] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:29.241236] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:29.241297] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:29.298737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:29.299859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:29.299949] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:29.299981] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:29.419730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:29.419894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:29.419936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:29.419962] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:29.423249] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=17.54%) [2025-12-02T20:37:29.423507] [INFO ] [FORECASTER] Completed predict_future for NNDM [2025-12-02T20:37:29.423642] [INFO ] [sig ] NNDM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:29.557642] [INFO ] [LOCAL ] Saved forecast: NNDM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NNDM.txt [2025-12-02T20:37:29.557754] [INFO ] [sig ] [2203/3544] Completed NNDM in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:29.557789] [INFO ] [sig ] [2204/3544] Forecasting NNE... [2025-12-02T20:37:29.557816] [INFO ] [sig ] Generating forecast for: NNE [2025-12-02T20:37:29.557842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'. [2025-12-02T20:37:29.569185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNE'. [2025-12-02T20:37:29.569443] [INFO ] [FORECASTER] Starting predict_future for NNE [2025-12-02T20:37:29.570203] [DEBUG] [LOCAL ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt [2025-12-02T20:37:29.570250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:29.570280] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:29.570306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:29.570360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:29.624557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:29.625132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:29.625217] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:29.625248] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:29.745548] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:29.745663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:29.745697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:29.745723] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:29.748759] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-12-02T20:37:29.749007] [INFO ] [FORECASTER] Completed predict_future for NNE [2025-12-02T20:37:29.749123] [INFO ] [sig ] NNE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:29.883727] [INFO ] [LOCAL ] Saved forecast: NNE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NNE.txt [2025-12-02T20:37:29.883829] [INFO ] [sig ] [2204/3544] Completed NNE in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:29.883864] [INFO ] [sig ] [2205/3544] Forecasting NNI... [2025-12-02T20:37:29.883891] [INFO ] [sig ] Generating forecast for: NNI [2025-12-02T20:37:29.883919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-12-02T20:37:29.896298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNI'. [2025-12-02T20:37:29.896633] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-12-02T20:37:29.897444] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-12-02T20:37:29.897493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:29.897523] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:29.897547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:29.897628] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:29.952458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:29.953139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:29.953224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:29.953255] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:30.070984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:30.071144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:30.071185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:30.071212] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:30.074533] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=5.13%) [2025-12-02T20:37:30.074817] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-12-02T20:37:30.074940] [INFO ] [sig ] NNI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:30.209428] [INFO ] [LOCAL ] Saved forecast: NNI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NNI.txt [2025-12-02T20:37:30.209556] [INFO ] [sig ] [2205/3544] Completed NNI in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:30.209610] [INFO ] [sig ] [2206/3544] Forecasting NNN... [2025-12-02T20:37:30.209638] [INFO ] [sig ] Generating forecast for: NNN [2025-12-02T20:37:30.209666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-12-02T20:37:30.220901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNN'. [2025-12-02T20:37:30.221255] [INFO ] [FORECASTER] Starting predict_future for NNN [2025-12-02T20:37:30.222093] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-12-02T20:37:30.222143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:30.222175] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:30.222213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:30.222270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:30.279390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:30.280243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:30.280359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:30.280414] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:30.406379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:30.406529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:30.406584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:30.406614] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:30.409949] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=77.09%) [2025-12-02T20:37:30.410205] [INFO ] [FORECASTER] Completed predict_future for NNN [2025-12-02T20:37:30.410322] [INFO ] [sig ] NNN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:30.555945] [INFO ] [LOCAL ] Saved forecast: NNN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NNN.txt [2025-12-02T20:37:30.556106] [INFO ] [sig ] [2206/3544] Completed NNN in 0.3s | 2.98 sym/s | Total: 12.3m | ETA: 7.5m [2025-12-02T20:37:30.556144] [INFO ] [sig ] [2207/3544] Forecasting NNOX... [2025-12-02T20:37:30.556173] [INFO ] [sig ] Generating forecast for: NNOX [2025-12-02T20:37:30.556201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'. [2025-12-02T20:37:30.569776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNOX'. [2025-12-02T20:37:30.570301] [INFO ] [FORECASTER] Starting predict_future for NNOX [2025-12-02T20:37:30.571238] [DEBUG] [LOCAL ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt [2025-12-02T20:37:30.571290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:30.571324] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:30.571351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:30.571413] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:30.628992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:30.630140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:30.630240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:30.630282] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:30.754811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:30.755040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:30.755086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:30.755114] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:30.758932] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=17.63%) [2025-12-02T20:37:30.759262] [INFO ] [FORECASTER] Completed predict_future for NNOX [2025-12-02T20:37:30.759400] [INFO ] [sig ] NNOX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:30.901192] [INFO ] [LOCAL ] Saved forecast: NNOX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NNOX.txt [2025-12-02T20:37:30.901378] [INFO ] [sig ] [2207/3544] Completed NNOX in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.5m [2025-12-02T20:37:30.901415] [INFO ] [sig ] [2208/3544] Forecasting NNY... [2025-12-02T20:37:30.901444] [INFO ] [sig ] Generating forecast for: NNY [2025-12-02T20:37:30.901475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-12-02T20:37:30.914731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNY'. [2025-12-02T20:37:30.915208] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-12-02T20:37:30.916085] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-12-02T20:37:30.916136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:30.916167] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:30.916193] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:30.916250] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:30.973843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:30.974785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:30.974882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:30.974915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:31.083843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:31.084056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:31.084100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:31.084128] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:31.087714] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=0.33%) [2025-12-02T20:37:31.088016] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-12-02T20:37:31.088139] [INFO ] [sig ] NNY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:31.229176] [INFO ] [LOCAL ] Saved forecast: NNY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NNY.txt [2025-12-02T20:37:31.229424] [INFO ] [sig ] [2208/3544] Completed NNY in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.5m [2025-12-02T20:37:31.229465] [INFO ] [sig ] [2209/3544] Forecasting NOA... [2025-12-02T20:37:31.229494] [INFO ] [sig ] Generating forecast for: NOA [2025-12-02T20:37:31.229526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-12-02T20:37:31.241783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOA'. [2025-12-02T20:37:31.242156] [INFO ] [FORECASTER] Starting predict_future for NOA [2025-12-02T20:37:31.243037] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-12-02T20:37:31.243086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:31.243116] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:31.243140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:31.243196] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:31.299614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:31.300653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:31.300748] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:31.300780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:31.426466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:31.426642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:31.426685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:31.426712] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:31.430152] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=89.67%) [2025-12-02T20:37:31.430421] [INFO ] [FORECASTER] Completed predict_future for NOA [2025-12-02T20:37:31.430545] [INFO ] [sig ] NOA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:31.572935] [INFO ] [LOCAL ] Saved forecast: NOA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NOA.txt [2025-12-02T20:37:31.573108] [INFO ] [sig ] [2209/3544] Completed NOA in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.5m [2025-12-02T20:37:31.573146] [INFO ] [sig ] [2210/3544] Forecasting NOAH... [2025-12-02T20:37:31.573175] [INFO ] [sig ] Generating forecast for: NOAH [2025-12-02T20:37:31.573211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-12-02T20:37:31.586233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOAH'. [2025-12-02T20:37:31.586791] [INFO ] [FORECASTER] Starting predict_future for NOAH [2025-12-02T20:37:31.587747] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-12-02T20:37:31.587800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:31.587834] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:31.587860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:31.587945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:31.645367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:31.646563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:31.646680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:31.646713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:31.768905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:31.769129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:31.769176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:31.769204] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:31.772895] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=14.55%) [2025-12-02T20:37:31.773219] [INFO ] [FORECASTER] Completed predict_future for NOAH [2025-12-02T20:37:31.773362] [INFO ] [sig ] NOAH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:31.918393] [INFO ] [LOCAL ] Saved forecast: NOAH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NOAH.txt [2025-12-02T20:37:31.918603] [INFO ] [sig ] [2210/3544] Completed NOAH in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.5m [2025-12-02T20:37:31.918646] [INFO ] [sig ] [2211/3544] Forecasting NODK... [2025-12-02T20:37:31.918676] [INFO ] [sig ] Generating forecast for: NODK [2025-12-02T20:37:31.918706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'. [2025-12-02T20:37:31.930228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NODK'. [2025-12-02T20:37:31.930566] [INFO ] [FORECASTER] Starting predict_future for NODK [2025-12-02T20:37:31.931495] [DEBUG] [LOCAL ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt [2025-12-02T20:37:31.931544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:31.931595] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:31.931623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:31.931680] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:31.990931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:31.991990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:31.992088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:31.992121] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:32.095410] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:32.095595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:32.095640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:32.095668] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:32.099228] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=7.38%) [2025-12-02T20:37:32.099530] [INFO ] [FORECASTER] Completed predict_future for NODK [2025-12-02T20:37:32.099685] [INFO ] [sig ] NODK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:32.243714] [INFO ] [LOCAL ] Saved forecast: NODK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NODK.txt [2025-12-02T20:37:32.243910] [INFO ] [sig ] [2211/3544] Completed NODK in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.5m [2025-12-02T20:37:32.243955] [INFO ] [sig ] [2212/3544] Forecasting NOG... [2025-12-02T20:37:32.243986] [INFO ] [sig ] Generating forecast for: NOG [2025-12-02T20:37:32.244018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-12-02T20:37:32.255829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOG'. [2025-12-02T20:37:32.256222] [INFO ] [FORECASTER] Starting predict_future for NOG [2025-12-02T20:37:32.257035] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-12-02T20:37:32.257084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:32.257116] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:32.257142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:32.257196] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:32.311855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:32.312662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:32.312743] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:32.312773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:32.431341] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:32.431495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:32.431535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:32.431562] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:32.434850] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=52.49%) [2025-12-02T20:37:32.435120] [INFO ] [FORECASTER] Completed predict_future for NOG [2025-12-02T20:37:32.435245] [INFO ] [sig ] NOG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:32.575618] [INFO ] [LOCAL ] Saved forecast: NOG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NOG.txt [2025-12-02T20:37:32.575773] [INFO ] [sig ] [2212/3544] Completed NOG in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.5m [2025-12-02T20:37:32.575810] [INFO ] [sig ] [2213/3544] Forecasting NOMD... [2025-12-02T20:37:32.575838] [INFO ] [sig ] Generating forecast for: NOMD [2025-12-02T20:37:32.575866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-12-02T20:37:32.587316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOMD'. [2025-12-02T20:37:32.587646] [INFO ] [FORECASTER] Starting predict_future for NOMD [2025-12-02T20:37:32.588462] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-12-02T20:37:32.588511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:32.588583] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:32.588613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:32.588673] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:32.644710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:32.645527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:32.645627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:32.645660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:32.767768] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:32.767963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:32.768014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:32.768042] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:32.771341] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=17.24%) [2025-12-02T20:37:32.771612] [INFO ] [FORECASTER] Completed predict_future for NOMD [2025-12-02T20:37:32.771731] [INFO ] [sig ] NOMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:32.909408] [INFO ] [LOCAL ] Saved forecast: NOMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NOMD.txt [2025-12-02T20:37:32.909559] [INFO ] [sig ] [2213/3544] Completed NOMD in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.5m [2025-12-02T20:37:32.909618] [INFO ] [sig ] [2214/3544] Forecasting NOTE... [2025-12-02T20:37:32.909649] [INFO ] [sig ] Generating forecast for: NOTE [2025-12-02T20:37:32.909678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-12-02T20:37:32.921616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOTE'. [2025-12-02T20:37:32.921991] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-12-02T20:37:32.922796] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-12-02T20:37:32.922846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:32.922879] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:32.922915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:32.922983] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:32.980490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:32.981333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:32.981416] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:32.981448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:33.103728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:33.103878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:33.103920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:33.103949] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:33.107350] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=39.06%) [2025-12-02T20:37:33.107669] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-12-02T20:37:33.107802] [INFO ] [sig ] NOTE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:33.251842] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NOTE.txt [2025-12-02T20:37:33.251998] [INFO ] [sig ] [2214/3544] Completed NOTE in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:33.252036] [INFO ] [sig ] [2215/3544] Forecasting NPCE... [2025-12-02T20:37:33.252065] [INFO ] [sig ] Generating forecast for: NPCE [2025-12-02T20:37:33.252095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'. [2025-12-02T20:37:33.263781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPCE'. [2025-12-02T20:37:33.264145] [INFO ] [FORECASTER] Starting predict_future for NPCE [2025-12-02T20:37:33.264963] [DEBUG] [LOCAL ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt [2025-12-02T20:37:33.265014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:33.265046] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:33.265072] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:33.265127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:33.322797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:33.323656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:33.323746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:33.323777] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:33.449462] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:33.449630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:33.449670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:33.449697] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:33.452960] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=20.67%) [2025-12-02T20:37:33.453229] [INFO ] [FORECASTER] Completed predict_future for NPCE [2025-12-02T20:37:33.453351] [INFO ] [sig ] NPCE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:33.592213] [INFO ] [LOCAL ] Saved forecast: NPCE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NPCE.txt [2025-12-02T20:37:33.592337] [INFO ] [sig ] [2215/3544] Completed NPCE in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:33.592373] [INFO ] [sig ] [2216/3544] Forecasting NPFD... [2025-12-02T20:37:33.592400] [INFO ] [sig ] Generating forecast for: NPFD [2025-12-02T20:37:33.592428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-12-02T20:37:33.603389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPFD'. [2025-12-02T20:37:33.603730] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-12-02T20:37:33.604490] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-12-02T20:37:33.604538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:33.604568] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:33.604617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:33.604671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:33.660504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:33.661169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:33.661252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:33.661282] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:33.778237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:33.778364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:33.778408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:33.778477] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:33.781752] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=89.83%) [2025-12-02T20:37:33.782016] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-12-02T20:37:33.782135] [INFO ] [sig ] NPFD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:33.917216] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NPFD.txt [2025-12-02T20:37:33.917327] [INFO ] [sig ] [2216/3544] Completed NPFD in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:33.917362] [INFO ] [sig ] [2217/3544] Forecasting NPK... [2025-12-02T20:37:33.917391] [INFO ] [sig ] Generating forecast for: NPK [2025-12-02T20:37:33.917419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-12-02T20:37:33.928188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPK'. [2025-12-02T20:37:33.928485] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-12-02T20:37:33.929275] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-12-02T20:37:33.929325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:33.929357] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:33.929384] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:33.929451] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:33.984570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:33.985192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:33.985268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:33.985299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:34.105292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:34.105416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:34.105456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:34.105484] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:34.108767] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=16.97%) [2025-12-02T20:37:34.109039] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-12-02T20:37:34.109164] [INFO ] [sig ] NPK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:34.246587] [INFO ] [LOCAL ] Saved forecast: NPK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NPK.txt [2025-12-02T20:37:34.246727] [INFO ] [sig ] [2217/3544] Completed NPK in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:34.246774] [INFO ] [sig ] [2218/3544] Forecasting NPO... [2025-12-02T20:37:34.246805] [INFO ] [sig ] Generating forecast for: NPO [2025-12-02T20:37:34.246835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-12-02T20:37:34.257418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPO'. [2025-12-02T20:37:34.257705] [INFO ] [FORECASTER] Starting predict_future for NPO [2025-12-02T20:37:34.258515] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-12-02T20:37:34.258565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:34.258618] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:34.258645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:34.258700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:34.314724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:34.315307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:34.315380] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:34.315410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:34.433283] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:34.433415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:34.433456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:34.433486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:34.436725] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=86.41%) [2025-12-02T20:37:34.436988] [INFO ] [FORECASTER] Completed predict_future for NPO [2025-12-02T20:37:34.437108] [INFO ] [sig ] NPO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:34.574836] [INFO ] [LOCAL ] Saved forecast: NPO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NPO.txt [2025-12-02T20:37:34.574949] [INFO ] [sig ] [2218/3544] Completed NPO in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:34.574985] [INFO ] [sig ] [2219/3544] Forecasting NQP... [2025-12-02T20:37:34.575012] [INFO ] [sig ] Generating forecast for: NQP [2025-12-02T20:37:34.575041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-12-02T20:37:34.585880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NQP'. [2025-12-02T20:37:34.586194] [INFO ] [FORECASTER] Starting predict_future for NQP [2025-12-02T20:37:34.587057] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-12-02T20:37:34.587125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:34.587159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:34.587187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:34.587244] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:34.644128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:34.644778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:34.644856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:34.644889] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:34.759521] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:34.759657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:34.759696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:34.759723] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:34.762887] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=20.28%) [2025-12-02T20:37:34.763142] [INFO ] [FORECASTER] Completed predict_future for NQP [2025-12-02T20:37:34.763256] [INFO ] [sig ] NQP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:34.897619] [INFO ] [LOCAL ] Saved forecast: NQP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NQP.txt [2025-12-02T20:37:34.897729] [INFO ] [sig ] [2219/3544] Completed NQP in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:34.897764] [INFO ] [sig ] [2220/3544] Forecasting NRC... [2025-12-02T20:37:34.897792] [INFO ] [sig ] Generating forecast for: NRC [2025-12-02T20:37:34.897819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'. [2025-12-02T20:37:34.908962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRC'. [2025-12-02T20:37:34.909246] [INFO ] [FORECASTER] Starting predict_future for NRC [2025-12-02T20:37:34.910011] [DEBUG] [LOCAL ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt [2025-12-02T20:37:34.910060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:34.910090] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:34.910115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:34.910169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:34.968668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:34.969320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:34.969394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:34.969425] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:35.084278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:35.084392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:35.084428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:35.084455] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:35.087548] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=95.34%) [2025-12-02T20:37:35.087830] [INFO ] [FORECASTER] Completed predict_future for NRC [2025-12-02T20:37:35.087984] [INFO ] [sig ] NRC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:35.223345] [INFO ] [LOCAL ] Saved forecast: NRC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NRC.txt [2025-12-02T20:37:35.223451] [INFO ] [sig ] [2220/3544] Completed NRC in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:35.223486] [INFO ] [sig ] [2221/3544] Forecasting NRDS... [2025-12-02T20:37:35.223513] [INFO ] [sig ] Generating forecast for: NRDS [2025-12-02T20:37:35.223539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'. [2025-12-02T20:37:35.236068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRDS'. [2025-12-02T20:37:35.236393] [INFO ] [FORECASTER] Starting predict_future for NRDS [2025-12-02T20:37:35.237231] [DEBUG] [LOCAL ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt [2025-12-02T20:37:35.237281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:35.237312] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:35.237337] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:35.237392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:35.295108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:35.295873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:35.295973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:35.296005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:35.412756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:35.412913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:35.412953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:35.412980] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:35.416281] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=12.47%) [2025-12-02T20:37:35.416539] [INFO ] [FORECASTER] Completed predict_future for NRDS [2025-12-02T20:37:35.416678] [INFO ] [sig ] NRDS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:35.553113] [INFO ] [LOCAL ] Saved forecast: NRDS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NRDS.txt [2025-12-02T20:37:35.553252] [INFO ] [sig ] [2221/3544] Completed NRDS in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:35.553291] [INFO ] [sig ] [2222/3544] Forecasting NREF... [2025-12-02T20:37:35.553320] [INFO ] [sig ] Generating forecast for: NREF [2025-12-02T20:37:35.553348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-12-02T20:37:35.564861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NREF'. [2025-12-02T20:37:35.565161] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-12-02T20:37:35.565959] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-12-02T20:37:35.566010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:35.566041] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:35.566069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:35.566125] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:35.622546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:35.623292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:35.623374] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:35.623406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:35.743149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:35.743296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:35.743336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:35.743364] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:35.746653] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=33.92%) [2025-12-02T20:37:35.746915] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-12-02T20:37:35.747035] [INFO ] [sig ] NREF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:35.886406] [INFO ] [LOCAL ] Saved forecast: NREF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NREF.txt [2025-12-02T20:37:35.886529] [INFO ] [sig ] [2222/3544] Completed NREF in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:35.886590] [INFO ] [sig ] [2223/3544] Forecasting NRG... [2025-12-02T20:37:35.886621] [INFO ] [sig ] Generating forecast for: NRG [2025-12-02T20:37:35.886650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'. [2025-12-02T20:37:35.898775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRG'. [2025-12-02T20:37:35.899063] [INFO ] [FORECASTER] Starting predict_future for NRG [2025-12-02T20:37:35.899881] [DEBUG] [LOCAL ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt [2025-12-02T20:37:35.899932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:35.899964] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:35.899991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:35.900047] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:35.957215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:35.957849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:35.957970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:35.958003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:36.084279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:36.084434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:36.084480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:36.084511] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:36.087816] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=79.23%) [2025-12-02T20:37:36.088089] [INFO ] [FORECASTER] Completed predict_future for NRG [2025-12-02T20:37:36.088204] [INFO ] [sig ] NRG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:36.226467] [INFO ] [LOCAL ] Saved forecast: NRG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NRG.txt [2025-12-02T20:37:36.226618] [INFO ] [sig ] [2223/3544] Completed NRG in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:36.226655] [INFO ] [sig ] [2224/3544] Forecasting NRIM... [2025-12-02T20:37:36.226683] [INFO ] [sig ] Generating forecast for: NRIM [2025-12-02T20:37:36.226718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'. [2025-12-02T20:37:36.237671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIM'. [2025-12-02T20:37:36.237978] [INFO ] [FORECASTER] Starting predict_future for NRIM [2025-12-02T20:37:36.238760] [DEBUG] [LOCAL ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt [2025-12-02T20:37:36.238809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:36.238840] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:36.238866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:36.238921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:36.294886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:36.295537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:36.295627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:36.295660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:36.417111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:36.417262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:36.417301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:36.417328] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:36.420623] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=66.09%) [2025-12-02T20:37:36.420894] [INFO ] [FORECASTER] Completed predict_future for NRIM [2025-12-02T20:37:36.421010] [INFO ] [sig ] NRIM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:36.560039] [INFO ] [LOCAL ] Saved forecast: NRIM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NRIM.txt [2025-12-02T20:37:36.560164] [INFO ] [sig ] [2224/3544] Completed NRIM in 0.3s | 2.98 sym/s | Total: 12.4m | ETA: 7.4m [2025-12-02T20:37:36.560199] [INFO ] [sig ] [2225/3544] Forecasting NRIX... [2025-12-02T20:37:36.560226] [INFO ] [sig ] Generating forecast for: NRIX [2025-12-02T20:37:36.560255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'. [2025-12-02T20:37:36.571388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIX'. [2025-12-02T20:37:36.571691] [INFO ] [FORECASTER] Starting predict_future for NRIX [2025-12-02T20:37:36.572432] [DEBUG] [LOCAL ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt [2025-12-02T20:37:36.572483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:36.572515] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:36.572540] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:36.572612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:36.628453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:36.629131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:36.629208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:36.629241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:36.753364] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:36.753509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:36.753548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:36.753592] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:36.756798] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=68.41%) [2025-12-02T20:37:36.757052] [INFO ] [FORECASTER] Completed predict_future for NRIX [2025-12-02T20:37:36.757166] [INFO ] [sig ] NRIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:36.940174] [INFO ] [LOCAL ] Saved forecast: NRIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NRIX.txt [2025-12-02T20:37:36.940323] [INFO ] [sig ] [2225/3544] Completed NRIX in 0.4s | 2.98 sym/s | Total: 12.5m | ETA: 7.4m [2025-12-02T20:37:36.940361] [INFO ] [sig ] [2226/3544] Forecasting NRK... [2025-12-02T20:37:36.940389] [INFO ] [sig ] Generating forecast for: NRK [2025-12-02T20:37:36.940417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-12-02T20:37:36.952249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRK'. [2025-12-02T20:37:36.952666] [INFO ] [FORECASTER] Starting predict_future for NRK [2025-12-02T20:37:36.953473] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-12-02T20:37:36.953528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:36.953560] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:36.953616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:36.953677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:37.009896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:37.010644] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:37.010726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:37.010757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:37.124260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:37.124403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:37.124461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:37.124490] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:37.127759] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=90.54%) [2025-12-02T20:37:37.128037] [INFO ] [FORECASTER] Completed predict_future for NRK [2025-12-02T20:37:37.128158] [INFO ] [sig ] NRK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:37.263676] [INFO ] [LOCAL ] Saved forecast: NRK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NRK.txt [2025-12-02T20:37:37.263844] [INFO ] [sig ] [2226/3544] Completed NRK in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.4m [2025-12-02T20:37:37.263882] [INFO ] [sig ] [2227/3544] Forecasting NRP... [2025-12-02T20:37:37.263909] [INFO ] [sig ] Generating forecast for: NRP [2025-12-02T20:37:37.263940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-12-02T20:37:37.273903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRP'. [2025-12-02T20:37:37.274207] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-12-02T20:37:37.274978] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-12-02T20:37:37.275027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:37.275056] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:37.275081] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:37.275134] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:37.330234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:37.330926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:37.331000] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:37.331031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:37.444021] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:37.444174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:37.444213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:37.444239] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:37.447471] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=16.92%) [2025-12-02T20:37:37.447761] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-12-02T20:37:37.447894] [INFO ] [sig ] NRP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:37.583014] [INFO ] [LOCAL ] Saved forecast: NRP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NRP.txt [2025-12-02T20:37:37.583159] [INFO ] [sig ] [2227/3544] Completed NRP in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.4m [2025-12-02T20:37:37.583196] [INFO ] [sig ] [2228/3544] Forecasting NRXP... [2025-12-02T20:37:37.583223] [INFO ] [sig ] Generating forecast for: NRXP [2025-12-02T20:37:37.583251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'. [2025-12-02T20:37:37.594147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRXP'. [2025-12-02T20:37:37.594479] [INFO ] [FORECASTER] Starting predict_future for NRXP [2025-12-02T20:37:37.595278] [DEBUG] [LOCAL ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt [2025-12-02T20:37:37.595329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:37.595359] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:37.595386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:37.595441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:37.649784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:37.650508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:37.650601] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:37.650634] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:37.766203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:37.766348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:37.766388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:37.766415] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:37.769702] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=73.54%) [2025-12-02T20:37:37.769973] [INFO ] [FORECASTER] Completed predict_future for NRXP [2025-12-02T20:37:37.770093] [INFO ] [sig ] NRXP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:37.905981] [INFO ] [LOCAL ] Saved forecast: NRXP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NRXP.txt [2025-12-02T20:37:37.906110] [INFO ] [sig ] [2228/3544] Completed NRXP in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.4m [2025-12-02T20:37:37.906147] [INFO ] [sig ] [2229/3544] Forecasting NSC... [2025-12-02T20:37:37.906174] [INFO ] [sig ] Generating forecast for: NSC [2025-12-02T20:37:37.906203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'. [2025-12-02T20:37:37.917138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSC'. [2025-12-02T20:37:37.917433] [INFO ] [FORECASTER] Starting predict_future for NSC [2025-12-02T20:37:37.918248] [DEBUG] [LOCAL ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt [2025-12-02T20:37:37.918297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:37.918327] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:37.918351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:37.918405] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:37.973235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:37.973974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:37.974050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:37.974084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:38.092296] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:38.092453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:38.092494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:38.092525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:38.095944] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=11.03%) [2025-12-02T20:37:38.096219] [INFO ] [FORECASTER] Completed predict_future for NSC [2025-12-02T20:37:38.096338] [INFO ] [sig ] NSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:38.235161] [INFO ] [LOCAL ] Saved forecast: NSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NSC.txt [2025-12-02T20:37:38.235300] [INFO ] [sig ] [2229/3544] Completed NSC in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.4m [2025-12-02T20:37:38.235337] [INFO ] [sig ] [2230/3544] Forecasting NSP... [2025-12-02T20:37:38.235365] [INFO ] [sig ] Generating forecast for: NSP [2025-12-02T20:37:38.235394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-12-02T20:37:38.246425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSP'. [2025-12-02T20:37:38.246694] [INFO ] [FORECASTER] Starting predict_future for NSP [2025-12-02T20:37:38.247430] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-12-02T20:37:38.247478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:38.247544] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:38.247595] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:38.247654] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:38.305805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:38.306529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:38.306633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:38.306667] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:38.428473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:38.428642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:38.428684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:38.428711] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:38.432037] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=61.83%) [2025-12-02T20:37:38.432298] [INFO ] [FORECASTER] Completed predict_future for NSP [2025-12-02T20:37:38.432419] [INFO ] [sig ] NSP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:38.568902] [INFO ] [LOCAL ] Saved forecast: NSP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NSP.txt [2025-12-02T20:37:38.569021] [INFO ] [sig ] [2230/3544] Completed NSP in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.4m [2025-12-02T20:37:38.569059] [INFO ] [sig ] [2231/3544] Forecasting NSSC... [2025-12-02T20:37:38.569086] [INFO ] [sig ] Generating forecast for: NSSC [2025-12-02T20:37:38.569115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'. [2025-12-02T20:37:38.581231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSSC'. [2025-12-02T20:37:38.581652] [INFO ] [FORECASTER] Starting predict_future for NSSC [2025-12-02T20:37:38.582463] [DEBUG] [LOCAL ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt [2025-12-02T20:37:38.582513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:38.582545] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:38.582597] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:38.582655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:38.637501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:38.638390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:38.638473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:38.638504] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:38.759790] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:38.759950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:38.759990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:38.760019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:38.763424] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-12-02T20:37:38.763744] [INFO ] [FORECASTER] Completed predict_future for NSSC [2025-12-02T20:37:38.763877] [INFO ] [sig ] NSSC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:38.900684] [INFO ] [LOCAL ] Saved forecast: NSSC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NSSC.txt [2025-12-02T20:37:38.900835] [INFO ] [sig ] [2231/3544] Completed NSSC in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:38.900872] [INFO ] [sig ] [2232/3544] Forecasting NTAP... [2025-12-02T20:37:38.900899] [INFO ] [sig ] Generating forecast for: NTAP [2025-12-02T20:37:38.900929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'. [2025-12-02T20:37:38.912056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTAP'. [2025-12-02T20:37:38.912358] [INFO ] [FORECASTER] Starting predict_future for NTAP [2025-12-02T20:37:38.913161] [DEBUG] [LOCAL ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt [2025-12-02T20:37:38.913211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:38.913243] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:38.913270] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:38.913327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:38.971969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:38.972846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:38.972933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:38.972965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:39.097345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:39.097495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:39.097535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:39.097564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:39.101065] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=80.47%) [2025-12-02T20:37:39.101329] [INFO ] [FORECASTER] Completed predict_future for NTAP [2025-12-02T20:37:39.101454] [INFO ] [sig ] NTAP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:39.244642] [INFO ] [LOCAL ] Saved forecast: NTAP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NTAP.txt [2025-12-02T20:37:39.244832] [INFO ] [sig ] [2232/3544] Completed NTAP in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:39.244880] [INFO ] [sig ] [2233/3544] Forecasting NTB... [2025-12-02T20:37:39.244916] [INFO ] [sig ] Generating forecast for: NTB [2025-12-02T20:37:39.244952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-12-02T20:37:39.258175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTB'. [2025-12-02T20:37:39.258542] [INFO ] [FORECASTER] Starting predict_future for NTB [2025-12-02T20:37:39.259374] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-12-02T20:37:39.259425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:39.259457] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:39.259483] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:39.259540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:39.316831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:39.317674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:39.317759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:39.317792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:39.434880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:39.435040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:39.435083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:39.435155] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:39.438968] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-12-02T20:37:39.439382] [INFO ] [FORECASTER] Completed predict_future for NTB [2025-12-02T20:37:39.439538] [INFO ] [sig ] NTB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:39.585639] [INFO ] [LOCAL ] Saved forecast: NTB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NTB.txt [2025-12-02T20:37:39.585788] [INFO ] [sig ] [2233/3544] Completed NTB in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:39.585825] [INFO ] [sig ] [2234/3544] Forecasting NTES... [2025-12-02T20:37:39.585861] [INFO ] [sig ] Generating forecast for: NTES [2025-12-02T20:37:39.585891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'. [2025-12-02T20:37:39.597411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTES'. [2025-12-02T20:37:39.597791] [INFO ] [FORECASTER] Starting predict_future for NTES [2025-12-02T20:37:39.598677] [DEBUG] [LOCAL ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt [2025-12-02T20:37:39.598729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:39.598762] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:39.598790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:39.598848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:39.657434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:39.658298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:39.658380] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:39.658412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:39.777919] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:39.778065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:39.778107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:39.778136] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:39.781398] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=68.25%) [2025-12-02T20:37:39.781704] [INFO ] [FORECASTER] Completed predict_future for NTES [2025-12-02T20:37:39.781822] [INFO ] [sig ] NTES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:39.922720] [INFO ] [LOCAL ] Saved forecast: NTES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NTES.txt [2025-12-02T20:37:39.922848] [INFO ] [sig ] [2234/3544] Completed NTES in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:39.922883] [INFO ] [sig ] [2235/3544] Forecasting NTIC... [2025-12-02T20:37:39.922910] [INFO ] [sig ] Generating forecast for: NTIC [2025-12-02T20:37:39.922938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'. [2025-12-02T20:37:39.933840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTIC'. [2025-12-02T20:37:39.934129] [INFO ] [FORECASTER] Starting predict_future for NTIC [2025-12-02T20:37:39.934896] [DEBUG] [LOCAL ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt [2025-12-02T20:37:39.934953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:39.934983] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:39.935008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:39.935062] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:39.989843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:39.990473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:39.990550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:39.990599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:40.095290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:40.095433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:40.095471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:40.095499] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:40.098761] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=85.42%) [2025-12-02T20:37:40.099014] [INFO ] [FORECASTER] Completed predict_future for NTIC [2025-12-02T20:37:40.099130] [INFO ] [sig ] NTIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:40.232835] [INFO ] [LOCAL ] Saved forecast: NTIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NTIC.txt [2025-12-02T20:37:40.232941] [INFO ] [sig ] [2235/3544] Completed NTIC in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:40.232975] [INFO ] [sig ] [2236/3544] Forecasting NTLA... [2025-12-02T20:37:40.233001] [INFO ] [sig ] Generating forecast for: NTLA [2025-12-02T20:37:40.233030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'. [2025-12-02T20:37:40.244932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTLA'. [2025-12-02T20:37:40.245205] [INFO ] [FORECASTER] Starting predict_future for NTLA [2025-12-02T20:37:40.245966] [DEBUG] [LOCAL ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt [2025-12-02T20:37:40.246015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:40.246044] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:40.246069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:40.246123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:40.300792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:40.301372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:40.301446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:40.301476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:40.423314] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:40.423459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:40.423497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:40.423524] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:40.426740] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=19.01%) [2025-12-02T20:37:40.426996] [INFO ] [FORECASTER] Completed predict_future for NTLA [2025-12-02T20:37:40.427111] [INFO ] [sig ] NTLA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:40.567696] [INFO ] [LOCAL ] Saved forecast: NTLA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NTLA.txt [2025-12-02T20:37:40.567866] [INFO ] [sig ] [2236/3544] Completed NTLA in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:40.567940] [INFO ] [sig ] [2237/3544] Forecasting NTNX... [2025-12-02T20:37:40.567973] [INFO ] [sig ] Generating forecast for: NTNX [2025-12-02T20:37:40.568010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'. [2025-12-02T20:37:40.579629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTNX'. [2025-12-02T20:37:40.579928] [INFO ] [FORECASTER] Starting predict_future for NTNX [2025-12-02T20:37:40.580716] [DEBUG] [LOCAL ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt [2025-12-02T20:37:40.580764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:40.580795] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:40.580821] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:40.580875] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:40.637470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:40.638403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:40.638489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:40.638522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:40.761124] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:40.761284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:40.761325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:40.761372] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:40.764678] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=9.94%) [2025-12-02T20:37:40.764950] [INFO ] [FORECASTER] Completed predict_future for NTNX [2025-12-02T20:37:40.765071] [INFO ] [sig ] NTNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:40.902041] [INFO ] [LOCAL ] Saved forecast: NTNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NTNX.txt [2025-12-02T20:37:40.902190] [INFO ] [sig ] [2237/3544] Completed NTNX in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:40.902228] [INFO ] [sig ] [2238/3544] Forecasting NTRA... [2025-12-02T20:37:40.902257] [INFO ] [sig ] Generating forecast for: NTRA [2025-12-02T20:37:40.902285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'. [2025-12-02T20:37:40.913719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRA'. [2025-12-02T20:37:40.914065] [INFO ] [FORECASTER] Starting predict_future for NTRA [2025-12-02T20:37:40.914845] [DEBUG] [LOCAL ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt [2025-12-02T20:37:40.914894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:40.914924] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:40.914949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:40.915004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:40.970469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:40.971324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:40.971413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:40.971444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:41.089409] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:41.089556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:41.089613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:41.089641] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:41.092861] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=91.78%) [2025-12-02T20:37:41.093119] [INFO ] [FORECASTER] Completed predict_future for NTRA [2025-12-02T20:37:41.093235] [INFO ] [sig ] NTRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:41.227791] [INFO ] [LOCAL ] Saved forecast: NTRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NTRA.txt [2025-12-02T20:37:41.227933] [INFO ] [sig ] [2238/3544] Completed NTRA in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:41.227973] [INFO ] [sig ] [2239/3544] Forecasting NTRB... [2025-12-02T20:37:41.228001] [INFO ] [sig ] Generating forecast for: NTRB [2025-12-02T20:37:41.228029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'. [2025-12-02T20:37:41.239521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRB'. [2025-12-02T20:37:41.239915] [INFO ] [FORECASTER] Starting predict_future for NTRB [2025-12-02T20:37:41.240706] [DEBUG] [LOCAL ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt [2025-12-02T20:37:41.240754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:41.240785] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:41.240810] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:41.240863] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:41.296440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:41.297260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:41.297340] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:41.297388] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:41.410087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:41.410241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:41.410279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:41.410307] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:41.413604] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=80.42%) [2025-12-02T20:37:41.413877] [INFO ] [FORECASTER] Completed predict_future for NTRB [2025-12-02T20:37:41.413998] [INFO ] [sig ] NTRB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:41.550390] [INFO ] [LOCAL ] Saved forecast: NTRB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NTRB.txt [2025-12-02T20:37:41.550515] [INFO ] [sig ] [2239/3544] Completed NTRB in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:41.550551] [INFO ] [sig ] [2240/3544] Forecasting NTRS... [2025-12-02T20:37:41.550600] [INFO ] [sig ] Generating forecast for: NTRS [2025-12-02T20:37:41.550632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'. [2025-12-02T20:37:41.561808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRS'. [2025-12-02T20:37:41.562098] [INFO ] [FORECASTER] Starting predict_future for NTRS [2025-12-02T20:37:41.562933] [DEBUG] [LOCAL ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt [2025-12-02T20:37:41.562983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:41.563015] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:41.563043] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:41.563100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:41.619523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:41.620115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:41.620219] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:41.620251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:41.736310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:41.736424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:41.736460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:41.736486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:41.739561] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=17.96%) [2025-12-02T20:37:41.739832] [INFO ] [FORECASTER] Completed predict_future for NTRS [2025-12-02T20:37:41.739948] [INFO ] [sig ] NTRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:41.878499] [INFO ] [LOCAL ] Saved forecast: NTRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NTRS.txt [2025-12-02T20:37:41.878629] [INFO ] [sig ] [2240/3544] Completed NTRS in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:41.878669] [INFO ] [sig ] [2241/3544] Forecasting NTRSO... [2025-12-02T20:37:41.878698] [INFO ] [sig ] Generating forecast for: NTRSO [2025-12-02T20:37:41.878727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'. [2025-12-02T20:37:41.889979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'. [2025-12-02T20:37:41.890244] [INFO ] [FORECASTER] Starting predict_future for NTRSO [2025-12-02T20:37:41.891038] [DEBUG] [LOCAL ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt [2025-12-02T20:37:41.891087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:41.891117] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:41.891152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:41.891208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:41.946681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:41.947243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:41.947316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:41.947347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:42.066499] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:42.066671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:42.066712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:42.066738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:42.070055] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=95.99%) [2025-12-02T20:37:42.070321] [INFO ] [FORECASTER] Completed predict_future for NTRSO [2025-12-02T20:37:42.070443] [INFO ] [sig ] NTRSO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:42.206621] [INFO ] [LOCAL ] Saved forecast: NTRSO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NTRSO.txt [2025-12-02T20:37:42.206744] [INFO ] [sig ] [2241/3544] Completed NTRSO in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:42.206780] [INFO ] [sig ] [2242/3544] Forecasting NUKK... [2025-12-02T20:37:42.206807] [INFO ] [sig ] Generating forecast for: NUKK [2025-12-02T20:37:42.206837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'. [2025-12-02T20:37:42.217748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUKK'. [2025-12-02T20:37:42.218033] [INFO ] [FORECASTER] Starting predict_future for NUKK [2025-12-02T20:37:42.218799] [DEBUG] [LOCAL ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt [2025-12-02T20:37:42.218847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:42.218877] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:42.218903] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:42.218957] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:42.273759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:42.274345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:42.274421] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:42.274451] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:42.391073] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:42.391181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:42.391216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:42.391242] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:42.394304] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=13.44%) [2025-12-02T20:37:42.394554] [INFO ] [FORECASTER] Completed predict_future for NUKK [2025-12-02T20:37:42.394692] [INFO ] [sig ] NUKK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:42.534818] [INFO ] [LOCAL ] Saved forecast: NUKK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NUKK.txt [2025-12-02T20:37:42.534942] [INFO ] [sig ] [2242/3544] Completed NUKK in 0.3s | 2.98 sym/s | Total: 12.5m | ETA: 7.3m [2025-12-02T20:37:42.534979] [INFO ] [sig ] [2243/3544] Forecasting NUS... [2025-12-02T20:37:42.535005] [INFO ] [sig ] Generating forecast for: NUS [2025-12-02T20:37:42.535034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-12-02T20:37:42.547011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUS'. [2025-12-02T20:37:42.547297] [INFO ] [FORECASTER] Starting predict_future for NUS [2025-12-02T20:37:42.548115] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-12-02T20:37:42.548164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:42.548195] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:42.548220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:42.548274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:42.603950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:42.604513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:42.604605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:42.604638] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:42.726533] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:42.726679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:42.726717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:42.726745] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:42.729961] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=90.47%) [2025-12-02T20:37:42.730214] [INFO ] [FORECASTER] Completed predict_future for NUS [2025-12-02T20:37:42.730331] [INFO ] [sig ] NUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:42.865105] [INFO ] [LOCAL ] Saved forecast: NUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NUS.txt [2025-12-02T20:37:42.865234] [INFO ] [sig ] [2243/3544] Completed NUS in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.3m [2025-12-02T20:37:42.865270] [INFO ] [sig ] [2244/3544] Forecasting NUTX... [2025-12-02T20:37:42.865297] [INFO ] [sig ] Generating forecast for: NUTX [2025-12-02T20:37:42.865326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'. [2025-12-02T20:37:42.875954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUTX'. [2025-12-02T20:37:42.876217] [INFO ] [FORECASTER] Starting predict_future for NUTX [2025-12-02T20:37:42.876976] [DEBUG] [LOCAL ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt [2025-12-02T20:37:42.877025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:42.877056] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:42.877081] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:42.877136] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:42.931928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:42.932496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:42.932570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:42.932621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:43.047062] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:43.047190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:43.047226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:43.047253] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:43.050446] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=22.66%) [2025-12-02T20:37:43.050718] [INFO ] [FORECASTER] Completed predict_future for NUTX [2025-12-02T20:37:43.050834] [INFO ] [sig ] NUTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:43.189462] [INFO ] [LOCAL ] Saved forecast: NUTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NUTX.txt [2025-12-02T20:37:43.189653] [INFO ] [sig ] [2244/3544] Completed NUTX in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.3m [2025-12-02T20:37:43.189694] [INFO ] [sig ] [2245/3544] Forecasting NUVB... [2025-12-02T20:37:43.189722] [INFO ] [sig ] Generating forecast for: NUVB [2025-12-02T20:37:43.189759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-12-02T20:37:43.200967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVB'. [2025-12-02T20:37:43.201331] [INFO ] [FORECASTER] Starting predict_future for NUVB [2025-12-02T20:37:43.202123] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-12-02T20:37:43.202171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:43.202201] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:43.202227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:43.202281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:43.257559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:43.258353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:43.258447] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:43.258479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:43.379263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:43.379366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:43.379404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:43.379430] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:43.382647] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=8.23%) [2025-12-02T20:37:43.382905] [INFO ] [FORECASTER] Completed predict_future for NUVB [2025-12-02T20:37:43.383017] [INFO ] [sig ] NUVB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:43.518396] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NUVB.txt [2025-12-02T20:37:43.518504] [INFO ] [sig ] [2245/3544] Completed NUVB in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.3m [2025-12-02T20:37:43.518539] [INFO ] [sig ] [2246/3544] Forecasting NUVL... [2025-12-02T20:37:43.518567] [INFO ] [sig ] Generating forecast for: NUVL [2025-12-02T20:37:43.518617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'. [2025-12-02T20:37:43.529199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVL'. [2025-12-02T20:37:43.529465] [INFO ] [FORECASTER] Starting predict_future for NUVL [2025-12-02T20:37:43.530232] [DEBUG] [LOCAL ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt [2025-12-02T20:37:43.530279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:43.530310] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:43.530335] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:43.530389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:43.585051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:43.585631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:43.585706] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:43.585736] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:43.703854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:43.703961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:43.703997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:43.704025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:43.707114] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=10.13%) [2025-12-02T20:37:43.707365] [INFO ] [FORECASTER] Completed predict_future for NUVL [2025-12-02T20:37:43.707478] [INFO ] [sig ] NUVL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:43.848192] [INFO ] [LOCAL ] Saved forecast: NUVL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NUVL.txt [2025-12-02T20:37:43.848315] [INFO ] [sig ] [2246/3544] Completed NUVL in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.3m [2025-12-02T20:37:43.848353] [INFO ] [sig ] [2247/3544] Forecasting NUWE... [2025-12-02T20:37:43.848381] [INFO ] [sig ] Generating forecast for: NUWE [2025-12-02T20:37:43.848412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'. [2025-12-02T20:37:43.859263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUWE'. [2025-12-02T20:37:43.859537] [INFO ] [FORECASTER] Starting predict_future for NUWE [2025-12-02T20:37:43.860311] [DEBUG] [LOCAL ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt [2025-12-02T20:37:43.860359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:43.860414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:43.860441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:43.860495] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:43.916348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:43.916957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:43.917033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:43.917065] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:44.033068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:44.033173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:44.033208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:44.033235] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:44.036307] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=40.66%) [2025-12-02T20:37:44.036558] [INFO ] [FORECASTER] Completed predict_future for NUWE [2025-12-02T20:37:44.036695] [INFO ] [sig ] NUWE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:44.172216] [INFO ] [LOCAL ] Saved forecast: NUWE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NUWE.txt [2025-12-02T20:37:44.172327] [INFO ] [sig ] [2247/3544] Completed NUWE in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.3m [2025-12-02T20:37:44.172363] [INFO ] [sig ] [2248/3544] Forecasting NVA... [2025-12-02T20:37:44.172391] [INFO ] [sig ] Generating forecast for: NVA [2025-12-02T20:37:44.172419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'. [2025-12-02T20:37:44.183597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVA'. [2025-12-02T20:37:44.183862] [INFO ] [FORECASTER] Starting predict_future for NVA [2025-12-02T20:37:44.184617] [DEBUG] [LOCAL ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt [2025-12-02T20:37:44.184670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:44.184701] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:44.184726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:44.184780] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:44.239759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:44.240600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:44.240703] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:44.240733] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:44.360141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:44.360289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:44.360332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:44.360376] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:44.363626] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: DOWN (p=15.86%) [2025-12-02T20:37:44.363890] [INFO ] [FORECASTER] Completed predict_future for NVA [2025-12-02T20:37:44.364007] [INFO ] [sig ] NVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:44.504688] [INFO ] [LOCAL ] Saved forecast: NVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVA.txt [2025-12-02T20:37:44.504813] [INFO ] [sig ] [2248/3544] Completed NVA in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.3m [2025-12-02T20:37:44.504849] [INFO ] [sig ] [2249/3544] Forecasting NVAX... [2025-12-02T20:37:44.504877] [INFO ] [sig ] Generating forecast for: NVAX [2025-12-02T20:37:44.504905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'. [2025-12-02T20:37:44.516049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVAX'. [2025-12-02T20:37:44.516309] [INFO ] [FORECASTER] Starting predict_future for NVAX [2025-12-02T20:37:44.517094] [DEBUG] [LOCAL ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt [2025-12-02T20:37:44.517142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:44.517172] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:44.517197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:44.517251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:44.571322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:44.571905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:44.571980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:44.572010] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:44.690276] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:44.690373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:44.690408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:44.690434] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:44.693436] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=4.35%) [2025-12-02T20:37:44.693703] [INFO ] [FORECASTER] Completed predict_future for NVAX [2025-12-02T20:37:44.693824] [INFO ] [sig ] NVAX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:44.832143] [INFO ] [LOCAL ] Saved forecast: NVAX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVAX.txt [2025-12-02T20:37:44.832264] [INFO ] [sig ] [2249/3544] Completed NVAX in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:44.832300] [INFO ] [sig ] [2250/3544] Forecasting NVD... [2025-12-02T20:37:44.832327] [INFO ] [sig ] Generating forecast for: NVD [2025-12-02T20:37:44.832355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'. [2025-12-02T20:37:44.843661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVD'. [2025-12-02T20:37:44.843922] [INFO ] [FORECASTER] Starting predict_future for NVD [2025-12-02T20:37:44.844680] [DEBUG] [LOCAL ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt [2025-12-02T20:37:44.844730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:44.844759] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:44.844784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:44.844838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:44.900015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:44.900626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:44.900700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:44.900731] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:45.010827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:45.010929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:45.010963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:45.011018] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:45.014080] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=73.23%) [2025-12-02T20:37:45.014334] [INFO ] [FORECASTER] Completed predict_future for NVD [2025-12-02T20:37:45.014447] [INFO ] [sig ] NVD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:45.150639] [INFO ] [LOCAL ] Saved forecast: NVD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVD.txt [2025-12-02T20:37:45.150748] [INFO ] [sig ] [2250/3544] Completed NVD in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:45.150784] [INFO ] [sig ] [2251/3544] Forecasting NVDA... [2025-12-02T20:37:45.150810] [INFO ] [sig ] Generating forecast for: NVDA [2025-12-02T20:37:45.150839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'. [2025-12-02T20:37:45.162271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDA'. [2025-12-02T20:37:45.162529] [INFO ] [FORECASTER] Starting predict_future for NVDA [2025-12-02T20:37:45.163286] [DEBUG] [LOCAL ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt [2025-12-02T20:37:45.163333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:45.163363] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:45.163388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:45.163442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:45.218006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:45.218595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:45.218668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:45.218697] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:45.338530] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:45.338679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:45.338722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:45.338747] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:45.341926] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=38.81%) [2025-12-02T20:37:45.342179] [INFO ] [FORECASTER] Completed predict_future for NVDA [2025-12-02T20:37:45.342292] [INFO ] [sig ] NVDA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:45.478044] [INFO ] [LOCAL ] Saved forecast: NVDA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVDA.txt [2025-12-02T20:37:45.478180] [INFO ] [sig ] [2251/3544] Completed NVDA in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:45.478216] [INFO ] [sig ] [2252/3544] Forecasting NVDD... [2025-12-02T20:37:45.478243] [INFO ] [sig ] Generating forecast for: NVDD [2025-12-02T20:37:45.478272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'. [2025-12-02T20:37:45.488919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDD'. [2025-12-02T20:37:45.489236] [INFO ] [FORECASTER] Starting predict_future for NVDD [2025-12-02T20:37:45.490008] [DEBUG] [LOCAL ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt [2025-12-02T20:37:45.490056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:45.490086] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:45.490112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:45.490189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:45.547941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:45.548742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:45.548836] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:45.548873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:45.672557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:45.672733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:45.672776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:45.672804] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:45.676173] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=67.36%) [2025-12-02T20:37:45.676444] [INFO ] [FORECASTER] Completed predict_future for NVDD [2025-12-02T20:37:45.676607] [INFO ] [sig ] NVDD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:45.812413] [INFO ] [LOCAL ] Saved forecast: NVDD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVDD.txt [2025-12-02T20:37:45.812541] [INFO ] [sig ] [2252/3544] Completed NVDD in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:45.812594] [INFO ] [sig ] [2253/3544] Forecasting NVDL... [2025-12-02T20:37:45.812625] [INFO ] [sig ] Generating forecast for: NVDL [2025-12-02T20:37:45.812666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'. [2025-12-02T20:37:45.824095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDL'. [2025-12-02T20:37:45.824351] [INFO ] [FORECASTER] Starting predict_future for NVDL [2025-12-02T20:37:45.825156] [DEBUG] [LOCAL ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt [2025-12-02T20:37:45.825204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:45.825233] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:45.825258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:45.825311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:45.880505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:45.881110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:45.881189] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:45.881219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:46.000412] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:46.000549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:46.000605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:46.000632] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:46.003869] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=67.09%) [2025-12-02T20:37:46.004131] [INFO ] [FORECASTER] Completed predict_future for NVDL [2025-12-02T20:37:46.004253] [INFO ] [sig ] NVDL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:46.141699] [INFO ] [LOCAL ] Saved forecast: NVDL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVDL.txt [2025-12-02T20:37:46.141812] [INFO ] [sig ] [2253/3544] Completed NVDL in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:46.141848] [INFO ] [sig ] [2254/3544] Forecasting NVDS... [2025-12-02T20:37:46.141875] [INFO ] [sig ] Generating forecast for: NVDS [2025-12-02T20:37:46.141904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'. [2025-12-02T20:37:46.152035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDS'. [2025-12-02T20:37:46.152279] [INFO ] [FORECASTER] Starting predict_future for NVDS [2025-12-02T20:37:46.153055] [DEBUG] [LOCAL ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt [2025-12-02T20:37:46.153114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:46.153144] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:46.153169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:46.153221] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:46.211660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:46.212380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:46.212467] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:46.212500] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:46.332433] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:46.332601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:46.332643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:46.332670] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:46.335902] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=49.28%) [2025-12-02T20:37:46.336158] [INFO ] [FORECASTER] Completed predict_future for NVDS [2025-12-02T20:37:46.336276] [INFO ] [sig ] NVDS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:46.475864] [INFO ] [LOCAL ] Saved forecast: NVDS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVDS.txt [2025-12-02T20:37:46.476015] [INFO ] [sig ] [2254/3544] Completed NVDS in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:46.476053] [INFO ] [sig ] [2255/3544] Forecasting NVEC... [2025-12-02T20:37:46.476080] [INFO ] [sig ] Generating forecast for: NVEC [2025-12-02T20:37:46.476111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'. [2025-12-02T20:37:46.487431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVEC'. [2025-12-02T20:37:46.487724] [INFO ] [FORECASTER] Starting predict_future for NVEC [2025-12-02T20:37:46.488482] [DEBUG] [LOCAL ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt [2025-12-02T20:37:46.488531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:46.488561] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:46.488605] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:46.488660] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:46.545839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:46.546441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:46.546516] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:46.546546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:46.658062] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:46.658199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:46.658238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:46.658265] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:46.661540] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=7.69%) [2025-12-02T20:37:46.661812] [INFO ] [FORECASTER] Completed predict_future for NVEC [2025-12-02T20:37:46.661927] [INFO ] [sig ] NVEC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:46.801109] [INFO ] [LOCAL ] Saved forecast: NVEC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVEC.txt [2025-12-02T20:37:46.801258] [INFO ] [sig ] [2255/3544] Completed NVEC in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:46.801296] [INFO ] [sig ] [2256/3544] Forecasting NVG... [2025-12-02T20:37:46.801323] [INFO ] [sig ] Generating forecast for: NVG [2025-12-02T20:37:46.801353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-12-02T20:37:46.812750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVG'. [2025-12-02T20:37:46.813016] [INFO ] [FORECASTER] Starting predict_future for NVG [2025-12-02T20:37:46.813791] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-12-02T20:37:46.813839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:46.813869] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:46.813895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:46.813949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:46.870036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:46.870624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:46.870697] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:46.870727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:46.995201] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:46.995352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:46.995392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:46.995419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:46.998784] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=27.58%) [2025-12-02T20:37:46.999047] [INFO ] [FORECASTER] Completed predict_future for NVG [2025-12-02T20:37:46.999169] [INFO ] [sig ] NVG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:47.143704] [INFO ] [LOCAL ] Saved forecast: NVG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVG.txt [2025-12-02T20:37:47.143838] [INFO ] [sig ] [2256/3544] Completed NVG in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:47.143875] [INFO ] [sig ] [2257/3544] Forecasting NVGS... [2025-12-02T20:37:47.143902] [INFO ] [sig ] Generating forecast for: NVGS [2025-12-02T20:37:47.143931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-12-02T20:37:47.154764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVGS'. [2025-12-02T20:37:47.155041] [INFO ] [FORECASTER] Starting predict_future for NVGS [2025-12-02T20:37:47.155807] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-12-02T20:37:47.155855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:47.155884] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:47.155909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:47.155964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:47.211962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:47.212542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:47.212658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:47.212690] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:47.331817] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:47.331963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:47.332001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:47.332028] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:47.335265] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=32.26%) [2025-12-02T20:37:47.335521] [INFO ] [FORECASTER] Completed predict_future for NVGS [2025-12-02T20:37:47.335655] [INFO ] [sig ] NVGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:47.476954] [INFO ] [LOCAL ] Saved forecast: NVGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVGS.txt [2025-12-02T20:37:47.477108] [INFO ] [sig ] [2257/3544] Completed NVGS in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:47.477146] [INFO ] [sig ] [2258/3544] Forecasting NVMI... [2025-12-02T20:37:47.477176] [INFO ] [sig ] Generating forecast for: NVMI [2025-12-02T20:37:47.477205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'. [2025-12-02T20:37:47.488564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVMI'. [2025-12-02T20:37:47.488859] [INFO ] [FORECASTER] Starting predict_future for NVMI [2025-12-02T20:37:47.489619] [DEBUG] [LOCAL ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt [2025-12-02T20:37:47.489667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:47.489697] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:47.489723] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:47.489777] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:47.544965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:47.545542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:47.545633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:47.545665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:47.672397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:47.672562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:47.672621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:47.672649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:47.675990] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-12-02T20:37:47.676250] [INFO ] [FORECASTER] Completed predict_future for NVMI [2025-12-02T20:37:47.676371] [INFO ] [sig ] NVMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:47.813101] [INFO ] [LOCAL ] Saved forecast: NVMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVMI.txt [2025-12-02T20:37:47.813215] [INFO ] [sig ] [2258/3544] Completed NVMI in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:47.813251] [INFO ] [sig ] [2259/3544] Forecasting NVO... [2025-12-02T20:37:47.813279] [INFO ] [sig ] Generating forecast for: NVO [2025-12-02T20:37:47.813308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-12-02T20:37:47.825185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVO'. [2025-12-02T20:37:47.825465] [INFO ] [FORECASTER] Starting predict_future for NVO [2025-12-02T20:37:47.826230] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-12-02T20:37:47.826279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:47.826309] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:47.826335] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:47.826388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:47.881660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:47.882248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:47.882322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:47.882353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:47.998349] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:47.998483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:47.998521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:47.998547] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:48.001778] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=62.65%) [2025-12-02T20:37:48.002052] [INFO ] [FORECASTER] Completed predict_future for NVO [2025-12-02T20:37:48.002168] [INFO ] [sig ] NVO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:48.137929] [INFO ] [LOCAL ] Saved forecast: NVO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVO.txt [2025-12-02T20:37:48.138043] [INFO ] [sig ] [2259/3544] Completed NVO in 0.3s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:48.138079] [INFO ] [sig ] [2260/3544] Forecasting NVRI... [2025-12-02T20:37:48.138107] [INFO ] [sig ] Generating forecast for: NVRI [2025-12-02T20:37:48.138135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-12-02T20:37:48.149258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVRI'. [2025-12-02T20:37:48.149516] [INFO ] [FORECASTER] Starting predict_future for NVRI [2025-12-02T20:37:48.150285] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-12-02T20:37:48.150333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:48.150363] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:48.150388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:48.150441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:48.205371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:48.205971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:48.206045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:48.206075] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:48.331642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:48.331820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:48.331867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:48.331898] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:48.335374] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=86.87%) [2025-12-02T20:37:48.335661] [INFO ] [FORECASTER] Completed predict_future for NVRI [2025-12-02T20:37:48.335837] [INFO ] [sig ] NVRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:48.493432] [INFO ] [LOCAL ] Saved forecast: NVRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVRI.txt [2025-12-02T20:37:48.493649] [INFO ] [sig ] [2260/3544] Completed NVRI in 0.4s | 2.98 sym/s | Total: 12.6m | ETA: 7.2m [2025-12-02T20:37:48.493690] [INFO ] [sig ] [2261/3544] Forecasting NVS... [2025-12-02T20:37:48.493719] [INFO ] [sig ] Generating forecast for: NVS [2025-12-02T20:37:48.493749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-12-02T20:37:48.505117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVS'. [2025-12-02T20:37:48.505470] [INFO ] [FORECASTER] Starting predict_future for NVS [2025-12-02T20:37:48.506248] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-12-02T20:37:48.506297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:48.506328] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:48.506353] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:48.506408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:48.564012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:48.564904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:48.564989] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:48.565021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:48.690926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:48.691088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:48.691130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:48.691160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:48.694415] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=94.89%) [2025-12-02T20:37:48.694698] [INFO ] [FORECASTER] Completed predict_future for NVS [2025-12-02T20:37:48.694816] [INFO ] [sig ] NVS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:48.833013] [INFO ] [LOCAL ] Saved forecast: NVS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVS.txt [2025-12-02T20:37:48.833137] [INFO ] [sig ] [2261/3544] Completed NVS in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.2m [2025-12-02T20:37:48.833173] [INFO ] [sig ] [2262/3544] Forecasting NVTS... [2025-12-02T20:37:48.833200] [INFO ] [sig ] Generating forecast for: NVTS [2025-12-02T20:37:48.833229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'. [2025-12-02T20:37:48.843984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVTS'. [2025-12-02T20:37:48.844254] [INFO ] [FORECASTER] Starting predict_future for NVTS [2025-12-02T20:37:48.845008] [DEBUG] [LOCAL ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt [2025-12-02T20:37:48.845057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:48.845087] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:48.845112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:48.845167] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:48.900691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:48.901362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:48.901442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:48.901474] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:49.015365] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:49.015520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:49.015564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:49.015612] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:49.021974] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-12-02T20:37:49.022250] [INFO ] [FORECASTER] Completed predict_future for NVTS [2025-12-02T20:37:49.022379] [INFO ] [sig ] NVTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:49.159304] [INFO ] [LOCAL ] Saved forecast: NVTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NVTS.txt [2025-12-02T20:37:49.159435] [INFO ] [sig ] [2262/3544] Completed NVTS in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.2m [2025-12-02T20:37:49.159472] [INFO ] [sig ] [2263/3544] Forecasting NVX... [2025-12-02T20:37:49.159499] [INFO ] [sig ] Generating forecast for: NVX [2025-12-02T20:37:49.159527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'. [2025-12-02T20:37:49.170886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVX'. [2025-12-02T20:37:49.171180] [INFO ] [FORECASTER] Starting predict_future for NVX [2025-12-02T20:37:49.171966] [DEBUG] [LOCAL ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt [2025-12-02T20:37:49.172019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:49.172050] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:49.172075] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:49.172131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:49.227726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:49.228399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:49.228476] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:49.228507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:49.348937] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:49.349060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:49.349098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:49.349125] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:49.352340] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=90.38%) [2025-12-02T20:37:49.352614] [INFO ] [FORECASTER] Completed predict_future for NVX [2025-12-02T20:37:49.352733] [INFO ] [sig ] NVX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:49.486409] [INFO ] [LOCAL ] Saved forecast: NVX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NVX.txt [2025-12-02T20:37:49.486530] [INFO ] [sig ] [2263/3544] Completed NVX in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.2m [2025-12-02T20:37:49.486567] [INFO ] [sig ] [2264/3544] Forecasting NWBI... [2025-12-02T20:37:49.486614] [INFO ] [sig ] Generating forecast for: NWBI [2025-12-02T20:37:49.486642] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'. [2025-12-02T20:37:49.497855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWBI'. [2025-12-02T20:37:49.498169] [INFO ] [FORECASTER] Starting predict_future for NWBI [2025-12-02T20:37:49.498939] [DEBUG] [LOCAL ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt [2025-12-02T20:37:49.498987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:49.499043] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:49.499069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:49.499125] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:49.554833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:49.555568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:49.555668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:49.555700] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:49.674338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:49.674481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:49.674521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:49.674548] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:49.677807] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=10.66%) [2025-12-02T20:37:49.678088] [INFO ] [FORECASTER] Completed predict_future for NWBI [2025-12-02T20:37:49.678207] [INFO ] [sig ] NWBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:49.816800] [INFO ] [LOCAL ] Saved forecast: NWBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NWBI.txt [2025-12-02T20:37:49.816945] [INFO ] [sig ] [2264/3544] Completed NWBI in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.2m [2025-12-02T20:37:49.816983] [INFO ] [sig ] [2265/3544] Forecasting NWE... [2025-12-02T20:37:49.817010] [INFO ] [sig ] Generating forecast for: NWE [2025-12-02T20:37:49.817039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'. [2025-12-02T20:37:49.828130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWE'. [2025-12-02T20:37:49.828444] [INFO ] [FORECASTER] Starting predict_future for NWE [2025-12-02T20:37:49.829236] [DEBUG] [LOCAL ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt [2025-12-02T20:37:49.829287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:49.829328] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:49.829355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:49.829410] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:49.885541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:49.886247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:49.886326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:49.886357] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:50.006084] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:50.006231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:50.006269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:50.006296] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:50.009560] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=11.07%) [2025-12-02T20:37:50.009840] [INFO ] [FORECASTER] Completed predict_future for NWE [2025-12-02T20:37:50.009957] [INFO ] [sig ] NWE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:50.144463] [INFO ] [LOCAL ] Saved forecast: NWE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NWE.txt [2025-12-02T20:37:50.144608] [INFO ] [sig ] [2265/3544] Completed NWE in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.2m [2025-12-02T20:37:50.144646] [INFO ] [sig ] [2266/3544] Forecasting NWFL... [2025-12-02T20:37:50.144675] [INFO ] [sig ] Generating forecast for: NWFL [2025-12-02T20:37:50.144703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'. [2025-12-02T20:37:50.155829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWFL'. [2025-12-02T20:37:50.156141] [INFO ] [FORECASTER] Starting predict_future for NWFL [2025-12-02T20:37:50.156977] [DEBUG] [LOCAL ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt [2025-12-02T20:37:50.157034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:50.157074] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:50.157109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:50.157186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:50.215763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:50.216618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:50.216696] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:50.216728] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:50.323535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:50.323711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:50.323753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:50.323781] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:50.327283] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=47.44%) [2025-12-02T20:37:50.327643] [INFO ] [FORECASTER] Completed predict_future for NWFL [2025-12-02T20:37:50.327781] [INFO ] [sig ] NWFL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:50.464904] [INFO ] [LOCAL ] Saved forecast: NWFL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NWFL.txt [2025-12-02T20:37:50.465038] [INFO ] [sig ] [2266/3544] Completed NWFL in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.2m [2025-12-02T20:37:50.465073] [INFO ] [sig ] [2267/3544] Forecasting NWG... [2025-12-02T20:37:50.465101] [INFO ] [sig ] Generating forecast for: NWG [2025-12-02T20:37:50.465129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-12-02T20:37:50.477142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWG'. [2025-12-02T20:37:50.477490] [INFO ] [FORECASTER] Starting predict_future for NWG [2025-12-02T20:37:50.478300] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-12-02T20:37:50.478349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:50.478379] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:50.478404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:50.478458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:50.535646] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:50.536487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:50.536592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:50.536629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:50.654234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:50.654390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:50.654432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:50.654498] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:50.657800] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=37.62%) [2025-12-02T20:37:50.658089] [INFO ] [FORECASTER] Completed predict_future for NWG [2025-12-02T20:37:50.658212] [INFO ] [sig ] NWG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:50.800838] [INFO ] [LOCAL ] Saved forecast: NWG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NWG.txt [2025-12-02T20:37:50.801002] [INFO ] [sig ] [2267/3544] Completed NWG in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:50.801042] [INFO ] [sig ] [2268/3544] Forecasting NWL... [2025-12-02T20:37:50.801071] [INFO ] [sig ] Generating forecast for: NWL [2025-12-02T20:37:50.801102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'. [2025-12-02T20:37:50.812850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWL'. [2025-12-02T20:37:50.813156] [INFO ] [FORECASTER] Starting predict_future for NWL [2025-12-02T20:37:50.813931] [DEBUG] [LOCAL ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt [2025-12-02T20:37:50.813979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:50.814009] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:50.814034] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:50.814088] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:50.870915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:50.871673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:50.871757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:50.871809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:50.997245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:50.997397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:50.997438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:50.997466] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:51.000852] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=32.95%) [2025-12-02T20:37:51.001116] [INFO ] [FORECASTER] Completed predict_future for NWL [2025-12-02T20:37:51.001236] [INFO ] [sig ] NWL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:51.142179] [INFO ] [LOCAL ] Saved forecast: NWL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NWL.txt [2025-12-02T20:37:51.142312] [INFO ] [sig ] [2268/3544] Completed NWL in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:51.142357] [INFO ] [sig ] [2269/3544] Forecasting NWPX... [2025-12-02T20:37:51.142390] [INFO ] [sig ] Generating forecast for: NWPX [2025-12-02T20:37:51.142426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'. [2025-12-02T20:37:51.154038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWPX'. [2025-12-02T20:37:51.154324] [INFO ] [FORECASTER] Starting predict_future for NWPX [2025-12-02T20:37:51.155102] [DEBUG] [LOCAL ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt [2025-12-02T20:37:51.155152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:51.155184] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:51.155211] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:51.155279] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:51.213193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:51.213925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:51.214007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:51.214039] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:51.336331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:51.336477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:51.336516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:51.336543] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:51.339785] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=37.76%) [2025-12-02T20:37:51.340059] [INFO ] [FORECASTER] Completed predict_future for NWPX [2025-12-02T20:37:51.340174] [INFO ] [sig ] NWPX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:51.482885] [INFO ] [LOCAL ] Saved forecast: NWPX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NWPX.txt [2025-12-02T20:37:51.483072] [INFO ] [sig ] [2269/3544] Completed NWPX in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:51.483114] [INFO ] [sig ] [2270/3544] Forecasting NWS... [2025-12-02T20:37:51.483145] [INFO ] [sig ] Generating forecast for: NWS [2025-12-02T20:37:51.483185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'. [2025-12-02T20:37:51.495321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWS'. [2025-12-02T20:37:51.495618] [INFO ] [FORECASTER] Starting predict_future for NWS [2025-12-02T20:37:51.496446] [DEBUG] [LOCAL ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt [2025-12-02T20:37:51.496507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:51.496539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:51.496565] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:51.496645] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:51.552532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:51.553273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:51.553353] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:51.553383] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:51.677587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:51.677739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:51.677779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:51.677805] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:51.681091] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=96.13%) [2025-12-02T20:37:51.681346] [INFO ] [FORECASTER] Completed predict_future for NWS [2025-12-02T20:37:51.681502] [INFO ] [sig ] NWS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:51.823856] [INFO ] [LOCAL ] Saved forecast: NWS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NWS.txt [2025-12-02T20:37:51.823987] [INFO ] [sig ] [2270/3544] Completed NWS in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:51.824024] [INFO ] [sig ] [2271/3544] Forecasting NWSA... [2025-12-02T20:37:51.824241] [INFO ] [sig ] Generating forecast for: NWSA [2025-12-02T20:37:51.824269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'. [2025-12-02T20:37:51.835620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWSA'. [2025-12-02T20:37:51.835906] [INFO ] [FORECASTER] Starting predict_future for NWSA [2025-12-02T20:37:51.836668] [DEBUG] [LOCAL ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt [2025-12-02T20:37:51.836716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:51.836746] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:51.836771] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:51.836825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:51.894427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:51.895265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:51.895345] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:51.895377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:52.012775] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:52.012929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:52.012969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:52.012995] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:52.016247] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=60.80%) [2025-12-02T20:37:52.016513] [INFO ] [FORECASTER] Completed predict_future for NWSA [2025-12-02T20:37:52.016650] [INFO ] [sig ] NWSA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:52.159306] [INFO ] [LOCAL ] Saved forecast: NWSA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NWSA.txt [2025-12-02T20:37:52.159455] [INFO ] [sig ] [2271/3544] Completed NWSA in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:52.159497] [INFO ] [sig ] [2272/3544] Forecasting NX... [2025-12-02T20:37:52.159526] [INFO ] [sig ] Generating forecast for: NX [2025-12-02T20:37:52.159555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-12-02T20:37:52.171389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NX'. [2025-12-02T20:37:52.171733] [INFO ] [FORECASTER] Starting predict_future for NX [2025-12-02T20:37:52.172535] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-12-02T20:37:52.172602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:52.172636] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:52.172663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:52.172720] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:52.229135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:52.229841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:52.229936] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:52.229969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:52.352040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:52.352192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:52.352231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:52.352275] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:52.355483] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=45.63%) [2025-12-02T20:37:52.355761] [INFO ] [FORECASTER] Completed predict_future for NX [2025-12-02T20:37:52.355877] [INFO ] [sig ] NX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:52.492674] [INFO ] [LOCAL ] Saved forecast: NX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NX.txt [2025-12-02T20:37:52.492809] [INFO ] [sig ] [2272/3544] Completed NX in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:52.492847] [INFO ] [sig ] [2273/3544] Forecasting NXC... [2025-12-02T20:37:52.492875] [INFO ] [sig ] Generating forecast for: NXC [2025-12-02T20:37:52.492905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-12-02T20:37:52.504380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXC'. [2025-12-02T20:37:52.504699] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-12-02T20:37:52.505447] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-12-02T20:37:52.505495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:52.505524] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:52.505549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:52.505621] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:52.561954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:52.562805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:52.562886] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:52.562919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:52.666719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:52.666865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:52.666907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:52.666937] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:52.670277] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=20.17%) [2025-12-02T20:37:52.670542] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-12-02T20:37:52.670681] [INFO ] [sig ] NXC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:52.807834] [INFO ] [LOCAL ] Saved forecast: NXC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NXC.txt [2025-12-02T20:37:52.807970] [INFO ] [sig ] [2273/3544] Completed NXC in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:52.808007] [INFO ] [sig ] [2274/3544] Forecasting NXE... [2025-12-02T20:37:52.808034] [INFO ] [sig ] Generating forecast for: NXE [2025-12-02T20:37:52.808062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-12-02T20:37:52.819040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXE'. [2025-12-02T20:37:52.819353] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-12-02T20:37:52.820131] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-12-02T20:37:52.820179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:52.820209] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:52.820234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:52.820288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:52.878421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:52.879224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:52.879365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:52.879402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:53.002372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:53.002526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:53.002565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:53.002613] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:53.005920] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=17.02%) [2025-12-02T20:37:53.006241] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-12-02T20:37:53.006389] [INFO ] [sig ] NXE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:53.150316] [INFO ] [LOCAL ] Saved forecast: NXE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NXE.txt [2025-12-02T20:37:53.150515] [INFO ] [sig ] [2274/3544] Completed NXE in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:53.150601] [INFO ] [sig ] [2275/3544] Forecasting NXG... [2025-12-02T20:37:53.150653] [INFO ] [sig ] Generating forecast for: NXG [2025-12-02T20:37:53.150696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-12-02T20:37:53.162873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXG'. [2025-12-02T20:37:53.163266] [INFO ] [FORECASTER] Starting predict_future for NXG [2025-12-02T20:37:53.164103] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-12-02T20:37:53.164155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:53.164186] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:53.164213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:53.164269] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:53.222671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:53.223535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:53.223637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:53.223671] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:53.339884] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:53.340036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:53.340077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:53.340104] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:53.343371] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=70.25%) [2025-12-02T20:37:53.343670] [INFO ] [FORECASTER] Completed predict_future for NXG [2025-12-02T20:37:53.343790] [INFO ] [sig ] NXG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:53.479686] [INFO ] [LOCAL ] Saved forecast: NXG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NXG.txt [2025-12-02T20:37:53.479811] [INFO ] [sig ] [2275/3544] Completed NXG in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:53.479847] [INFO ] [sig ] [2276/3544] Forecasting NXGL... [2025-12-02T20:37:53.479879] [INFO ] [sig ] Generating forecast for: NXGL [2025-12-02T20:37:53.479913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'. [2025-12-02T20:37:53.491614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXGL'. [2025-12-02T20:37:53.491914] [INFO ] [FORECASTER] Starting predict_future for NXGL [2025-12-02T20:37:53.492745] [DEBUG] [LOCAL ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt [2025-12-02T20:37:53.492794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:53.492825] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:53.492860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:53.492915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:53.549386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:53.550201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:53.550296] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:53.550335] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:53.667789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:53.667978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:53.668020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:53.668047] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:53.671432] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=59.99%) [2025-12-02T20:37:53.671712] [INFO ] [FORECASTER] Completed predict_future for NXGL [2025-12-02T20:37:53.671838] [INFO ] [sig ] NXGL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:53.808863] [INFO ] [LOCAL ] Saved forecast: NXGL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NXGL.txt [2025-12-02T20:37:53.809014] [INFO ] [sig ] [2276/3544] Completed NXGL in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:53.809051] [INFO ] [sig ] [2277/3544] Forecasting NXP... [2025-12-02T20:37:53.809077] [INFO ] [sig ] Generating forecast for: NXP [2025-12-02T20:37:53.809106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-12-02T20:37:53.822884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXP'. [2025-12-02T20:37:53.823388] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-12-02T20:37:53.824499] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-12-02T20:37:53.824562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:53.824628] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:53.824666] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:53.824755] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:53.885053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:53.885952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:53.886035] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:53.886067] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:54.004284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:54.004444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:54.004485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:54.004511] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:54.007955] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=40.48%) [2025-12-02T20:37:54.008284] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-12-02T20:37:54.008418] [INFO ] [sig ] NXP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:54.151051] [INFO ] [LOCAL ] Saved forecast: NXP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NXP.txt [2025-12-02T20:37:54.151226] [INFO ] [sig ] [2277/3544] Completed NXP in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:54.151265] [INFO ] [sig ] [2278/3544] Forecasting NXPI... [2025-12-02T20:37:54.151294] [INFO ] [sig ] Generating forecast for: NXPI [2025-12-02T20:37:54.151324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'. [2025-12-02T20:37:54.161789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXPI'. [2025-12-02T20:37:54.162175] [INFO ] [FORECASTER] Starting predict_future for NXPI [2025-12-02T20:37:54.162998] [DEBUG] [LOCAL ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt [2025-12-02T20:37:54.163048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:54.163079] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:54.163105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:54.163160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:54.219874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:54.220807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:54.220902] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:54.220935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:54.345427] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:54.345600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:54.345642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:54.345670] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:54.348920] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: UP (p=72.99%) [2025-12-02T20:37:54.349178] [INFO ] [FORECASTER] Completed predict_future for NXPI [2025-12-02T20:37:54.349293] [INFO ] [sig ] NXPI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:54.484350] [INFO ] [LOCAL ] Saved forecast: NXPI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NXPI.txt [2025-12-02T20:37:54.484473] [INFO ] [sig ] [2278/3544] Completed NXPI in 0.3s | 2.98 sym/s | Total: 12.7m | ETA: 7.1m [2025-12-02T20:37:54.484509] [INFO ] [sig ] [2279/3544] Forecasting NYXH... [2025-12-02T20:37:54.484536] [INFO ] [sig ] Generating forecast for: NYXH [2025-12-02T20:37:54.484566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'. [2025-12-02T20:37:54.495374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NYXH'. [2025-12-02T20:37:54.495642] [INFO ] [FORECASTER] Starting predict_future for NYXH [2025-12-02T20:37:54.496394] [DEBUG] [LOCAL ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt [2025-12-02T20:37:54.496443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:54.496473] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:54.496498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:54.496556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:54.550859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:54.551450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:54.551527] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:54.551557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:54.667260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:54.667410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:54.667449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:54.667475] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:54.670723] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=32.83%) [2025-12-02T20:37:54.670987] [INFO ] [FORECASTER] Completed predict_future for NYXH [2025-12-02T20:37:54.671101] [INFO ] [sig ] NYXH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:54.805979] [INFO ] [LOCAL ] Saved forecast: NYXH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/NYXH.txt [2025-12-02T20:37:54.806131] [INFO ] [sig ] [2279/3544] Completed NYXH in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.1m [2025-12-02T20:37:54.806167] [INFO ] [sig ] [2280/3544] Forecasting NZF... [2025-12-02T20:37:54.806194] [INFO ] [sig ] Generating forecast for: NZF [2025-12-02T20:37:54.806229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-12-02T20:37:54.817928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NZF'. [2025-12-02T20:37:54.818228] [INFO ] [FORECASTER] Starting predict_future for NZF [2025-12-02T20:37:54.819003] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-12-02T20:37:54.819051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:54.819082] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:54.819107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:54.819160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:54.873800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:54.874402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:54.874478] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:54.874509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:54.991885] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:54.992023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:54.992060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:54.992088] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:54.995281] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=98.93%) [2025-12-02T20:37:54.995536] [INFO ] [FORECASTER] Completed predict_future for NZF [2025-12-02T20:37:54.995670] [INFO ] [sig ] NZF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:55.132199] [INFO ] [LOCAL ] Saved forecast: NZF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/NZF.txt [2025-12-02T20:37:55.132304] [INFO ] [sig ] [2280/3544] Completed NZF in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.1m [2025-12-02T20:37:55.132339] [INFO ] [sig ] [2281/3544] Forecasting OABI... [2025-12-02T20:37:55.132367] [INFO ] [sig ] Generating forecast for: OABI [2025-12-02T20:37:55.132395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'. [2025-12-02T20:37:55.144290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OABI'. [2025-12-02T20:37:55.144660] [INFO ] [FORECASTER] Starting predict_future for OABI [2025-12-02T20:37:55.145476] [DEBUG] [LOCAL ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt [2025-12-02T20:37:55.145525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:55.145611] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:55.145640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:55.145695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:55.201236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:55.202129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:55.202215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:55.202246] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:55.323058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:55.323207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:55.323245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:55.323271] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:55.326486] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=30.88%) [2025-12-02T20:37:55.326767] [INFO ] [FORECASTER] Completed predict_future for OABI [2025-12-02T20:37:55.326885] [INFO ] [sig ] OABI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:55.465009] [INFO ] [LOCAL ] Saved forecast: OABI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OABI.txt [2025-12-02T20:37:55.465164] [INFO ] [sig ] [2281/3544] Completed OABI in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.1m [2025-12-02T20:37:55.465202] [INFO ] [sig ] [2282/3544] Forecasting OBDC... [2025-12-02T20:37:55.465231] [INFO ] [sig ] Generating forecast for: OBDC [2025-12-02T20:37:55.465259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-12-02T20:37:55.476472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBDC'. [2025-12-02T20:37:55.476846] [INFO ] [FORECASTER] Starting predict_future for OBDC [2025-12-02T20:37:55.477696] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-12-02T20:37:55.477749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:55.477786] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:55.477815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:55.477870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:55.534349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:55.535119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:55.535199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:55.535232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:55.654325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:55.654476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:55.654515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:55.654542] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:55.657904] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=82.60%) [2025-12-02T20:37:55.658235] [INFO ] [FORECASTER] Completed predict_future for OBDC [2025-12-02T20:37:55.658366] [INFO ] [sig ] OBDC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:55.795923] [INFO ] [LOCAL ] Saved forecast: OBDC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OBDC.txt [2025-12-02T20:37:55.796052] [INFO ] [sig ] [2282/3544] Completed OBDC in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.1m [2025-12-02T20:37:55.796087] [INFO ] [sig ] [2283/3544] Forecasting OBIL... [2025-12-02T20:37:55.796115] [INFO ] [sig ] Generating forecast for: OBIL [2025-12-02T20:37:55.796144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'. [2025-12-02T20:37:55.807095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIL'. [2025-12-02T20:37:55.807355] [INFO ] [FORECASTER] Starting predict_future for OBIL [2025-12-02T20:37:55.808165] [DEBUG] [LOCAL ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt [2025-12-02T20:37:55.808216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:55.808257] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:55.808293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:55.808351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:55.866062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:55.866866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:55.866944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:55.866976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:55.978854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:55.979000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:55.979038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:55.979065] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:55.982351] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=85.38%) [2025-12-02T20:37:55.982628] [INFO ] [FORECASTER] Completed predict_future for OBIL [2025-12-02T20:37:55.982749] [INFO ] [sig ] OBIL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:56.126419] [INFO ] [LOCAL ] Saved forecast: OBIL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OBIL.txt [2025-12-02T20:37:56.126591] [INFO ] [sig ] [2283/3544] Completed OBIL in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.1m [2025-12-02T20:37:56.126631] [INFO ] [sig ] [2284/3544] Forecasting OBIO... [2025-12-02T20:37:56.126662] [INFO ] [sig ] Generating forecast for: OBIO [2025-12-02T20:37:56.126690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'. [2025-12-02T20:37:56.137847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIO'. [2025-12-02T20:37:56.138248] [INFO ] [FORECASTER] Starting predict_future for OBIO [2025-12-02T20:37:56.139042] [DEBUG] [LOCAL ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt [2025-12-02T20:37:56.139099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:56.139129] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:56.139154] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:56.139208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:56.194551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:56.195283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:56.195360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:56.195392] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:56.309423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:56.309538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:56.309591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:56.309649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:56.312846] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=98.04%) [2025-12-02T20:37:56.313104] [INFO ] [FORECASTER] Completed predict_future for OBIO [2025-12-02T20:37:56.313247] [INFO ] [sig ] OBIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:56.459694] [INFO ] [LOCAL ] Saved forecast: OBIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OBIO.txt [2025-12-02T20:37:56.459821] [INFO ] [sig ] [2284/3544] Completed OBIO in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.1m [2025-12-02T20:37:56.459857] [INFO ] [sig ] [2285/3544] Forecasting OBK... [2025-12-02T20:37:56.459886] [INFO ] [sig ] Generating forecast for: OBK [2025-12-02T20:37:56.459915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-12-02T20:37:56.471346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBK'. [2025-12-02T20:37:56.471646] [INFO ] [FORECASTER] Starting predict_future for OBK [2025-12-02T20:37:56.472399] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-12-02T20:37:56.472447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:56.472477] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:56.472502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:56.472556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:56.529143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:56.529766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:56.529844] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:56.529875] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:56.646375] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:56.646496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:56.646533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:56.646560] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:56.649741] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=73.86%) [2025-12-02T20:37:56.649993] [INFO ] [FORECASTER] Completed predict_future for OBK [2025-12-02T20:37:56.650108] [INFO ] [sig ] OBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:56.787328] [INFO ] [LOCAL ] Saved forecast: OBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OBK.txt [2025-12-02T20:37:56.787438] [INFO ] [sig ] [2285/3544] Completed OBK in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:56.787473] [INFO ] [sig ] [2286/3544] Forecasting OBLG... [2025-12-02T20:37:56.787500] [INFO ] [sig ] Generating forecast for: OBLG [2025-12-02T20:37:56.787529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'. [2025-12-02T20:37:56.798264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBLG'. [2025-12-02T20:37:56.798539] [INFO ] [FORECASTER] Starting predict_future for OBLG [2025-12-02T20:37:56.799331] [DEBUG] [LOCAL ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt [2025-12-02T20:37:56.799380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:56.799411] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:56.799436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:56.799492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:56.856177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:56.856817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:56.856893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:56.856924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:56.966372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:56.966504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:56.966543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:56.966586] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:56.969778] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: UP (p=86.01%) [2025-12-02T20:37:56.970034] [INFO ] [FORECASTER] Completed predict_future for OBLG [2025-12-02T20:37:56.970147] [INFO ] [sig ] OBLG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:57.108218] [INFO ] [LOCAL ] Saved forecast: OBLG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OBLG.txt [2025-12-02T20:37:57.108330] [INFO ] [sig ] [2286/3544] Completed OBLG in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:57.108365] [INFO ] [sig ] [2287/3544] Forecasting OC... [2025-12-02T20:37:57.108392] [INFO ] [sig ] Generating forecast for: OC [2025-12-02T20:37:57.108421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-12-02T20:37:57.119417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OC'. [2025-12-02T20:37:57.119701] [INFO ] [FORECASTER] Starting predict_future for OC [2025-12-02T20:37:57.120455] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-12-02T20:37:57.120502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:57.120532] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:57.120558] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:57.120632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:57.177029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:57.177686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:57.177765] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:57.177797] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:57.298600] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:57.298737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:57.298777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:57.298804] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:57.302024] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=34.47%) [2025-12-02T20:37:57.302275] [INFO ] [FORECASTER] Completed predict_future for OC [2025-12-02T20:37:57.302388] [INFO ] [sig ] OC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:57.438403] [INFO ] [LOCAL ] Saved forecast: OC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OC.txt [2025-12-02T20:37:57.438521] [INFO ] [sig ] [2287/3544] Completed OC in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:57.438557] [INFO ] [sig ] [2288/3544] Forecasting OCCI... [2025-12-02T20:37:57.438603] [INFO ] [sig ] Generating forecast for: OCCI [2025-12-02T20:37:57.438632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'. [2025-12-02T20:37:57.449546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCCI'. [2025-12-02T20:37:57.449839] [INFO ] [FORECASTER] Starting predict_future for OCCI [2025-12-02T20:37:57.450623] [DEBUG] [LOCAL ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt [2025-12-02T20:37:57.450675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:57.450705] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:57.450731] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:57.450785] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:57.506770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:57.507397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:57.507470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:57.507501] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:57.624251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:57.624358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:57.624397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:57.624424] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:57.627678] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=29.30%) [2025-12-02T20:37:57.627947] [INFO ] [FORECASTER] Completed predict_future for OCCI [2025-12-02T20:37:57.628063] [INFO ] [sig ] OCCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:57.771619] [INFO ] [LOCAL ] Saved forecast: OCCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OCCI.txt [2025-12-02T20:37:57.771733] [INFO ] [sig ] [2288/3544] Completed OCCI in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:57.771769] [INFO ] [sig ] [2289/3544] Forecasting OCFC... [2025-12-02T20:37:57.771797] [INFO ] [sig ] Generating forecast for: OCFC [2025-12-02T20:37:57.771825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'. [2025-12-02T20:37:57.782984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCFC'. [2025-12-02T20:37:57.783272] [INFO ] [FORECASTER] Starting predict_future for OCFC [2025-12-02T20:37:57.784126] [DEBUG] [LOCAL ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt [2025-12-02T20:37:57.784187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:57.784219] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:57.784246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:57.784301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:57.842150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:57.842778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:57.842856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:57.842888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:57.961825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:57.961964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:57.962004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:57.962031] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:57.965222] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=21.77%) [2025-12-02T20:37:57.965473] [INFO ] [FORECASTER] Completed predict_future for OCFC [2025-12-02T20:37:57.965605] [INFO ] [sig ] OCFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:58.102502] [INFO ] [LOCAL ] Saved forecast: OCFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OCFC.txt [2025-12-02T20:37:58.102650] [INFO ] [sig ] [2289/3544] Completed OCFC in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:58.102689] [INFO ] [sig ] [2290/3544] Forecasting OCGN... [2025-12-02T20:37:58.102717] [INFO ] [sig ] Generating forecast for: OCGN [2025-12-02T20:37:58.102745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'. [2025-12-02T20:37:58.113676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCGN'. [2025-12-02T20:37:58.114000] [INFO ] [FORECASTER] Starting predict_future for OCGN [2025-12-02T20:37:58.114835] [DEBUG] [LOCAL ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt [2025-12-02T20:37:58.114884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:58.114915] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:58.114942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:58.114998] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:58.172197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:58.172804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:58.172881] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:58.172912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:58.291702] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:58.291823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:58.291859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:58.291886] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:58.295038] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-12-02T20:37:58.295291] [INFO ] [FORECASTER] Completed predict_future for OCGN [2025-12-02T20:37:58.295404] [INFO ] [sig ] OCGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:58.440917] [INFO ] [LOCAL ] Saved forecast: OCGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OCGN.txt [2025-12-02T20:37:58.441037] [INFO ] [sig ] [2290/3544] Completed OCGN in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:58.441073] [INFO ] [sig ] [2291/3544] Forecasting OCSL... [2025-12-02T20:37:58.441101] [INFO ] [sig ] Generating forecast for: OCSL [2025-12-02T20:37:58.441129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'. [2025-12-02T20:37:58.452552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCSL'. [2025-12-02T20:37:58.452976] [INFO ] [FORECASTER] Starting predict_future for OCSL [2025-12-02T20:37:58.453768] [DEBUG] [LOCAL ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt [2025-12-02T20:37:58.453817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:58.453847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:58.453874] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:58.453928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:58.511527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:58.512408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:58.512528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:58.512562] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:58.636275] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:58.636424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:58.636463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:58.636490] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:58.639829] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=13.84%) [2025-12-02T20:37:58.640091] [INFO ] [FORECASTER] Completed predict_future for OCSL [2025-12-02T20:37:58.640208] [INFO ] [sig ] OCSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:58.777194] [INFO ] [LOCAL ] Saved forecast: OCSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OCSL.txt [2025-12-02T20:37:58.777307] [INFO ] [sig ] [2291/3544] Completed OCSL in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:58.777343] [INFO ] [sig ] [2292/3544] Forecasting OCUL... [2025-12-02T20:37:58.777370] [INFO ] [sig ] Generating forecast for: OCUL [2025-12-02T20:37:58.777399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'. [2025-12-02T20:37:58.789001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCUL'. [2025-12-02T20:37:58.789300] [INFO ] [FORECASTER] Starting predict_future for OCUL [2025-12-02T20:37:58.790088] [DEBUG] [LOCAL ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt [2025-12-02T20:37:58.790148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:58.790183] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:58.790209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:58.790262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:58.847128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:58.847737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:58.847812] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:58.847845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:58.966727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:58.966853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:58.966891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:58.966917] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:58.970121] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=99.06%) [2025-12-02T20:37:58.970374] [INFO ] [FORECASTER] Completed predict_future for OCUL [2025-12-02T20:37:58.970488] [INFO ] [sig ] OCUL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:59.111381] [INFO ] [LOCAL ] Saved forecast: OCUL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OCUL.txt [2025-12-02T20:37:59.111495] [INFO ] [sig ] [2292/3544] Completed OCUL in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:59.111530] [INFO ] [sig ] [2293/3544] Forecasting ODC... [2025-12-02T20:37:59.111558] [INFO ] [sig ] Generating forecast for: ODC [2025-12-02T20:37:59.111621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-12-02T20:37:59.122916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODC'. [2025-12-02T20:37:59.123199] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-12-02T20:37:59.123996] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-12-02T20:37:59.124051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:59.124081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:59.124106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:59.124161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:59.181019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:59.181628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:59.181706] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:59.181737] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:59.296873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:59.297006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:59.297043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:59.297071] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:59.300266] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=60.47%) [2025-12-02T20:37:59.300519] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-12-02T20:37:59.300651] [INFO ] [sig ] ODC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:37:59.440157] [INFO ] [LOCAL ] Saved forecast: ODC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ODC.txt [2025-12-02T20:37:59.440273] [INFO ] [sig ] [2293/3544] Completed ODC in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:59.440311] [INFO ] [sig ] [2294/3544] Forecasting ODD... [2025-12-02T20:37:59.440339] [INFO ] [sig ] Generating forecast for: ODD [2025-12-02T20:37:59.440369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'. [2025-12-02T20:37:59.451681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODD'. [2025-12-02T20:37:59.451980] [INFO ] [FORECASTER] Starting predict_future for ODD [2025-12-02T20:37:59.452811] [DEBUG] [LOCAL ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt [2025-12-02T20:37:59.452861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:59.452892] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:59.452917] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:59.452974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:59.510449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:59.511069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:59.511146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:59.511179] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:59.627904] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:59.628020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:59.628055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:59.628082] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:59.631244] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=16.88%) [2025-12-02T20:37:59.631517] [INFO ] [FORECASTER] Completed predict_future for ODD [2025-12-02T20:37:59.631660] [INFO ] [sig ] ODD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:37:59.775945] [INFO ] [LOCAL ] Saved forecast: ODD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ODD.txt [2025-12-02T20:37:59.776084] [INFO ] [sig ] [2294/3544] Completed ODD in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:37:59.776119] [INFO ] [sig ] [2295/3544] Forecasting ODFL... [2025-12-02T20:37:59.776148] [INFO ] [sig ] Generating forecast for: ODFL [2025-12-02T20:37:59.776176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'. [2025-12-02T20:37:59.787725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODFL'. [2025-12-02T20:37:59.788048] [INFO ] [FORECASTER] Starting predict_future for ODFL [2025-12-02T20:37:59.788849] [DEBUG] [LOCAL ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt [2025-12-02T20:37:59.788900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:37:59.788931] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:37:59.788958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:37:59.789013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:37:59.847536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:37:59.848183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:37:59.848259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:37:59.848291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:37:59.969692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:37:59.969817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:37:59.969855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:37:59.969882] [INFO ] [FORECASTER] Training complete [2025-12-02T20:37:59.973047] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=95.01%) [2025-12-02T20:37:59.973299] [INFO ] [FORECASTER] Completed predict_future for ODFL [2025-12-02T20:37:59.973417] [INFO ] [sig ] ODFL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:00.114620] [INFO ] [LOCAL ] Saved forecast: ODFL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ODFL.txt [2025-12-02T20:38:00.114754] [INFO ] [sig ] [2295/3544] Completed ODFL in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:38:00.114791] [INFO ] [sig ] [2296/3544] Forecasting ODP... [2025-12-02T20:38:00.114820] [INFO ] [sig ] Generating forecast for: ODP [2025-12-02T20:38:00.114848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'. [2025-12-02T20:38:00.126335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODP'. [2025-12-02T20:38:00.126725] [INFO ] [FORECASTER] Starting predict_future for ODP [2025-12-02T20:38:00.127501] [DEBUG] [LOCAL ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt [2025-12-02T20:38:00.127551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:00.127606] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:00.127639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:00.127695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:00.185587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:00.186416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:00.186499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:00.186532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:00.306017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:00.306169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:00.306226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:00.306254] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:00.309600] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=20.37%) [2025-12-02T20:38:00.309876] [INFO ] [FORECASTER] Completed predict_future for ODP [2025-12-02T20:38:00.309999] [INFO ] [sig ] ODP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:00.446847] [INFO ] [LOCAL ] Saved forecast: ODP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ODP.txt [2025-12-02T20:38:00.446987] [INFO ] [sig ] [2296/3544] Completed ODP in 0.3s | 2.98 sym/s | Total: 12.8m | ETA: 7.0m [2025-12-02T20:38:00.447026] [INFO ] [sig ] [2297/3544] Forecasting OEC... [2025-12-02T20:38:00.447056] [INFO ] [sig ] Generating forecast for: OEC [2025-12-02T20:38:00.447085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-12-02T20:38:00.458412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OEC'. [2025-12-02T20:38:00.458768] [INFO ] [FORECASTER] Starting predict_future for OEC [2025-12-02T20:38:00.459534] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-12-02T20:38:00.459601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:00.459634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:00.459659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:00.459713] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:00.517654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:00.518499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:00.518597] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:00.518631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:00.637026] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:00.637177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:00.637217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:00.637245] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:00.640660] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=0.29%) [2025-12-02T20:38:00.640951] [INFO ] [FORECASTER] Completed predict_future for OEC [2025-12-02T20:38:00.641075] [INFO ] [sig ] OEC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:00.780077] [INFO ] [LOCAL ] Saved forecast: OEC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OEC.txt [2025-12-02T20:38:00.780235] [INFO ] [sig ] [2297/3544] Completed OEC in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 7.0m [2025-12-02T20:38:00.780273] [INFO ] [sig ] [2298/3544] Forecasting OESX... [2025-12-02T20:38:00.780302] [INFO ] [sig ] Generating forecast for: OESX [2025-12-02T20:38:00.780330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'. [2025-12-02T20:38:00.790913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OESX'. [2025-12-02T20:38:00.791175] [INFO ] [FORECASTER] Starting predict_future for OESX [2025-12-02T20:38:00.791937] [DEBUG] [LOCAL ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt [2025-12-02T20:38:00.791984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:00.792042] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:00.792071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:00.792126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:00.847669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:00.848549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:00.848656] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:00.848688] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:00.973489] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:00.973666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:00.973707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:00.973733] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:00.977007] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=95.48%) [2025-12-02T20:38:00.977270] [INFO ] [FORECASTER] Completed predict_future for OESX [2025-12-02T20:38:00.977390] [INFO ] [sig ] OESX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:01.117604] [INFO ] [LOCAL ] Saved forecast: OESX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OESX.txt [2025-12-02T20:38:01.117749] [INFO ] [sig ] [2298/3544] Completed OESX in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 7.0m [2025-12-02T20:38:01.117786] [INFO ] [sig ] [2299/3544] Forecasting OFG... [2025-12-02T20:38:01.117814] [INFO ] [sig ] Generating forecast for: OFG [2025-12-02T20:38:01.117843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-12-02T20:38:01.135649] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFG'. [2025-12-02T20:38:01.136014] [INFO ] [FORECASTER] Starting predict_future for OFG [2025-12-02T20:38:01.136816] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-12-02T20:38:01.136864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:01.136895] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:01.136920] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:01.136975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:01.196951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:01.197778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:01.197857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:01.197914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:01.317518] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:01.317691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:01.317732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:01.317761] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:01.321144] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=75.33%) [2025-12-02T20:38:01.321418] [INFO ] [FORECASTER] Completed predict_future for OFG [2025-12-02T20:38:01.321539] [INFO ] [sig ] OFG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:01.460441] [INFO ] [LOCAL ] Saved forecast: OFG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OFG.txt [2025-12-02T20:38:01.460616] [INFO ] [sig ] [2299/3544] Completed OFG in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 7.0m [2025-12-02T20:38:01.460655] [INFO ] [sig ] [2300/3544] Forecasting OFIX... [2025-12-02T20:38:01.460683] [INFO ] [sig ] Generating forecast for: OFIX [2025-12-02T20:38:01.460712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'. [2025-12-02T20:38:01.472859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFIX'. [2025-12-02T20:38:01.473205] [INFO ] [FORECASTER] Starting predict_future for OFIX [2025-12-02T20:38:01.474039] [DEBUG] [LOCAL ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt [2025-12-02T20:38:01.474101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:01.474153] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:01.474184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:01.474255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:01.534126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:01.534993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:01.535078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:01.535112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:01.661260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:01.661420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:01.661461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:01.661488] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:01.665207] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=0.65%) [2025-12-02T20:38:01.665506] [INFO ] [FORECASTER] Completed predict_future for OFIX [2025-12-02T20:38:01.665662] [INFO ] [sig ] OFIX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:01.805779] [INFO ] [LOCAL ] Saved forecast: OFIX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OFIX.txt [2025-12-02T20:38:01.805903] [INFO ] [sig ] [2300/3544] Completed OFIX in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 7.0m [2025-12-02T20:38:01.805939] [INFO ] [sig ] [2301/3544] Forecasting OFLX... [2025-12-02T20:38:01.805966] [INFO ] [sig ] Generating forecast for: OFLX [2025-12-02T20:38:01.805995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'. [2025-12-02T20:38:01.818354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFLX'. [2025-12-02T20:38:01.818719] [INFO ] [FORECASTER] Starting predict_future for OFLX [2025-12-02T20:38:01.819503] [DEBUG] [LOCAL ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt [2025-12-02T20:38:01.819746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:01.819779] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:01.819806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:01.819861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:01.877457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:01.878257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:01.878348] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:01.878391] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:02.001680] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:02.001842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:02.001893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:02.001981] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:02.005818] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=29.64%) [2025-12-02T20:38:02.006169] [INFO ] [FORECASTER] Completed predict_future for OFLX [2025-12-02T20:38:02.006303] [INFO ] [sig ] OFLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:02.146307] [INFO ] [LOCAL ] Saved forecast: OFLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OFLX.txt [2025-12-02T20:38:02.146458] [INFO ] [sig ] [2301/3544] Completed OFLX in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 7.0m [2025-12-02T20:38:02.146496] [INFO ] [sig ] [2302/3544] Forecasting OFS... [2025-12-02T20:38:02.146524] [INFO ] [sig ] Generating forecast for: OFS [2025-12-02T20:38:02.146554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'. [2025-12-02T20:38:02.158046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFS'. [2025-12-02T20:38:02.158358] [INFO ] [FORECASTER] Starting predict_future for OFS [2025-12-02T20:38:02.159130] [DEBUG] [LOCAL ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt [2025-12-02T20:38:02.159179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:02.159210] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:02.159236] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:02.159289] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:02.215678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:02.216499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:02.216597] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:02.216632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:02.336363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:02.336531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:02.336594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:02.336625] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:02.340008] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=40.08%) [2025-12-02T20:38:02.340279] [INFO ] [FORECASTER] Completed predict_future for OFS [2025-12-02T20:38:02.340404] [INFO ] [sig ] OFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:02.478865] [INFO ] [LOCAL ] Saved forecast: OFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OFS.txt [2025-12-02T20:38:02.479016] [INFO ] [sig ] [2302/3544] Completed OFS in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:02.479054] [INFO ] [sig ] [2303/3544] Forecasting OGE... [2025-12-02T20:38:02.479083] [INFO ] [sig ] Generating forecast for: OGE [2025-12-02T20:38:02.479113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-12-02T20:38:02.490751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGE'. [2025-12-02T20:38:02.491069] [INFO ] [FORECASTER] Starting predict_future for OGE [2025-12-02T20:38:02.491870] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-12-02T20:38:02.491920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:02.491951] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:02.491978] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:02.492034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:02.550229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:02.550909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:02.550986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:02.551018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:02.671593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:02.671741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:02.671781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:02.671827] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:02.675067] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=15.95%) [2025-12-02T20:38:02.675323] [INFO ] [FORECASTER] Completed predict_future for OGE [2025-12-02T20:38:02.675441] [INFO ] [sig ] OGE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:02.813557] [INFO ] [LOCAL ] Saved forecast: OGE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OGE.txt [2025-12-02T20:38:02.813726] [INFO ] [sig ] [2303/3544] Completed OGE in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:02.813764] [INFO ] [sig ] [2304/3544] Forecasting OGI... [2025-12-02T20:38:02.813801] [INFO ] [sig ] Generating forecast for: OGI [2025-12-02T20:38:02.813832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'. [2025-12-02T20:38:02.825505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGI'. [2025-12-02T20:38:02.825808] [INFO ] [FORECASTER] Starting predict_future for OGI [2025-12-02T20:38:02.826567] [DEBUG] [LOCAL ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt [2025-12-02T20:38:02.826636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:02.826668] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:02.826694] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:02.826748] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:02.884058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:02.884824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:02.884902] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:02.884934] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:03.009504] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:03.009691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:03.009751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:03.009781] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:03.013227] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=22.12%) [2025-12-02T20:38:03.013515] [INFO ] [FORECASTER] Completed predict_future for OGI [2025-12-02T20:38:03.013663] [INFO ] [sig ] OGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:03.156153] [INFO ] [LOCAL ] Saved forecast: OGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OGI.txt [2025-12-02T20:38:03.156305] [INFO ] [sig ] [2304/3544] Completed OGI in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:03.156342] [INFO ] [sig ] [2305/3544] Forecasting OGN... [2025-12-02T20:38:03.156369] [INFO ] [sig ] Generating forecast for: OGN [2025-12-02T20:38:03.156399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-12-02T20:38:03.167950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGN'. [2025-12-02T20:38:03.168323] [INFO ] [FORECASTER] Starting predict_future for OGN [2025-12-02T20:38:03.169104] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-12-02T20:38:03.169152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:03.169182] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:03.169208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:03.169262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:03.225742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:03.226612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:03.226701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:03.226732] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:03.347372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:03.347512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:03.347551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:03.347595] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:03.350922] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=94.00%) [2025-12-02T20:38:03.351185] [INFO ] [FORECASTER] Completed predict_future for OGN [2025-12-02T20:38:03.351307] [INFO ] [sig ] OGN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:03.491268] [INFO ] [LOCAL ] Saved forecast: OGN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OGN.txt [2025-12-02T20:38:03.491397] [INFO ] [sig ] [2305/3544] Completed OGN in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:03.491433] [INFO ] [sig ] [2306/3544] Forecasting OHI... [2025-12-02T20:38:03.491461] [INFO ] [sig ] Generating forecast for: OHI [2025-12-02T20:38:03.491489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-12-02T20:38:03.502893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OHI'. [2025-12-02T20:38:03.503177] [INFO ] [FORECASTER] Starting predict_future for OHI [2025-12-02T20:38:03.503974] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-12-02T20:38:03.504022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:03.504052] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:03.504077] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:03.504131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:03.559759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:03.560346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:03.560421] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:03.560451] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:03.676514] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:03.676669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:03.676708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:03.676735] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:03.679986] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-12-02T20:38:03.680275] [INFO ] [FORECASTER] Completed predict_future for OHI [2025-12-02T20:38:03.680393] [INFO ] [sig ] OHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:03.817527] [INFO ] [LOCAL ] Saved forecast: OHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OHI.txt [2025-12-02T20:38:03.817664] [INFO ] [sig ] [2306/3544] Completed OHI in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:03.817701] [INFO ] [sig ] [2307/3544] Forecasting OI... [2025-12-02T20:38:03.817730] [INFO ] [sig ] Generating forecast for: OI [2025-12-02T20:38:03.817757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-12-02T20:38:03.828975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OI'. [2025-12-02T20:38:03.829249] [INFO ] [FORECASTER] Starting predict_future for OI [2025-12-02T20:38:03.830026] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-12-02T20:38:03.830079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:03.830115] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:03.830145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:03.830211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:03.886508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:03.887223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:03.887308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:03.887341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:04.005441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:04.005602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:04.005645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:04.005691] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:04.009040] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=71.72%) [2025-12-02T20:38:04.009306] [INFO ] [FORECASTER] Completed predict_future for OI [2025-12-02T20:38:04.009426] [INFO ] [sig ] OI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:04.147780] [INFO ] [LOCAL ] Saved forecast: OI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OI.txt [2025-12-02T20:38:04.147925] [INFO ] [sig ] [2307/3544] Completed OI in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:04.147965] [INFO ] [sig ] [2308/3544] Forecasting OIA... [2025-12-02T20:38:04.147994] [INFO ] [sig ] Generating forecast for: OIA [2025-12-02T20:38:04.148021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-12-02T20:38:04.158650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIA'. [2025-12-02T20:38:04.158932] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-12-02T20:38:04.159736] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-12-02T20:38:04.159786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:04.159818] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:04.159846] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:04.159903] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:04.220893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:04.221679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:04.221758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:04.221824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:04.343969] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:04.344117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:04.344157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:04.344185] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:04.347419] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-12-02T20:38:04.347695] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-12-02T20:38:04.347811] [INFO ] [sig ] OIA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:04.486724] [INFO ] [LOCAL ] Saved forecast: OIA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OIA.txt [2025-12-02T20:38:04.486849] [INFO ] [sig ] [2308/3544] Completed OIA in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:04.486886] [INFO ] [sig ] [2309/3544] Forecasting OII... [2025-12-02T20:38:04.486914] [INFO ] [sig ] Generating forecast for: OII [2025-12-02T20:38:04.486943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-12-02T20:38:04.497785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OII'. [2025-12-02T20:38:04.498118] [INFO ] [FORECASTER] Starting predict_future for OII [2025-12-02T20:38:04.498904] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-12-02T20:38:04.498952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:04.498983] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:04.499007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:04.499062] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:04.553403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:04.554046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:04.554122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:04.554153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:04.670861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:04.671008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:04.671049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:04.671076] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:04.674317] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=82.32%) [2025-12-02T20:38:04.674589] [INFO ] [FORECASTER] Completed predict_future for OII [2025-12-02T20:38:04.674704] [INFO ] [sig ] OII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:04.822563] [INFO ] [LOCAL ] Saved forecast: OII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OII.txt [2025-12-02T20:38:04.822710] [INFO ] [sig ] [2309/3544] Completed OII in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:04.822745] [INFO ] [sig ] [2310/3544] Forecasting OIS... [2025-12-02T20:38:04.822774] [INFO ] [sig ] Generating forecast for: OIS [2025-12-02T20:38:04.822801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-12-02T20:38:04.833914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIS'. [2025-12-02T20:38:04.834189] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-12-02T20:38:04.834964] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-12-02T20:38:04.835012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:04.835042] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:04.835066] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:04.835120] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:04.890143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:04.890779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:04.890851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:04.890882] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:05.005052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:05.005183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:05.005220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:05.005246] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:05.008422] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=21.06%) [2025-12-02T20:38:05.008698] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-12-02T20:38:05.008816] [INFO ] [sig ] OIS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:05.147478] [INFO ] [LOCAL ] Saved forecast: OIS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OIS.txt [2025-12-02T20:38:05.147617] [INFO ] [sig ] [2310/3544] Completed OIS in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:05.147656] [INFO ] [sig ] [2311/3544] Forecasting OKE... [2025-12-02T20:38:05.147685] [INFO ] [sig ] Generating forecast for: OKE [2025-12-02T20:38:05.147714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-12-02T20:38:05.158676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKE'. [2025-12-02T20:38:05.158938] [INFO ] [FORECASTER] Starting predict_future for OKE [2025-12-02T20:38:05.159699] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-12-02T20:38:05.159746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:05.159777] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:05.159804] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:05.159869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:05.214911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:05.215532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:05.215623] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:05.215655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:05.337968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:05.338120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:05.338159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:05.338185] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:05.341807] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=90.06%) [2025-12-02T20:38:05.342064] [INFO ] [FORECASTER] Completed predict_future for OKE [2025-12-02T20:38:05.342192] [INFO ] [sig ] OKE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:05.480286] [INFO ] [LOCAL ] Saved forecast: OKE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OKE.txt [2025-12-02T20:38:05.480434] [INFO ] [sig ] [2311/3544] Completed OKE in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:05.480471] [INFO ] [sig ] [2312/3544] Forecasting OKTA... [2025-12-02T20:38:05.480500] [INFO ] [sig ] Generating forecast for: OKTA [2025-12-02T20:38:05.480528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'. [2025-12-02T20:38:05.493383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKTA'. [2025-12-02T20:38:05.493697] [INFO ] [FORECASTER] Starting predict_future for OKTA [2025-12-02T20:38:05.494451] [DEBUG] [LOCAL ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt [2025-12-02T20:38:05.494499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:05.494529] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:05.494555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:05.494628] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:05.549769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:05.550815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:05.550897] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:05.550927] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:05.670793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:05.670944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:05.670983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:05.671010] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:05.674679] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=58.77%) [2025-12-02T20:38:05.674938] [INFO ] [FORECASTER] Completed predict_future for OKTA [2025-12-02T20:38:05.675058] [INFO ] [sig ] OKTA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:05.820685] [INFO ] [LOCAL ] Saved forecast: OKTA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OKTA.txt [2025-12-02T20:38:05.820860] [INFO ] [sig ] [2312/3544] Completed OKTA in 0.3s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:05.820900] [INFO ] [sig ] [2313/3544] Forecasting OKYO... [2025-12-02T20:38:05.820929] [INFO ] [sig ] Generating forecast for: OKYO [2025-12-02T20:38:05.820960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'. [2025-12-02T20:38:05.832232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKYO'. [2025-12-02T20:38:05.832618] [INFO ] [FORECASTER] Starting predict_future for OKYO [2025-12-02T20:38:05.833441] [DEBUG] [LOCAL ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt [2025-12-02T20:38:05.833502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:05.833534] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:05.833559] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:05.833639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:05.891716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:05.892880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:05.892988] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:05.893028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:06.021541] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:06.021741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:06.021789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:06.021819] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:06.025731] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=8.05%) [2025-12-02T20:38:06.026080] [INFO ] [FORECASTER] Completed predict_future for OKYO [2025-12-02T20:38:06.026220] [INFO ] [sig ] OKYO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:06.200486] [INFO ] [LOCAL ] Saved forecast: OKYO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OKYO.txt [2025-12-02T20:38:06.200667] [INFO ] [sig ] [2313/3544] Completed OKYO in 0.4s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:06.200710] [INFO ] [sig ] [2314/3544] Forecasting OLED... [2025-12-02T20:38:06.200739] [INFO ] [sig ] Generating forecast for: OLED [2025-12-02T20:38:06.200768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'. [2025-12-02T20:38:06.214597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLED'. [2025-12-02T20:38:06.215032] [INFO ] [FORECASTER] Starting predict_future for OLED [2025-12-02T20:38:06.215917] [DEBUG] [LOCAL ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt [2025-12-02T20:38:06.215970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:06.216004] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:06.216032] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:06.216090] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:06.278052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:06.278995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:06.279096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:06.279130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:06.409564] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:06.409741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:06.409783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:06.409813] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:06.413681] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=79.11%) [2025-12-02T20:38:06.414090] [INFO ] [FORECASTER] Completed predict_future for OLED [2025-12-02T20:38:06.414253] [INFO ] [sig ] OLED: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:06.614452] [INFO ] [LOCAL ] Saved forecast: OLED 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OLED.txt [2025-12-02T20:38:06.614697] [INFO ] [sig ] [2314/3544] Completed OLED in 0.4s | 2.98 sym/s | Total: 12.9m | ETA: 6.9m [2025-12-02T20:38:06.614758] [INFO ] [sig ] [2315/3544] Forecasting OLLI... [2025-12-02T20:38:06.614806] [INFO ] [sig ] Generating forecast for: OLLI [2025-12-02T20:38:06.614855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'. [2025-12-02T20:38:06.627280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLLI'. [2025-12-02T20:38:06.627619] [INFO ] [FORECASTER] Starting predict_future for OLLI [2025-12-02T20:38:06.628532] [DEBUG] [LOCAL ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt [2025-12-02T20:38:06.628604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:06.628665] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:06.628692] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:06.628748] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:06.685378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:06.686226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:06.686309] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:06.686342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:06.809907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:06.810066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:06.810106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:06.810133] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:06.815057] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=9.55%) [2025-12-02T20:38:06.815455] [INFO ] [FORECASTER] Completed predict_future for OLLI [2025-12-02T20:38:06.815645] [INFO ] [sig ] OLLI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:06.979229] [INFO ] [LOCAL ] Saved forecast: OLLI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OLLI.txt [2025-12-02T20:38:06.979388] [INFO ] [sig ] [2315/3544] Completed OLLI in 0.4s | 2.98 sym/s | Total: 13.0m | ETA: 6.9m [2025-12-02T20:38:06.979428] [INFO ] [sig ] [2316/3544] Forecasting OLMA... [2025-12-02T20:38:06.979457] [INFO ] [sig ] Generating forecast for: OLMA [2025-12-02T20:38:06.979485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'. [2025-12-02T20:38:06.991682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLMA'. [2025-12-02T20:38:06.992075] [INFO ] [FORECASTER] Starting predict_future for OLMA [2025-12-02T20:38:06.992901] [DEBUG] [LOCAL ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt [2025-12-02T20:38:06.992949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:06.992980] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:06.993005] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:06.993059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:07.053105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:07.054029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:07.054118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:07.054149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:07.180670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:07.180824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:07.180867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:07.180894] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:07.184259] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=59.23%) [2025-12-02T20:38:07.184553] [INFO ] [FORECASTER] Completed predict_future for OLMA [2025-12-02T20:38:07.184705] [INFO ] [sig ] OLMA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:07.348311] [INFO ] [LOCAL ] Saved forecast: OLMA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OLMA.txt [2025-12-02T20:38:07.348470] [INFO ] [sig ] [2316/3544] Completed OLMA in 0.4s | 2.98 sym/s | Total: 13.0m | ETA: 6.9m [2025-12-02T20:38:07.348509] [INFO ] [sig ] [2317/3544] Forecasting OLN... [2025-12-02T20:38:07.348538] [INFO ] [sig ] Generating forecast for: OLN [2025-12-02T20:38:07.348567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-12-02T20:38:07.363996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLN'. [2025-12-02T20:38:07.364441] [INFO ] [FORECASTER] Starting predict_future for OLN [2025-12-02T20:38:07.365260] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-12-02T20:38:07.365310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:07.365341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:07.365367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:07.365422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:07.421858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:07.422848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:07.422952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:07.422985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:07.545931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:07.546079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:07.546119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:07.546145] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:07.549398] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=0.92%) [2025-12-02T20:38:07.549678] [INFO ] [FORECASTER] Completed predict_future for OLN [2025-12-02T20:38:07.549795] [INFO ] [sig ] OLN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:07.685309] [INFO ] [LOCAL ] Saved forecast: OLN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OLN.txt [2025-12-02T20:38:07.685410] [INFO ] [sig ] [2317/3544] Completed OLN in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.9m [2025-12-02T20:38:07.685444] [INFO ] [sig ] [2318/3544] Forecasting OLP... [2025-12-02T20:38:07.685470] [INFO ] [sig ] Generating forecast for: OLP [2025-12-02T20:38:07.685498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-12-02T20:38:07.701976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLP'. [2025-12-02T20:38:07.702655] [INFO ] [FORECASTER] Starting predict_future for OLP [2025-12-02T20:38:07.703848] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-12-02T20:38:07.703909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:07.703949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:07.703982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:07.704063] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:07.764458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:07.765544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:07.765661] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:07.765694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:07.884510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:07.884757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:07.884805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:07.884879] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:07.888843] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=65.49%) [2025-12-02T20:38:07.889169] [INFO ] [FORECASTER] Completed predict_future for OLP [2025-12-02T20:38:07.889304] [INFO ] [sig ] OLP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:08.033762] [INFO ] [LOCAL ] Saved forecast: OLP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OLP.txt [2025-12-02T20:38:08.033957] [INFO ] [sig ] [2318/3544] Completed OLP in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.9m [2025-12-02T20:38:08.034038] [INFO ] [sig ] [2319/3544] Forecasting OLPX... [2025-12-02T20:38:08.034072] [INFO ] [sig ] Generating forecast for: OLPX [2025-12-02T20:38:08.034105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'. [2025-12-02T20:38:08.047051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLPX'. [2025-12-02T20:38:08.047535] [INFO ] [FORECASTER] Starting predict_future for OLPX [2025-12-02T20:38:08.048501] [DEBUG] [LOCAL ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt [2025-12-02T20:38:08.048552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:08.048636] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:08.048664] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:08.048721] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:08.105243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:08.106292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:08.106401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:08.106433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:08.228474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:08.228649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:08.228691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:08.228718] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:08.232271] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=4.30%) [2025-12-02T20:38:08.232557] [INFO ] [FORECASTER] Completed predict_future for OLPX [2025-12-02T20:38:08.232704] [INFO ] [sig ] OLPX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:08.372949] [INFO ] [LOCAL ] Saved forecast: OLPX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OLPX.txt [2025-12-02T20:38:08.373103] [INFO ] [sig ] [2319/3544] Completed OLPX in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.9m [2025-12-02T20:38:08.373142] [INFO ] [sig ] [2320/3544] Forecasting OM... [2025-12-02T20:38:08.373171] [INFO ] [sig ] Generating forecast for: OM [2025-12-02T20:38:08.373200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'. [2025-12-02T20:38:08.384505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OM'. [2025-12-02T20:38:08.384840] [INFO ] [FORECASTER] Starting predict_future for OM [2025-12-02T20:38:08.385797] [DEBUG] [LOCAL ] No optimal features file found for OM: ./output/feature-sets/OM.txt [2025-12-02T20:38:08.385859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:08.385896] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:08.385931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:08.386010] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:08.446737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:08.447695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:08.447781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:08.447813] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:08.575357] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:08.575514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:08.575609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:08.575642] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:08.579206] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=65.47%) [2025-12-02T20:38:08.579510] [INFO ] [FORECASTER] Completed predict_future for OM [2025-12-02T20:38:08.579662] [INFO ] [sig ] OM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:08.742451] [INFO ] [LOCAL ] Saved forecast: OM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OM.txt [2025-12-02T20:38:08.742654] [INFO ] [sig ] [2320/3544] Completed OM in 0.4s | 2.98 sym/s | Total: 13.0m | ETA: 6.9m [2025-12-02T20:38:08.742699] [INFO ] [sig ] [2321/3544] Forecasting OMAB... [2025-12-02T20:38:08.742735] [INFO ] [sig ] Generating forecast for: OMAB [2025-12-02T20:38:08.742777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'. [2025-12-02T20:38:08.756171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMAB'. [2025-12-02T20:38:08.756595] [INFO ] [FORECASTER] Starting predict_future for OMAB [2025-12-02T20:38:08.757451] [DEBUG] [LOCAL ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt [2025-12-02T20:38:08.757502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:08.757533] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:08.757558] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:08.757631] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:08.814263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:08.815174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:08.815262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:08.815296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:08.941647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:08.941799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:08.941839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:08.941866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:08.945337] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=41.99%) [2025-12-02T20:38:08.945623] [INFO ] [FORECASTER] Completed predict_future for OMAB [2025-12-02T20:38:08.945747] [INFO ] [sig ] OMAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:09.089709] [INFO ] [LOCAL ] Saved forecast: OMAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OMAB.txt [2025-12-02T20:38:09.089844] [INFO ] [sig ] [2321/3544] Completed OMAB in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:09.089881] [INFO ] [sig ] [2322/3544] Forecasting OMC... [2025-12-02T20:38:09.089910] [INFO ] [sig ] Generating forecast for: OMC [2025-12-02T20:38:09.089938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-12-02T20:38:09.101278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMC'. [2025-12-02T20:38:09.101607] [INFO ] [FORECASTER] Starting predict_future for OMC [2025-12-02T20:38:09.102407] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-12-02T20:38:09.102455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:09.102485] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:09.102512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:09.102565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:09.158641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:09.159362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:09.159440] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:09.159471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:09.279970] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:09.280120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:09.280158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:09.280185] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:09.283449] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=94.01%) [2025-12-02T20:38:09.283743] [INFO ] [FORECASTER] Completed predict_future for OMC [2025-12-02T20:38:09.283865] [INFO ] [sig ] OMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:09.422102] [INFO ] [LOCAL ] Saved forecast: OMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OMC.txt [2025-12-02T20:38:09.422250] [INFO ] [sig ] [2322/3544] Completed OMC in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:09.422287] [INFO ] [sig ] [2323/3544] Forecasting OMCL... [2025-12-02T20:38:09.422316] [INFO ] [sig ] Generating forecast for: OMCL [2025-12-02T20:38:09.422345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'. [2025-12-02T20:38:09.435408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMCL'. [2025-12-02T20:38:09.435783] [INFO ] [FORECASTER] Starting predict_future for OMCL [2025-12-02T20:38:09.436549] [DEBUG] [LOCAL ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt [2025-12-02T20:38:09.436616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:09.436647] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:09.436672] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:09.436725] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:09.495201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:09.496022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:09.496101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:09.496133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:09.622345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:09.622498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:09.622540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:09.622583] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:09.625956] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=91.78%) [2025-12-02T20:38:09.626220] [INFO ] [FORECASTER] Completed predict_future for OMCL [2025-12-02T20:38:09.626344] [INFO ] [sig ] OMCL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:09.768085] [INFO ] [LOCAL ] Saved forecast: OMCL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OMCL.txt [2025-12-02T20:38:09.768215] [INFO ] [sig ] [2323/3544] Completed OMCL in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:09.768251] [INFO ] [sig ] [2324/3544] Forecasting OMEX... [2025-12-02T20:38:09.768279] [INFO ] [sig ] Generating forecast for: OMEX [2025-12-02T20:38:09.768307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'. [2025-12-02T20:38:09.779345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMEX'. [2025-12-02T20:38:09.779638] [INFO ] [FORECASTER] Starting predict_future for OMEX [2025-12-02T20:38:09.780413] [DEBUG] [LOCAL ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt [2025-12-02T20:38:09.780463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:09.780504] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:09.780531] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:09.780603] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:09.834608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:09.835259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:09.835335] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:09.835366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:09.952644] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:09.952794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:09.952834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:09.952861] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:09.956149] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=23.35%) [2025-12-02T20:38:09.956412] [INFO ] [FORECASTER] Completed predict_future for OMEX [2025-12-02T20:38:09.956536] [INFO ] [sig ] OMEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:10.098242] [INFO ] [LOCAL ] Saved forecast: OMEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OMEX.txt [2025-12-02T20:38:10.098376] [INFO ] [sig ] [2324/3544] Completed OMEX in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:10.098413] [INFO ] [sig ] [2325/3544] Forecasting OMF... [2025-12-02T20:38:10.098441] [INFO ] [sig ] Generating forecast for: OMF [2025-12-02T20:38:10.098468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-12-02T20:38:10.109378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMF'. [2025-12-02T20:38:10.109776] [INFO ] [FORECASTER] Starting predict_future for OMF [2025-12-02T20:38:10.110537] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-12-02T20:38:10.110603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:10.110634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:10.110661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:10.110714] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:10.164818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:10.165419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:10.165523] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:10.165554] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:10.282405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:10.282554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:10.282611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:10.282639] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:10.285928] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=6.85%) [2025-12-02T20:38:10.286191] [INFO ] [FORECASTER] Completed predict_future for OMF [2025-12-02T20:38:10.286312] [INFO ] [sig ] OMF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:10.425027] [INFO ] [LOCAL ] Saved forecast: OMF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OMF.txt [2025-12-02T20:38:10.425181] [INFO ] [sig ] [2325/3544] Completed OMF in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:10.425219] [INFO ] [sig ] [2326/3544] Forecasting OMI... [2025-12-02T20:38:10.425247] [INFO ] [sig ] Generating forecast for: OMI [2025-12-02T20:38:10.425282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-12-02T20:38:10.437445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMI'. [2025-12-02T20:38:10.437821] [INFO ] [FORECASTER] Starting predict_future for OMI [2025-12-02T20:38:10.438653] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-12-02T20:38:10.438703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:10.438740] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:10.438768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:10.438822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:10.498934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:10.499798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:10.499880] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:10.499912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:10.627251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:10.627419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:10.627478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:10.627515] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:10.631009] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=84.85%) [2025-12-02T20:38:10.631287] [INFO ] [FORECASTER] Completed predict_future for OMI [2025-12-02T20:38:10.631409] [INFO ] [sig ] OMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:10.776620] [INFO ] [LOCAL ] Saved forecast: OMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OMI.txt [2025-12-02T20:38:10.776761] [INFO ] [sig ] [2326/3544] Completed OMI in 0.4s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:10.776798] [INFO ] [sig ] [2327/3544] Forecasting ON... [2025-12-02T20:38:10.776827] [INFO ] [sig ] Generating forecast for: ON [2025-12-02T20:38:10.776855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'. [2025-12-02T20:38:10.791029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ON'. [2025-12-02T20:38:10.791512] [INFO ] [FORECASTER] Starting predict_future for ON [2025-12-02T20:38:10.792391] [DEBUG] [LOCAL ] No optimal features file found for ON: ./output/feature-sets/ON.txt [2025-12-02T20:38:10.792440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:10.792472] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:10.792496] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:10.792552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:10.847287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:10.848383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:10.848479] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:10.848511] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:10.969101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:10.969271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:10.969313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:10.969341] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:10.972733] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=18.94%) [2025-12-02T20:38:10.973024] [INFO ] [FORECASTER] Completed predict_future for ON [2025-12-02T20:38:10.973158] [INFO ] [sig ] ON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:11.121855] [INFO ] [LOCAL ] Saved forecast: ON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ON.txt [2025-12-02T20:38:11.122015] [INFO ] [sig ] [2327/3544] Completed ON in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:11.122053] [INFO ] [sig ] [2328/3544] Forecasting ONB... [2025-12-02T20:38:11.122089] [INFO ] [sig ] Generating forecast for: ONB [2025-12-02T20:38:11.122119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'. [2025-12-02T20:38:11.133716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONB'. [2025-12-02T20:38:11.134039] [INFO ] [FORECASTER] Starting predict_future for ONB [2025-12-02T20:38:11.134819] [DEBUG] [LOCAL ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt [2025-12-02T20:38:11.134867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:11.134898] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:11.134922] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:11.134977] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:11.189594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:11.190198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:11.190274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:11.190304] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:11.307421] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:11.307592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:11.307633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:11.307661] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:11.311098] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=11.76%) [2025-12-02T20:38:11.311364] [INFO ] [FORECASTER] Completed predict_future for ONB [2025-12-02T20:38:11.311481] [INFO ] [sig ] ONB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:11.452476] [INFO ] [LOCAL ] Saved forecast: ONB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ONB.txt [2025-12-02T20:38:11.452669] [INFO ] [sig ] [2328/3544] Completed ONB in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:11.452710] [INFO ] [sig ] [2329/3544] Forecasting ONCO... [2025-12-02T20:38:11.452737] [INFO ] [sig ] Generating forecast for: ONCO [2025-12-02T20:38:11.452766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'. [2025-12-02T20:38:11.465946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONCO'. [2025-12-02T20:38:11.466334] [INFO ] [FORECASTER] Starting predict_future for ONCO [2025-12-02T20:38:11.467208] [DEBUG] [LOCAL ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt [2025-12-02T20:38:11.467267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:11.467311] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:11.467343] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:11.467414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:11.526212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:11.527134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:11.527221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:11.527252] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:11.646414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:11.646583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:11.646626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:11.646653] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:11.649982] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=5.11%) [2025-12-02T20:38:11.650245] [INFO ] [FORECASTER] Completed predict_future for ONCO [2025-12-02T20:38:11.650364] [INFO ] [sig ] ONCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:11.787043] [INFO ] [LOCAL ] Saved forecast: ONCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ONCO.txt [2025-12-02T20:38:11.787169] [INFO ] [sig ] [2329/3544] Completed ONCO in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:11.787206] [INFO ] [sig ] [2330/3544] Forecasting ONDS... [2025-12-02T20:38:11.787233] [INFO ] [sig ] Generating forecast for: ONDS [2025-12-02T20:38:11.787262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'. [2025-12-02T20:38:11.799831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONDS'. [2025-12-02T20:38:11.800144] [INFO ] [FORECASTER] Starting predict_future for ONDS [2025-12-02T20:38:11.800924] [DEBUG] [LOCAL ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt [2025-12-02T20:38:11.800972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:11.801003] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:11.801028] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:11.801083] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:11.856122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:11.856695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:11.856770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:11.856799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:11.974361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:11.974466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:11.974501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:11.974527] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:11.977532] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=88.73%) [2025-12-02T20:38:11.977798] [INFO ] [FORECASTER] Completed predict_future for ONDS [2025-12-02T20:38:11.977928] [INFO ] [sig ] ONDS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:12.113347] [INFO ] [LOCAL ] Saved forecast: ONDS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ONDS.txt [2025-12-02T20:38:12.113448] [INFO ] [sig ] [2330/3544] Completed ONDS in 0.3s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:12.113483] [INFO ] [sig ] [2331/3544] Forecasting ONEQ... [2025-12-02T20:38:12.113509] [INFO ] [sig ] Generating forecast for: ONEQ [2025-12-02T20:38:12.113537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'. [2025-12-02T20:38:12.125206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'. [2025-12-02T20:38:12.125522] [INFO ] [FORECASTER] Starting predict_future for ONEQ [2025-12-02T20:38:12.126302] [DEBUG] [LOCAL ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt [2025-12-02T20:38:12.126354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:12.126385] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:12.126410] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:12.126468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:12.183589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:12.184744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:12.184874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:12.184916] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:12.327639] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:12.327782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:12.327823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:12.327866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:12.331179] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=43.45%) [2025-12-02T20:38:12.331440] [INFO ] [FORECASTER] Completed predict_future for ONEQ [2025-12-02T20:38:12.331556] [INFO ] [sig ] ONEQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:12.468104] [INFO ] [LOCAL ] Saved forecast: ONEQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ONEQ.txt [2025-12-02T20:38:12.468248] [INFO ] [sig ] [2331/3544] Completed ONEQ in 0.4s | 2.98 sym/s | Total: 13.0m | ETA: 6.8m [2025-12-02T20:38:12.468285] [INFO ] [sig ] [2332/3544] Forecasting ONL... [2025-12-02T20:38:12.468313] [INFO ] [sig ] Generating forecast for: ONL [2025-12-02T20:38:12.468343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-12-02T20:38:12.480056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONL'. [2025-12-02T20:38:12.480437] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-12-02T20:38:12.481237] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-12-02T20:38:12.481286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:12.481344] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:12.481370] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:12.481425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:12.536241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:12.537087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:12.537168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:12.537198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:12.657593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:12.657693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:12.657733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:12.657762] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:12.661306] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=69.85%) [2025-12-02T20:38:12.661652] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-12-02T20:38:12.661796] [INFO ] [sig ] ONL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:12.798923] [INFO ] [LOCAL ] Saved forecast: ONL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ONL.txt [2025-12-02T20:38:12.799071] [INFO ] [sig ] [2332/3544] Completed ONL in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.8m [2025-12-02T20:38:12.799108] [INFO ] [sig ] [2333/3544] Forecasting ONON... [2025-12-02T20:38:12.799137] [INFO ] [sig ] Generating forecast for: ONON [2025-12-02T20:38:12.799166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-12-02T20:38:12.813412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONON'. [2025-12-02T20:38:12.813856] [INFO ] [FORECASTER] Starting predict_future for ONON [2025-12-02T20:38:12.814790] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-12-02T20:38:12.814846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:12.814882] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:12.814912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:12.814986] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:12.875012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:12.875833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:12.875918] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:12.875967] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:13.009421] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:13.009611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:13.009656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:13.009683] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:13.013134] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=61.49%) [2025-12-02T20:38:13.013424] [INFO ] [FORECASTER] Completed predict_future for ONON [2025-12-02T20:38:13.013555] [INFO ] [sig ] ONON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:13.155683] [INFO ] [LOCAL ] Saved forecast: ONON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ONON.txt [2025-12-02T20:38:13.155836] [INFO ] [sig ] [2333/3544] Completed ONON in 0.4s | 2.98 sym/s | Total: 13.1m | ETA: 6.8m [2025-12-02T20:38:13.155875] [INFO ] [sig ] [2334/3544] Forecasting ONTF... [2025-12-02T20:38:13.155904] [INFO ] [sig ] Generating forecast for: ONTF [2025-12-02T20:38:13.155934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-12-02T20:38:13.167213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTF'. [2025-12-02T20:38:13.167609] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-12-02T20:38:13.168412] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-12-02T20:38:13.168461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:13.168492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:13.168518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:13.168593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:13.223397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:13.224258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:13.224346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:13.224377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:13.345863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:13.346015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:13.346055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:13.346082] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:13.352384] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=21.09%) [2025-12-02T20:38:13.352730] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-12-02T20:38:13.352868] [INFO ] [sig ] ONTF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:13.493107] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ONTF.txt [2025-12-02T20:38:13.493268] [INFO ] [sig ] [2334/3544] Completed ONTF in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.8m [2025-12-02T20:38:13.493307] [INFO ] [sig ] [2335/3544] Forecasting ONTO... [2025-12-02T20:38:13.493339] [INFO ] [sig ] Generating forecast for: ONTO [2025-12-02T20:38:13.493370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-12-02T20:38:13.505307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTO'. [2025-12-02T20:38:13.505667] [INFO ] [FORECASTER] Starting predict_future for ONTO [2025-12-02T20:38:13.506428] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-12-02T20:38:13.506477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:13.506507] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:13.506543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:13.506625] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:13.570941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:13.571834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:13.571921] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:13.571953] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:13.692537] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:13.692708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:13.692749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:13.692809] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:13.696161] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=7.38%) [2025-12-02T20:38:13.696459] [INFO ] [FORECASTER] Completed predict_future for ONTO [2025-12-02T20:38:13.696612] [INFO ] [sig ] ONTO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:13.834213] [INFO ] [LOCAL ] Saved forecast: ONTO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ONTO.txt [2025-12-02T20:38:13.834357] [INFO ] [sig ] [2335/3544] Completed ONTO in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.8m [2025-12-02T20:38:13.834396] [INFO ] [sig ] [2336/3544] Forecasting OOMA... [2025-12-02T20:38:13.834425] [INFO ] [sig ] Generating forecast for: OOMA [2025-12-02T20:38:13.834454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-12-02T20:38:13.845820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OOMA'. [2025-12-02T20:38:13.846134] [INFO ] [FORECASTER] Starting predict_future for OOMA [2025-12-02T20:38:13.846915] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-12-02T20:38:13.846964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:13.846995] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:13.847021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:13.847075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:13.902618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:13.903446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:13.903531] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:13.903565] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:14.020617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:14.020774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:14.020822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:14.020850] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:14.024329] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-12-02T20:38:14.024632] [INFO ] [FORECASTER] Completed predict_future for OOMA [2025-12-02T20:38:14.024767] [INFO ] [sig ] OOMA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:14.162474] [INFO ] [LOCAL ] Saved forecast: OOMA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OOMA.txt [2025-12-02T20:38:14.162629] [INFO ] [sig ] [2336/3544] Completed OOMA in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.8m [2025-12-02T20:38:14.162668] [INFO ] [sig ] [2337/3544] Forecasting OPAD... [2025-12-02T20:38:14.162697] [INFO ] [sig ] Generating forecast for: OPAD [2025-12-02T20:38:14.162725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-12-02T20:38:14.173976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAD'. [2025-12-02T20:38:14.174317] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-12-02T20:38:14.175136] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-12-02T20:38:14.175185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:14.175215] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:14.175240] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:14.175294] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:14.230981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:14.231828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:14.231910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:14.231943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:14.353404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:14.353552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:14.353609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:14.353638] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:14.356875] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=88.13%) [2025-12-02T20:38:14.357131] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-12-02T20:38:14.357246] [INFO ] [sig ] OPAD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:14.492038] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OPAD.txt [2025-12-02T20:38:14.492186] [INFO ] [sig ] [2337/3544] Completed OPAD in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.8m [2025-12-02T20:38:14.492223] [INFO ] [sig ] [2338/3544] Forecasting OPAL... [2025-12-02T20:38:14.492250] [INFO ] [sig ] Generating forecast for: OPAL [2025-12-02T20:38:14.492278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'. [2025-12-02T20:38:14.504112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAL'. [2025-12-02T20:38:14.504471] [INFO ] [FORECASTER] Starting predict_future for OPAL [2025-12-02T20:38:14.505306] [DEBUG] [LOCAL ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt [2025-12-02T20:38:14.505357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:14.505388] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:14.505413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:14.505470] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:14.562020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:14.562748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:14.562829] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:14.562861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:14.683979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:14.684135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:14.684183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:14.684211] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:14.687765] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=11.83%) [2025-12-02T20:38:14.688064] [INFO ] [FORECASTER] Completed predict_future for OPAL [2025-12-02T20:38:14.688206] [INFO ] [sig ] OPAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:14.832454] [INFO ] [LOCAL ] Saved forecast: OPAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPAL.txt [2025-12-02T20:38:14.832607] [INFO ] [sig ] [2338/3544] Completed OPAL in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.8m [2025-12-02T20:38:14.832648] [INFO ] [sig ] [2339/3544] Forecasting OPBK... [2025-12-02T20:38:14.832677] [INFO ] [sig ] Generating forecast for: OPBK [2025-12-02T20:38:14.832712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'. [2025-12-02T20:38:14.844101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPBK'. [2025-12-02T20:38:14.844410] [INFO ] [FORECASTER] Starting predict_future for OPBK [2025-12-02T20:38:14.845216] [DEBUG] [LOCAL ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt [2025-12-02T20:38:14.845270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:14.845310] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:14.845337] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:14.845392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:14.903374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:14.904084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:14.904163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:14.904203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:15.025557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:15.025721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:15.025762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:15.025789] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:15.029088] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=22.75%) [2025-12-02T20:38:15.029357] [INFO ] [FORECASTER] Completed predict_future for OPBK [2025-12-02T20:38:15.029476] [INFO ] [sig ] OPBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:15.172433] [INFO ] [LOCAL ] Saved forecast: OPBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPBK.txt [2025-12-02T20:38:15.172563] [INFO ] [sig ] [2339/3544] Completed OPBK in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:15.172618] [INFO ] [sig ] [2340/3544] Forecasting OPCH... [2025-12-02T20:38:15.172647] [INFO ] [sig ] Generating forecast for: OPCH [2025-12-02T20:38:15.172676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'. [2025-12-02T20:38:15.184698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPCH'. [2025-12-02T20:38:15.185088] [INFO ] [FORECASTER] Starting predict_future for OPCH [2025-12-02T20:38:15.185885] [DEBUG] [LOCAL ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt [2025-12-02T20:38:15.185933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:15.185963] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:15.185988] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:15.186041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:15.241969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:15.242890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:15.242976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:15.243007] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:15.363745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:15.363903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:15.363942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:15.363968] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:15.367239] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=81.03%) [2025-12-02T20:38:15.367515] [INFO ] [FORECASTER] Completed predict_future for OPCH [2025-12-02T20:38:15.367657] [INFO ] [sig ] OPCH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:15.504039] [INFO ] [LOCAL ] Saved forecast: OPCH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OPCH.txt [2025-12-02T20:38:15.504175] [INFO ] [sig ] [2340/3544] Completed OPCH in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:15.504212] [INFO ] [sig ] [2341/3544] Forecasting OPEN... [2025-12-02T20:38:15.504239] [INFO ] [sig ] Generating forecast for: OPEN [2025-12-02T20:38:15.504267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'. [2025-12-02T20:38:15.517330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPEN'. [2025-12-02T20:38:15.517906] [INFO ] [FORECASTER] Starting predict_future for OPEN [2025-12-02T20:38:15.518709] [DEBUG] [LOCAL ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt [2025-12-02T20:38:15.518756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:15.518786] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:15.518810] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:15.518864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:15.574406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:15.575196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:15.575277] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:15.575307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:15.694230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:15.694326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:15.694363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:15.694391] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:15.697633] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-12-02T20:38:15.697916] [INFO ] [FORECASTER] Completed predict_future for OPEN [2025-12-02T20:38:15.698042] [INFO ] [sig ] OPEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:15.834438] [INFO ] [LOCAL ] Saved forecast: OPEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPEN.txt [2025-12-02T20:38:15.834604] [INFO ] [sig ] [2341/3544] Completed OPEN in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:15.834641] [INFO ] [sig ] [2342/3544] Forecasting OPFI... [2025-12-02T20:38:15.834669] [INFO ] [sig ] Generating forecast for: OPFI [2025-12-02T20:38:15.834696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-12-02T20:38:15.845402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPFI'. [2025-12-02T20:38:15.845677] [INFO ] [FORECASTER] Starting predict_future for OPFI [2025-12-02T20:38:15.846421] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-12-02T20:38:15.846468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:15.846498] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:15.846524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:15.846599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:15.902249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:15.902863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:15.902963] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:15.902996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:16.022761] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:16.022891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:16.022928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:16.022972] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:16.026154] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=45.47%) [2025-12-02T20:38:16.026407] [INFO ] [FORECASTER] Completed predict_future for OPFI [2025-12-02T20:38:16.026522] [INFO ] [sig ] OPFI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:16.165485] [INFO ] [LOCAL ] Saved forecast: OPFI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPFI.txt [2025-12-02T20:38:16.165631] [INFO ] [sig ] [2342/3544] Completed OPFI in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:16.165671] [INFO ] [sig ] [2343/3544] Forecasting OPK... [2025-12-02T20:38:16.165700] [INFO ] [sig ] Generating forecast for: OPK [2025-12-02T20:38:16.165729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'. [2025-12-02T20:38:16.177211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPK'. [2025-12-02T20:38:16.177475] [INFO ] [FORECASTER] Starting predict_future for OPK [2025-12-02T20:38:16.178275] [DEBUG] [LOCAL ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt [2025-12-02T20:38:16.178324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:16.178353] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:16.178378] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:16.178433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:16.233283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:16.233874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:16.233955] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:16.233987] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:16.350922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:16.351069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:16.351108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:16.351135] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:16.354381] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=37.13%) [2025-12-02T20:38:16.354665] [INFO ] [FORECASTER] Completed predict_future for OPK [2025-12-02T20:38:16.354781] [INFO ] [sig ] OPK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:16.490089] [INFO ] [LOCAL ] Saved forecast: OPK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPK.txt [2025-12-02T20:38:16.490203] [INFO ] [sig ] [2343/3544] Completed OPK in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:16.490238] [INFO ] [sig ] [2344/3544] Forecasting OPP... [2025-12-02T20:38:16.490265] [INFO ] [sig ] Generating forecast for: OPP [2025-12-02T20:38:16.490293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-12-02T20:38:16.501522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPP'. [2025-12-02T20:38:16.501828] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-12-02T20:38:16.502590] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-12-02T20:38:16.502639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:16.502669] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:16.502694] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:16.502748] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:16.557641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:16.558336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:16.558412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:16.558448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:16.672636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:16.672780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:16.672819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:16.672847] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:16.676046] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=11.01%) [2025-12-02T20:38:16.676300] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-12-02T20:38:16.676416] [INFO ] [sig ] OPP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:16.815540] [INFO ] [LOCAL ] Saved forecast: OPP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPP.txt [2025-12-02T20:38:16.815757] [INFO ] [sig ] [2344/3544] Completed OPP in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:16.815798] [INFO ] [sig ] [2345/3544] Forecasting OPRA... [2025-12-02T20:38:16.815825] [INFO ] [sig ] Generating forecast for: OPRA [2025-12-02T20:38:16.815856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'. [2025-12-02T20:38:16.827662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRA'. [2025-12-02T20:38:16.828064] [INFO ] [FORECASTER] Starting predict_future for OPRA [2025-12-02T20:38:16.828861] [DEBUG] [LOCAL ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt [2025-12-02T20:38:16.828910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:16.828940] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:16.828966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:16.829020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:16.884509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:16.885335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:16.885416] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:16.885448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:17.004506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:17.004677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:17.004720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:17.004750] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:17.008170] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=47.96%) [2025-12-02T20:38:17.008447] [INFO ] [FORECASTER] Completed predict_future for OPRA [2025-12-02T20:38:17.008594] [INFO ] [sig ] OPRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:17.143837] [INFO ] [LOCAL ] Saved forecast: OPRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPRA.txt [2025-12-02T20:38:17.143980] [INFO ] [sig ] [2345/3544] Completed OPRA in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:17.144017] [INFO ] [sig ] [2346/3544] Forecasting OPRX... [2025-12-02T20:38:17.144045] [INFO ] [sig ] Generating forecast for: OPRX [2025-12-02T20:38:17.144073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'. [2025-12-02T20:38:17.155137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRX'. [2025-12-02T20:38:17.155387] [INFO ] [FORECASTER] Starting predict_future for OPRX [2025-12-02T20:38:17.156148] [DEBUG] [LOCAL ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt [2025-12-02T20:38:17.156196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:17.156227] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:17.156252] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:17.156317] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:17.211734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:17.212335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:17.212408] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:17.212439] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:17.329781] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:17.329924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:17.329962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:17.329989] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:17.333234] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=4.26%) [2025-12-02T20:38:17.333495] [INFO ] [FORECASTER] Completed predict_future for OPRX [2025-12-02T20:38:17.333630] [INFO ] [sig ] OPRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:17.473737] [INFO ] [LOCAL ] Saved forecast: OPRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPRX.txt [2025-12-02T20:38:17.473868] [INFO ] [sig ] [2346/3544] Completed OPRX in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:17.473905] [INFO ] [sig ] [2347/3544] Forecasting OPTX... [2025-12-02T20:38:17.473933] [INFO ] [sig ] Generating forecast for: OPTX [2025-12-02T20:38:17.473961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'. [2025-12-02T20:38:17.484939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPTX'. [2025-12-02T20:38:17.485206] [INFO ] [FORECASTER] Starting predict_future for OPTX [2025-12-02T20:38:17.485983] [DEBUG] [LOCAL ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt [2025-12-02T20:38:17.486031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:17.486061] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:17.486086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:17.486141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:17.541400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:17.542257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:17.542336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:17.542366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:17.660642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:17.660786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:17.660824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:17.660851] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:17.664086] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=73.20%) [2025-12-02T20:38:17.664350] [INFO ] [FORECASTER] Completed predict_future for OPTX [2025-12-02T20:38:17.664468] [INFO ] [sig ] OPTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:17.799435] [INFO ] [LOCAL ] Saved forecast: OPTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OPTX.txt [2025-12-02T20:38:17.799557] [INFO ] [sig ] [2347/3544] Completed OPTX in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:17.799613] [INFO ] [sig ] [2348/3544] Forecasting OPXS... [2025-12-02T20:38:17.799643] [INFO ] [sig ] Generating forecast for: OPXS [2025-12-02T20:38:17.799672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'. [2025-12-02T20:38:17.810385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPXS'. [2025-12-02T20:38:17.810676] [INFO ] [FORECASTER] Starting predict_future for OPXS [2025-12-02T20:38:17.811426] [DEBUG] [LOCAL ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt [2025-12-02T20:38:17.811488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:17.811520] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:17.811545] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:17.811623] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:17.866718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:17.867550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:17.867651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:17.867682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:17.983950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:17.984098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:17.984137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:17.984164] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:17.987378] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=1.84%) [2025-12-02T20:38:17.987651] [INFO ] [FORECASTER] Completed predict_future for OPXS [2025-12-02T20:38:17.987768] [INFO ] [sig ] OPXS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:18.126849] [INFO ] [LOCAL ] Saved forecast: OPXS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OPXS.txt [2025-12-02T20:38:18.126981] [INFO ] [sig ] [2348/3544] Completed OPXS in 0.3s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:18.127023] [INFO ] [sig ] [2349/3544] Forecasting ORA... [2025-12-02T20:38:18.127053] [INFO ] [sig ] Generating forecast for: ORA [2025-12-02T20:38:18.127080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-12-02T20:38:18.168914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORA'. [2025-12-02T20:38:18.169190] [INFO ] [FORECASTER] Starting predict_future for ORA [2025-12-02T20:38:18.169954] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-12-02T20:38:18.170001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:18.170054] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:18.170084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:18.170138] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:18.225145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:18.225793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:18.225867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:18.225898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:18.346563] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:18.346718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:18.346757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:18.346784] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:18.350024] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=84.70%) [2025-12-02T20:38:18.350279] [INFO ] [FORECASTER] Completed predict_future for ORA [2025-12-02T20:38:18.350393] [INFO ] [sig ] ORA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:18.487718] [INFO ] [LOCAL ] Saved forecast: ORA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ORA.txt [2025-12-02T20:38:18.487837] [INFO ] [sig ] [2349/3544] Completed ORA in 0.4s | 2.98 sym/s | Total: 13.1m | ETA: 6.7m [2025-12-02T20:38:18.487873] [INFO ] [sig ] [2350/3544] Forecasting ORC... [2025-12-02T20:38:18.487916] [INFO ] [sig ] Generating forecast for: ORC [2025-12-02T20:38:18.487945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-12-02T20:38:18.499112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORC'. [2025-12-02T20:38:18.499396] [INFO ] [FORECASTER] Starting predict_future for ORC [2025-12-02T20:38:18.500171] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-12-02T20:38:18.500219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:18.500249] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:18.500275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:18.500329] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:18.555902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:18.556552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:18.556645] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:18.556677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:18.676132] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:18.676277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:18.676316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:18.676342] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:18.679621] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=53.89%) [2025-12-02T20:38:18.679878] [INFO ] [FORECASTER] Completed predict_future for ORC [2025-12-02T20:38:18.679992] [INFO ] [sig ] ORC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:18.819480] [INFO ] [LOCAL ] Saved forecast: ORC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ORC.txt [2025-12-02T20:38:18.819636] [INFO ] [sig ] [2350/3544] Completed ORC in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.7m [2025-12-02T20:38:18.819680] [INFO ] [sig ] [2351/3544] Forecasting ORGO... [2025-12-02T20:38:18.819709] [INFO ] [sig ] Generating forecast for: ORGO [2025-12-02T20:38:18.819737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'. [2025-12-02T20:38:18.830916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORGO'. [2025-12-02T20:38:18.831195] [INFO ] [FORECASTER] Starting predict_future for ORGO [2025-12-02T20:38:18.831961] [DEBUG] [LOCAL ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt [2025-12-02T20:38:18.832009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:18.832040] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:18.832066] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:18.832120] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:18.887268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:18.887927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:18.888001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:18.888031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:19.003806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:19.003964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:19.004004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:19.004035] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:19.007371] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=47.56%) [2025-12-02T20:38:19.007683] [INFO ] [FORECASTER] Completed predict_future for ORGO [2025-12-02T20:38:19.007811] [INFO ] [sig ] ORGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:19.143294] [INFO ] [LOCAL ] Saved forecast: ORGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ORGO.txt [2025-12-02T20:38:19.143422] [INFO ] [sig ] [2351/3544] Completed ORGO in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.7m [2025-12-02T20:38:19.143459] [INFO ] [sig ] [2352/3544] Forecasting ORIC... [2025-12-02T20:38:19.143486] [INFO ] [sig ] Generating forecast for: ORIC [2025-12-02T20:38:19.143515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'. [2025-12-02T20:38:19.155126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORIC'. [2025-12-02T20:38:19.155388] [INFO ] [FORECASTER] Starting predict_future for ORIC [2025-12-02T20:38:19.156145] [DEBUG] [LOCAL ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt [2025-12-02T20:38:19.156192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:19.156222] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:19.156247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:19.156301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:19.211978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:19.212561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:19.212651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:19.212682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:19.348178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:19.348336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:19.348377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:19.348439] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:19.351994] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=3.79%) [2025-12-02T20:38:19.352295] [INFO ] [FORECASTER] Completed predict_future for ORIC [2025-12-02T20:38:19.352428] [INFO ] [sig ] ORIC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:19.500502] [INFO ] [LOCAL ] Saved forecast: ORIC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ORIC.txt [2025-12-02T20:38:19.500862] [INFO ] [sig ] [2352/3544] Completed ORIC in 0.4s | 2.98 sym/s | Total: 13.2m | ETA: 6.7m [2025-12-02T20:38:19.500903] [INFO ] [sig ] [2353/3544] Forecasting ORKA... [2025-12-02T20:38:19.500931] [INFO ] [sig ] Generating forecast for: ORKA [2025-12-02T20:38:19.500961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'. [2025-12-02T20:38:19.513171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORKA'. [2025-12-02T20:38:19.513534] [INFO ] [FORECASTER] Starting predict_future for ORKA [2025-12-02T20:38:19.514341] [DEBUG] [LOCAL ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt [2025-12-02T20:38:19.514392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:19.514424] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:19.514449] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:19.514504] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:19.570072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:19.570905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:19.571008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:19.571041] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:19.697968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:19.698126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:19.698166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:19.698193] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:19.701521] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=3.16%) [2025-12-02T20:38:19.701842] [INFO ] [FORECASTER] Completed predict_future for ORKA [2025-12-02T20:38:19.701970] [INFO ] [sig ] ORKA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:19.839739] [INFO ] [LOCAL ] Saved forecast: ORKA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ORKA.txt [2025-12-02T20:38:19.839887] [INFO ] [sig ] [2353/3544] Completed ORKA in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.7m [2025-12-02T20:38:19.839927] [INFO ] [sig ] [2354/3544] Forecasting ORLY... [2025-12-02T20:38:19.839955] [INFO ] [sig ] Generating forecast for: ORLY [2025-12-02T20:38:19.839984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'. [2025-12-02T20:38:19.851344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORLY'. [2025-12-02T20:38:19.851698] [INFO ] [FORECASTER] Starting predict_future for ORLY [2025-12-02T20:38:19.852449] [DEBUG] [LOCAL ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt [2025-12-02T20:38:19.852500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:19.852532] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:19.852558] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:19.852634] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:19.908826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:19.909661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:19.909743] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:19.909774] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:20.027893] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:20.028040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:20.028080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:20.028107] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:20.031378] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=37.03%) [2025-12-02T20:38:20.031679] [INFO ] [FORECASTER] Completed predict_future for ORLY [2025-12-02T20:38:20.031800] [INFO ] [sig ] ORLY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:20.169897] [INFO ] [LOCAL ] Saved forecast: ORLY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ORLY.txt [2025-12-02T20:38:20.170046] [INFO ] [sig ] [2354/3544] Completed ORLY in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.7m [2025-12-02T20:38:20.170083] [INFO ] [sig ] [2355/3544] Forecasting ORMP... [2025-12-02T20:38:20.170112] [INFO ] [sig ] Generating forecast for: ORMP [2025-12-02T20:38:20.170141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'. [2025-12-02T20:38:20.181660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORMP'. [2025-12-02T20:38:20.182067] [INFO ] [FORECASTER] Starting predict_future for ORMP [2025-12-02T20:38:20.182870] [DEBUG] [LOCAL ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt [2025-12-02T20:38:20.182919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:20.182949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:20.182973] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:20.183031] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:20.239943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:20.240817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:20.240904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:20.240937] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:20.358284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:20.358452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:20.358492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:20.358519] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:20.361850] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-12-02T20:38:20.362107] [INFO ] [FORECASTER] Completed predict_future for ORMP [2025-12-02T20:38:20.362222] [INFO ] [sig ] ORMP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:20.501498] [INFO ] [LOCAL ] Saved forecast: ORMP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ORMP.txt [2025-12-02T20:38:20.501651] [INFO ] [sig ] [2355/3544] Completed ORMP in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.7m [2025-12-02T20:38:20.501690] [INFO ] [sig ] [2356/3544] Forecasting ORN... [2025-12-02T20:38:20.501719] [INFO ] [sig ] Generating forecast for: ORN [2025-12-02T20:38:20.501747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-12-02T20:38:20.512846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORN'. [2025-12-02T20:38:20.513108] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-12-02T20:38:20.513894] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-12-02T20:38:20.513943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:20.513974] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:20.514000] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:20.514055] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:20.570722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:20.571343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:20.571422] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:20.571455] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:20.687384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:20.687529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:20.687569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:20.687614] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:20.690962] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=83.74%) [2025-12-02T20:38:20.691223] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-12-02T20:38:20.691338] [INFO ] [sig ] ORN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:20.880676] [INFO ] [LOCAL ] Saved forecast: ORN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ORN.txt [2025-12-02T20:38:20.880806] [INFO ] [sig ] [2356/3544] Completed ORN in 0.4s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:20.880843] [INFO ] [sig ] [2357/3544] Forecasting ORRF... [2025-12-02T20:38:20.880873] [INFO ] [sig ] Generating forecast for: ORRF [2025-12-02T20:38:20.880901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'. [2025-12-02T20:38:20.892852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORRF'. [2025-12-02T20:38:20.893211] [INFO ] [FORECASTER] Starting predict_future for ORRF [2025-12-02T20:38:20.894077] [DEBUG] [LOCAL ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt [2025-12-02T20:38:20.894158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:20.894200] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:20.894231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:20.894292] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:20.950272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:20.951119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:20.951200] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:20.951232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:21.077448] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:21.077619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:21.077662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:21.077689] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:21.081046] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=2.52%) [2025-12-02T20:38:21.081341] [INFO ] [FORECASTER] Completed predict_future for ORRF [2025-12-02T20:38:21.081486] [INFO ] [sig ] ORRF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:21.222066] [INFO ] [LOCAL ] Saved forecast: ORRF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ORRF.txt [2025-12-02T20:38:21.222189] [INFO ] [sig ] [2357/3544] Completed ORRF in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:21.222224] [INFO ] [sig ] [2358/3544] Forecasting OS... [2025-12-02T20:38:21.222252] [INFO ] [sig ] Generating forecast for: OS [2025-12-02T20:38:21.222280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'. [2025-12-02T20:38:21.234482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OS'. [2025-12-02T20:38:21.234878] [INFO ] [FORECASTER] Starting predict_future for OS [2025-12-02T20:38:21.235711] [DEBUG] [LOCAL ] No optimal features file found for OS: ./output/feature-sets/OS.txt [2025-12-02T20:38:21.235760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:21.235790] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:21.235815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:21.235869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:21.292793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:21.293544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:21.293644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:21.293686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:21.412463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:21.412627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:21.412667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:21.412694] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:21.415963] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=30.01%) [2025-12-02T20:38:21.416222] [INFO ] [FORECASTER] Completed predict_future for OS [2025-12-02T20:38:21.416339] [INFO ] [sig ] OS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:21.553296] [INFO ] [LOCAL ] Saved forecast: OS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OS.txt [2025-12-02T20:38:21.553440] [INFO ] [sig ] [2358/3544] Completed OS in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:21.553477] [INFO ] [sig ] [2359/3544] Forecasting OSBC... [2025-12-02T20:38:21.553505] [INFO ] [sig ] Generating forecast for: OSBC [2025-12-02T20:38:21.553534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'. [2025-12-02T20:38:21.565779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSBC'. [2025-12-02T20:38:21.566135] [INFO ] [FORECASTER] Starting predict_future for OSBC [2025-12-02T20:38:21.566952] [DEBUG] [LOCAL ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt [2025-12-02T20:38:21.566999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:21.567041] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:21.567068] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:21.567122] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:21.622363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:21.623093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:21.623198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:21.623232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:21.740117] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:21.740266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:21.740306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:21.740334] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:21.743646] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=85.28%) [2025-12-02T20:38:21.743905] [INFO ] [FORECASTER] Completed predict_future for OSBC [2025-12-02T20:38:21.744019] [INFO ] [sig ] OSBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:21.884686] [INFO ] [LOCAL ] Saved forecast: OSBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OSBC.txt [2025-12-02T20:38:21.884830] [INFO ] [sig ] [2359/3544] Completed OSBC in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:21.884866] [INFO ] [sig ] [2360/3544] Forecasting OSIS... [2025-12-02T20:38:21.884894] [INFO ] [sig ] Generating forecast for: OSIS [2025-12-02T20:38:21.884922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'. [2025-12-02T20:38:21.897468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSIS'. [2025-12-02T20:38:21.897840] [INFO ] [FORECASTER] Starting predict_future for OSIS [2025-12-02T20:38:21.898686] [DEBUG] [LOCAL ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt [2025-12-02T20:38:21.898737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:21.898769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:21.898795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:21.898851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:21.956221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:21.956943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:21.957025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:21.957057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:22.081031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:22.081183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:22.081225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:22.081253] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:22.084711] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: UP (p=67.88%) [2025-12-02T20:38:22.084978] [INFO ] [FORECASTER] Completed predict_future for OSIS [2025-12-02T20:38:22.085099] [INFO ] [sig ] OSIS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:22.221792] [INFO ] [LOCAL ] Saved forecast: OSIS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OSIS.txt [2025-12-02T20:38:22.221912] [INFO ] [sig ] [2360/3544] Completed OSIS in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:22.221948] [INFO ] [sig ] [2361/3544] Forecasting OSPN... [2025-12-02T20:38:22.221976] [INFO ] [sig ] Generating forecast for: OSPN [2025-12-02T20:38:22.222003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'. [2025-12-02T20:38:22.233253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSPN'. [2025-12-02T20:38:22.233636] [INFO ] [FORECASTER] Starting predict_future for OSPN [2025-12-02T20:38:22.234401] [DEBUG] [LOCAL ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt [2025-12-02T20:38:22.234449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:22.234480] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:22.234505] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:22.234560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:22.289180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:22.289917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:22.289995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:22.290026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:22.407196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:22.407351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:22.407390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:22.407417] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:22.410719] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-12-02T20:38:22.410976] [INFO ] [FORECASTER] Completed predict_future for OSPN [2025-12-02T20:38:22.411094] [INFO ] [sig ] OSPN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:22.550727] [INFO ] [LOCAL ] Saved forecast: OSPN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OSPN.txt [2025-12-02T20:38:22.550854] [INFO ] [sig ] [2361/3544] Completed OSPN in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:22.550891] [INFO ] [sig ] [2362/3544] Forecasting OSS... [2025-12-02T20:38:22.550919] [INFO ] [sig ] Generating forecast for: OSS [2025-12-02T20:38:22.550947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'. [2025-12-02T20:38:22.562275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSS'. [2025-12-02T20:38:22.562553] [INFO ] [FORECASTER] Starting predict_future for OSS [2025-12-02T20:38:22.563314] [DEBUG] [LOCAL ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt [2025-12-02T20:38:22.563362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:22.563392] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:22.563417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:22.563471] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:22.619552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:22.620293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:22.620371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:22.620402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:22.735365] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:22.735509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:22.735548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:22.735593] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:22.738933] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=56.80%) [2025-12-02T20:38:22.739192] [INFO ] [FORECASTER] Completed predict_future for OSS [2025-12-02T20:38:22.739311] [INFO ] [sig ] OSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:22.879217] [INFO ] [LOCAL ] Saved forecast: OSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OSS.txt [2025-12-02T20:38:22.879374] [INFO ] [sig ] [2362/3544] Completed OSS in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:22.879420] [INFO ] [sig ] [2363/3544] Forecasting OTEX... [2025-12-02T20:38:22.879452] [INFO ] [sig ] Generating forecast for: OTEX [2025-12-02T20:38:22.879480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'. [2025-12-02T20:38:22.890778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTEX'. [2025-12-02T20:38:22.891100] [INFO ] [FORECASTER] Starting predict_future for OTEX [2025-12-02T20:38:22.891888] [DEBUG] [LOCAL ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt [2025-12-02T20:38:22.891938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:22.891971] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:22.891999] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:22.892054] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:22.950686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:22.951519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:22.951621] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:22.951654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:23.083051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:23.083221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:23.083268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:23.083297] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:23.086754] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=77.46%) [2025-12-02T20:38:23.087019] [INFO ] [FORECASTER] Completed predict_future for OTEX [2025-12-02T20:38:23.087140] [INFO ] [sig ] OTEX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:23.227357] [INFO ] [LOCAL ] Saved forecast: OTEX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OTEX.txt [2025-12-02T20:38:23.227532] [INFO ] [sig ] [2363/3544] Completed OTEX in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:23.227602] [INFO ] [sig ] [2364/3544] Forecasting OTIS... [2025-12-02T20:38:23.227652] [INFO ] [sig ] Generating forecast for: OTIS [2025-12-02T20:38:23.227698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-12-02T20:38:23.240167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTIS'. [2025-12-02T20:38:23.240537] [INFO ] [FORECASTER] Starting predict_future for OTIS [2025-12-02T20:38:23.241590] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-12-02T20:38:23.241649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:23.241681] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:23.241707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:23.241775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:23.302312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:23.303074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:23.303156] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:23.303189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:23.431199] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:23.431367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:23.431412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:23.431440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:23.434997] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-12-02T20:38:23.435263] [INFO ] [FORECASTER] Completed predict_future for OTIS [2025-12-02T20:38:23.435403] [INFO ] [sig ] OTIS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:23.584524] [INFO ] [LOCAL ] Saved forecast: OTIS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OTIS.txt [2025-12-02T20:38:23.584717] [INFO ] [sig ] [2364/3544] Completed OTIS in 0.4s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:23.584757] [INFO ] [sig ] [2365/3544] Forecasting OTLY... [2025-12-02T20:38:23.584785] [INFO ] [sig ] Generating forecast for: OTLY [2025-12-02T20:38:23.584816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'. [2025-12-02T20:38:23.596336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTLY'. [2025-12-02T20:38:23.596645] [INFO ] [FORECASTER] Starting predict_future for OTLY [2025-12-02T20:38:23.597429] [DEBUG] [LOCAL ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt [2025-12-02T20:38:23.597477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:23.597507] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:23.597533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:23.597616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:23.653340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:23.654010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:23.654086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:23.654116] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:23.777178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:23.777341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:23.777396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:23.777428] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:23.780955] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=72.20%) [2025-12-02T20:38:23.781218] [INFO ] [FORECASTER] Completed predict_future for OTLY [2025-12-02T20:38:23.781336] [INFO ] [sig ] OTLY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:23.924643] [INFO ] [LOCAL ] Saved forecast: OTLY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OTLY.txt [2025-12-02T20:38:23.924767] [INFO ] [sig ] [2365/3544] Completed OTLY in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:23.924804] [INFO ] [sig ] [2366/3544] Forecasting OVID... [2025-12-02T20:38:23.924832] [INFO ] [sig ] Generating forecast for: OVID [2025-12-02T20:38:23.924871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'. [2025-12-02T20:38:23.936370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVID'. [2025-12-02T20:38:23.936656] [INFO ] [FORECASTER] Starting predict_future for OVID [2025-12-02T20:38:23.937396] [DEBUG] [LOCAL ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt [2025-12-02T20:38:23.937444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:23.937501] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:23.937528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:23.937601] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:23.995856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:23.996728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:23.996810] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:23.996843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:24.113932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:24.114078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:24.114116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:24.114159] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:24.117376] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=90.07%) [2025-12-02T20:38:24.117655] [INFO ] [FORECASTER] Completed predict_future for OVID [2025-12-02T20:38:24.117771] [INFO ] [sig ] OVID: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:24.266704] [INFO ] [LOCAL ] Saved forecast: OVID 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OVID.txt [2025-12-02T20:38:24.266869] [INFO ] [sig ] [2366/3544] Completed OVID in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:24.267081] [INFO ] [sig ] [2367/3544] Forecasting OVLY... [2025-12-02T20:38:24.267110] [INFO ] [sig ] Generating forecast for: OVLY [2025-12-02T20:38:24.267141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'. [2025-12-02T20:38:24.278641] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVLY'. [2025-12-02T20:38:24.279009] [INFO ] [FORECASTER] Starting predict_future for OVLY [2025-12-02T20:38:24.279821] [DEBUG] [LOCAL ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt [2025-12-02T20:38:24.279870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:24.279900] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:24.279925] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:24.279979] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:24.337870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:24.338767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:24.338855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:24.338887] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:24.442360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:24.442549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:24.442643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:24.442686] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:24.446509] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=92.08%) [2025-12-02T20:38:24.446807] [INFO ] [FORECASTER] Completed predict_future for OVLY [2025-12-02T20:38:24.446934] [INFO ] [sig ] OVLY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:24.603961] [INFO ] [LOCAL ] Saved forecast: OVLY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OVLY.txt [2025-12-02T20:38:24.604103] [INFO ] [sig ] [2367/3544] Completed OVLY in 0.3s | 2.98 sym/s | Total: 13.2m | ETA: 6.6m [2025-12-02T20:38:24.604142] [INFO ] [sig ] [2368/3544] Forecasting OWL... [2025-12-02T20:38:24.604170] [INFO ] [sig ] Generating forecast for: OWL [2025-12-02T20:38:24.604199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-12-02T20:38:24.616302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OWL'. [2025-12-02T20:38:24.616662] [INFO ] [FORECASTER] Starting predict_future for OWL [2025-12-02T20:38:24.617500] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-12-02T20:38:24.617601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:24.617639] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:24.617665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:24.617719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:24.678966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:24.679792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:24.679904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:24.679940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:24.810698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:24.810853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:24.810893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:24.810921] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:24.814485] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=75.43%) [2025-12-02T20:38:24.814786] [INFO ] [FORECASTER] Completed predict_future for OWL [2025-12-02T20:38:24.814917] [INFO ] [sig ] OWL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:24.958054] [INFO ] [LOCAL ] Saved forecast: OWL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OWL.txt [2025-12-02T20:38:24.958185] [INFO ] [sig ] [2368/3544] Completed OWL in 0.4s | 2.98 sym/s | Total: 13.3m | ETA: 6.6m [2025-12-02T20:38:24.958221] [INFO ] [sig ] [2369/3544] Forecasting OXLC... [2025-12-02T20:38:24.958249] [INFO ] [sig ] Generating forecast for: OXLC [2025-12-02T20:38:24.958278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'. [2025-12-02T20:38:24.969639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXLC'. [2025-12-02T20:38:24.969945] [INFO ] [FORECASTER] Starting predict_future for OXLC [2025-12-02T20:38:24.970754] [DEBUG] [LOCAL ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt [2025-12-02T20:38:24.970802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:24.970831] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:24.970856] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:24.970909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:25.025126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:25.025848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:25.025925] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:25.025955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:25.149078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:25.149247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:25.149299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:25.149367] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:25.152859] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=69.77%) [2025-12-02T20:38:25.153127] [INFO ] [FORECASTER] Completed predict_future for OXLC [2025-12-02T20:38:25.153244] [INFO ] [sig ] OXLC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:25.290077] [INFO ] [LOCAL ] Saved forecast: OXLC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OXLC.txt [2025-12-02T20:38:25.290224] [INFO ] [sig ] [2369/3544] Completed OXLC in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.6m [2025-12-02T20:38:25.290260] [INFO ] [sig ] [2370/3544] Forecasting OXM... [2025-12-02T20:38:25.290289] [INFO ] [sig ] Generating forecast for: OXM [2025-12-02T20:38:25.290317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'. [2025-12-02T20:38:25.301532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXM'. [2025-12-02T20:38:25.301869] [INFO ] [FORECASTER] Starting predict_future for OXM [2025-12-02T20:38:25.302635] [DEBUG] [LOCAL ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt [2025-12-02T20:38:25.302684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:25.302723] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:25.302750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:25.302804] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:25.357403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:25.358146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:25.358226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:25.358257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:25.478946] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:25.479095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:25.479135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:25.479162] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:25.482432] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=11.12%) [2025-12-02T20:38:25.482752] [INFO ] [FORECASTER] Completed predict_future for OXM [2025-12-02T20:38:25.482871] [INFO ] [sig ] OXM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:25.618730] [INFO ] [LOCAL ] Saved forecast: OXM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OXM.txt [2025-12-02T20:38:25.618859] [INFO ] [sig ] [2370/3544] Completed OXM in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.6m [2025-12-02T20:38:25.618895] [INFO ] [sig ] [2371/3544] Forecasting OXSQ... [2025-12-02T20:38:25.618923] [INFO ] [sig ] Generating forecast for: OXSQ [2025-12-02T20:38:25.618953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'. [2025-12-02T20:38:25.631068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'. [2025-12-02T20:38:25.631414] [INFO ] [FORECASTER] Starting predict_future for OXSQ [2025-12-02T20:38:25.632274] [DEBUG] [LOCAL ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt [2025-12-02T20:38:25.632324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:25.632357] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:25.632383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:25.632453] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:25.695504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:25.696352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:25.696441] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:25.696474] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:25.825386] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:25.825550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:25.825614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:25.825644] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:25.829314] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=83.69%) [2025-12-02T20:38:25.829629] [INFO ] [FORECASTER] Completed predict_future for OXSQ [2025-12-02T20:38:25.829813] [INFO ] [sig ] OXSQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:25.976464] [INFO ] [LOCAL ] Saved forecast: OXSQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/OXSQ.txt [2025-12-02T20:38:25.976618] [INFO ] [sig ] [2371/3544] Completed OXSQ in 0.4s | 2.98 sym/s | Total: 13.3m | ETA: 6.6m [2025-12-02T20:38:25.976659] [INFO ] [sig ] [2372/3544] Forecasting OZEM... [2025-12-02T20:38:25.976689] [INFO ] [sig ] Generating forecast for: OZEM [2025-12-02T20:38:25.976721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'. [2025-12-02T20:38:25.988728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZEM'. [2025-12-02T20:38:25.989106] [INFO ] [FORECASTER] Starting predict_future for OZEM [2025-12-02T20:38:25.989905] [DEBUG] [LOCAL ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt [2025-12-02T20:38:25.989955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:25.989985] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:25.990011] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:25.990066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:26.044279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:26.044999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:26.045079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:26.045109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:26.160024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:26.160242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:26.160292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:26.160321] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:26.164271] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=33.68%) [2025-12-02T20:38:26.164642] [INFO ] [FORECASTER] Completed predict_future for OZEM [2025-12-02T20:38:26.164782] [INFO ] [sig ] OZEM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:26.303169] [INFO ] [LOCAL ] Saved forecast: OZEM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OZEM.txt [2025-12-02T20:38:26.303301] [INFO ] [sig ] [2372/3544] Completed OZEM in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.6m [2025-12-02T20:38:26.303337] [INFO ] [sig ] [2373/3544] Forecasting OZK... [2025-12-02T20:38:26.303365] [INFO ] [sig ] Generating forecast for: OZK [2025-12-02T20:38:26.303393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'. [2025-12-02T20:38:26.315057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZK'. [2025-12-02T20:38:26.315371] [INFO ] [FORECASTER] Starting predict_future for OZK [2025-12-02T20:38:26.316169] [DEBUG] [LOCAL ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt [2025-12-02T20:38:26.316217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:26.316246] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:26.316271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:26.316325] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:26.371193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:26.371896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:26.371973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:26.372003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:26.491894] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:26.492047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:26.492088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:26.492116] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:26.495719] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=39.20%) [2025-12-02T20:38:26.495995] [INFO ] [FORECASTER] Completed predict_future for OZK [2025-12-02T20:38:26.496117] [INFO ] [sig ] OZK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:26.646479] [INFO ] [LOCAL ] Saved forecast: OZK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OZK.txt [2025-12-02T20:38:26.646710] [INFO ] [sig ] [2373/3544] Completed OZK in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.6m [2025-12-02T20:38:26.646759] [INFO ] [sig ] [2374/3544] Forecasting OZKAP... [2025-12-02T20:38:26.646803] [INFO ] [sig ] Generating forecast for: OZKAP [2025-12-02T20:38:26.646840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'. [2025-12-02T20:38:26.659177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'. [2025-12-02T20:38:26.659518] [INFO ] [FORECASTER] Starting predict_future for OZKAP [2025-12-02T20:38:26.660534] [DEBUG] [LOCAL ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt [2025-12-02T20:38:26.660601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:26.660635] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:26.660661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:26.660717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:26.723957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:26.724801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:26.724885] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:26.724926] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:26.858102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:26.858261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:26.858302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:26.858330] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:26.861790] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=49.00%) [2025-12-02T20:38:26.862066] [INFO ] [FORECASTER] Completed predict_future for OZKAP [2025-12-02T20:38:26.862188] [INFO ] [sig ] OZKAP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:27.011089] [INFO ] [LOCAL ] Saved forecast: OZKAP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/OZKAP.txt [2025-12-02T20:38:27.011237] [INFO ] [sig ] [2374/3544] Completed OZKAP in 0.4s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:27.011275] [INFO ] [sig ] [2375/3544] Forecasting PAA... [2025-12-02T20:38:27.011306] [INFO ] [sig ] Generating forecast for: PAA [2025-12-02T20:38:27.011334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'. [2025-12-02T20:38:27.023407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAA'. [2025-12-02T20:38:27.023778] [INFO ] [FORECASTER] Starting predict_future for PAA [2025-12-02T20:38:27.024645] [DEBUG] [LOCAL ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt [2025-12-02T20:38:27.024702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:27.024733] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:27.024760] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:27.024815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:27.084326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:27.085125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:27.085209] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:27.085241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:27.214750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:27.214906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:27.214951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:27.214978] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:27.218597] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=82.78%) [2025-12-02T20:38:27.218931] [INFO ] [FORECASTER] Completed predict_future for PAA [2025-12-02T20:38:27.219077] [INFO ] [sig ] PAA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:27.372537] [INFO ] [LOCAL ] Saved forecast: PAA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAA.txt [2025-12-02T20:38:27.372710] [INFO ] [sig ] [2375/3544] Completed PAA in 0.4s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:27.372756] [INFO ] [sig ] [2376/3544] Forecasting PAAS... [2025-12-02T20:38:27.372791] [INFO ] [sig ] Generating forecast for: PAAS [2025-12-02T20:38:27.372827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-12-02T20:38:27.385023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAAS'. [2025-12-02T20:38:27.385375] [INFO ] [FORECASTER] Starting predict_future for PAAS [2025-12-02T20:38:27.386168] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-12-02T20:38:27.386218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:27.386248] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:27.386274] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:27.386331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:27.451297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:27.452300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:27.452435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:27.452477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:27.582252] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:27.582406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:27.582448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:27.582475] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:27.585959] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=26.44%) [2025-12-02T20:38:27.586235] [INFO ] [FORECASTER] Completed predict_future for PAAS [2025-12-02T20:38:27.586371] [INFO ] [sig ] PAAS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:27.727757] [INFO ] [LOCAL ] Saved forecast: PAAS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PAAS.txt [2025-12-02T20:38:27.727897] [INFO ] [sig ] [2376/3544] Completed PAAS in 0.4s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:27.727934] [INFO ] [sig ] [2377/3544] Forecasting PAC... [2025-12-02T20:38:27.727965] [INFO ] [sig ] Generating forecast for: PAC [2025-12-02T20:38:27.727993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-12-02T20:38:27.738806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAC'. [2025-12-02T20:38:27.739063] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-12-02T20:38:27.739898] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-12-02T20:38:27.739954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:27.739984] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:27.740010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:27.740065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:27.795897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:27.796631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:27.796724] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:27.796761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:27.914559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:27.914673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:27.914710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:27.914752] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:27.917930] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=89.26%) [2025-12-02T20:38:27.918184] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-12-02T20:38:27.918301] [INFO ] [sig ] PAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:28.053312] [INFO ] [LOCAL ] Saved forecast: PAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAC.txt [2025-12-02T20:38:28.053410] [INFO ] [sig ] [2377/3544] Completed PAC in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:28.053444] [INFO ] [sig ] [2378/3544] Forecasting PACB... [2025-12-02T20:38:28.053472] [INFO ] [sig ] Generating forecast for: PACB [2025-12-02T20:38:28.053500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'. [2025-12-02T20:38:28.064872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACB'. [2025-12-02T20:38:28.065132] [INFO ] [FORECASTER] Starting predict_future for PACB [2025-12-02T20:38:28.065889] [DEBUG] [LOCAL ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt [2025-12-02T20:38:28.065937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:28.065966] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:28.065991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:28.066044] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:28.121554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:28.122142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:28.122216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:28.122246] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:28.240093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:28.240185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:28.240218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:28.240244] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:28.243231] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=23.34%) [2025-12-02T20:38:28.243487] [INFO ] [FORECASTER] Completed predict_future for PACB [2025-12-02T20:38:28.243620] [INFO ] [sig ] PACB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:28.379820] [INFO ] [LOCAL ] Saved forecast: PACB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PACB.txt [2025-12-02T20:38:28.379925] [INFO ] [sig ] [2378/3544] Completed PACB in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:28.379959] [INFO ] [sig ] [2379/3544] Forecasting PACK... [2025-12-02T20:38:28.379986] [INFO ] [sig ] Generating forecast for: PACK [2025-12-02T20:38:28.380013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-12-02T20:38:28.391033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACK'. [2025-12-02T20:38:28.391291] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-12-02T20:38:28.392054] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-12-02T20:38:28.392102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:28.392132] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:28.392157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:28.392211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:28.446958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:28.447536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:28.447625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:28.447665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:28.569426] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:28.569518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:28.569552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:28.569596] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:28.572558] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=16.74%) [2025-12-02T20:38:28.572822] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-12-02T20:38:28.572938] [INFO ] [sig ] PACK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:28.707460] [INFO ] [LOCAL ] Saved forecast: PACK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PACK.txt [2025-12-02T20:38:28.707611] [INFO ] [sig ] [2379/3544] Completed PACK in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:28.707650] [INFO ] [sig ] [2380/3544] Forecasting PAGP... [2025-12-02T20:38:28.707679] [INFO ] [sig ] Generating forecast for: PAGP [2025-12-02T20:38:28.707707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'. [2025-12-02T20:38:28.718405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGP'. [2025-12-02T20:38:28.718691] [INFO ] [FORECASTER] Starting predict_future for PAGP [2025-12-02T20:38:28.719461] [DEBUG] [LOCAL ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt [2025-12-02T20:38:28.719509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:28.719539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:28.719563] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:28.719638] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:28.773820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:28.774400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:28.774471] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:28.774501] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:28.890901] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:28.890997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:28.891032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:28.891059] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:28.894118] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=26.12%) [2025-12-02T20:38:28.894370] [INFO ] [FORECASTER] Completed predict_future for PAGP [2025-12-02T20:38:28.894484] [INFO ] [sig ] PAGP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:29.030628] [INFO ] [LOCAL ] Saved forecast: PAGP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PAGP.txt [2025-12-02T20:38:29.030727] [INFO ] [sig ] [2380/3544] Completed PAGP in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:29.030762] [INFO ] [sig ] [2381/3544] Forecasting PAGS... [2025-12-02T20:38:29.030789] [INFO ] [sig ] Generating forecast for: PAGS [2025-12-02T20:38:29.030817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-12-02T20:38:29.041699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGS'. [2025-12-02T20:38:29.041957] [INFO ] [FORECASTER] Starting predict_future for PAGS [2025-12-02T20:38:29.042719] [DEBUG] [LOCAL ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt [2025-12-02T20:38:29.042771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:29.042802] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:29.042827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:29.042891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:29.097031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:29.097626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:29.097701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:29.097730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:29.216412] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:29.216511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:29.216545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:29.216587] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:29.219618] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=76.75%) [2025-12-02T20:38:29.219874] [INFO ] [FORECASTER] Completed predict_future for PAGS [2025-12-02T20:38:29.219986] [INFO ] [sig ] PAGS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:29.354795] [INFO ] [LOCAL ] Saved forecast: PAGS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAGS.txt [2025-12-02T20:38:29.354899] [INFO ] [sig ] [2381/3544] Completed PAGS in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:29.354934] [INFO ] [sig ] [2382/3544] Forecasting PAHC... [2025-12-02T20:38:29.354962] [INFO ] [sig ] Generating forecast for: PAHC [2025-12-02T20:38:29.354991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'. [2025-12-02T20:38:29.366003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAHC'. [2025-12-02T20:38:29.366272] [INFO ] [FORECASTER] Starting predict_future for PAHC [2025-12-02T20:38:29.367029] [DEBUG] [LOCAL ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt [2025-12-02T20:38:29.367077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:29.367108] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:29.367133] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:29.367187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:29.421617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:29.422180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:29.422254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:29.422284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:29.544620] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:29.544758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:29.544795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:29.544823] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:29.548014] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=10.78%) [2025-12-02T20:38:29.548269] [INFO ] [FORECASTER] Completed predict_future for PAHC [2025-12-02T20:38:29.548384] [INFO ] [sig ] PAHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:29.683625] [INFO ] [LOCAL ] Saved forecast: PAHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PAHC.txt [2025-12-02T20:38:29.683730] [INFO ] [sig ] [2382/3544] Completed PAHC in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:29.683765] [INFO ] [sig ] [2383/3544] Forecasting PAL... [2025-12-02T20:38:29.683791] [INFO ] [sig ] Generating forecast for: PAL [2025-12-02T20:38:29.683819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'. [2025-12-02T20:38:29.694933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAL'. [2025-12-02T20:38:29.695197] [INFO ] [FORECASTER] Starting predict_future for PAL [2025-12-02T20:38:29.695976] [DEBUG] [LOCAL ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt [2025-12-02T20:38:29.696024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:29.696080] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:29.696106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:29.696161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:29.750799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:29.751363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:29.751438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:29.751468] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:29.865858] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:29.865956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:29.865990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:29.866016] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:29.869062] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=95.39%) [2025-12-02T20:38:29.869313] [INFO ] [FORECASTER] Completed predict_future for PAL [2025-12-02T20:38:29.869426] [INFO ] [sig ] PAL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:30.004157] [INFO ] [LOCAL ] Saved forecast: PAL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAL.txt [2025-12-02T20:38:30.004256] [INFO ] [sig ] [2383/3544] Completed PAL in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:30.004290] [INFO ] [sig ] [2384/3544] Forecasting PAM... [2025-12-02T20:38:30.004317] [INFO ] [sig ] Generating forecast for: PAM [2025-12-02T20:38:30.004346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-12-02T20:38:30.015101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAM'. [2025-12-02T20:38:30.015360] [INFO ] [FORECASTER] Starting predict_future for PAM [2025-12-02T20:38:30.016114] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-12-02T20:38:30.016162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:30.016192] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:30.016217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:30.016271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:30.070991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:30.071548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:30.071637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:30.071669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:30.189852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:30.189943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:30.189977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:30.190007] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:30.193023] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=79.19%) [2025-12-02T20:38:30.193272] [INFO ] [FORECASTER] Completed predict_future for PAM [2025-12-02T20:38:30.193386] [INFO ] [sig ] PAM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:30.328245] [INFO ] [LOCAL ] Saved forecast: PAM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAM.txt [2025-12-02T20:38:30.328350] [INFO ] [sig ] [2384/3544] Completed PAM in 0.3s | 2.98 sym/s | Total: 13.3m | ETA: 6.5m [2025-12-02T20:38:30.328386] [INFO ] [sig ] [2385/3544] Forecasting PANL... [2025-12-02T20:38:30.328411] [INFO ] [sig ] Generating forecast for: PANL [2025-12-02T20:38:30.328439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'. [2025-12-02T20:38:30.339590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PANL'. [2025-12-02T20:38:30.339848] [INFO ] [FORECASTER] Starting predict_future for PANL [2025-12-02T20:38:30.340601] [DEBUG] [LOCAL ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt [2025-12-02T20:38:30.340649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:30.340679] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:30.340704] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:30.340763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:30.396128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:30.396708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:30.396785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:30.396817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:30.513397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:30.513504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:30.513540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:30.513566] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:30.516644] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=57.92%) [2025-12-02T20:38:30.516902] [INFO ] [FORECASTER] Completed predict_future for PANL [2025-12-02T20:38:30.517014] [INFO ] [sig ] PANL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:30.652630] [INFO ] [LOCAL ] Saved forecast: PANL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PANL.txt [2025-12-02T20:38:30.652780] [INFO ] [sig ] [2385/3544] Completed PANL in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.5m [2025-12-02T20:38:30.652817] [INFO ] [sig ] [2386/3544] Forecasting PASG... [2025-12-02T20:38:30.652844] [INFO ] [sig ] Generating forecast for: PASG [2025-12-02T20:38:30.652875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'. [2025-12-02T20:38:30.664047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PASG'. [2025-12-02T20:38:30.664305] [INFO ] [FORECASTER] Starting predict_future for PASG [2025-12-02T20:38:30.665065] [DEBUG] [LOCAL ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt [2025-12-02T20:38:30.665113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:30.665143] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:30.665168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:30.665222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:30.721243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:30.722084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:30.722167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:30.722198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:30.839825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:30.839917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:30.839955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:30.840011] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:30.843189] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=76.49%) [2025-12-02T20:38:30.843442] [INFO ] [FORECASTER] Completed predict_future for PASG [2025-12-02T20:38:30.843555] [INFO ] [sig ] PASG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:30.980304] [INFO ] [LOCAL ] Saved forecast: PASG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PASG.txt [2025-12-02T20:38:30.980456] [INFO ] [sig ] [2386/3544] Completed PASG in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.5m [2025-12-02T20:38:30.980493] [INFO ] [sig ] [2387/3544] Forecasting PATH... [2025-12-02T20:38:30.980520] [INFO ] [sig ] Generating forecast for: PATH [2025-12-02T20:38:30.980550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-12-02T20:38:30.992136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATH'. [2025-12-02T20:38:30.992478] [INFO ] [FORECASTER] Starting predict_future for PATH [2025-12-02T20:38:30.993281] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-12-02T20:38:30.993336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:30.993366] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:30.993392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:30.993447] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:31.048095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:31.048894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:31.048972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:31.049003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:31.167958] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:31.168115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:31.168154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:31.168181] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:31.171460] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=9.33%) [2025-12-02T20:38:31.171743] [INFO ] [FORECASTER] Completed predict_future for PATH [2025-12-02T20:38:31.171873] [INFO ] [sig ] PATH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:31.308327] [INFO ] [LOCAL ] Saved forecast: PATH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PATH.txt [2025-12-02T20:38:31.308463] [INFO ] [sig ] [2387/3544] Completed PATH in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.5m [2025-12-02T20:38:31.308499] [INFO ] [sig ] [2388/3544] Forecasting PATK... [2025-12-02T20:38:31.308526] [INFO ] [sig ] Generating forecast for: PATK [2025-12-02T20:38:31.308554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'. [2025-12-02T20:38:31.319195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATK'. [2025-12-02T20:38:31.319459] [INFO ] [FORECASTER] Starting predict_future for PATK [2025-12-02T20:38:31.320241] [DEBUG] [LOCAL ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt [2025-12-02T20:38:31.320290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:31.320319] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:31.320345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:31.320399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:31.375266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:31.376035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:31.376112] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:31.376142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:31.489516] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:31.489640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:31.489676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:31.489704] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:31.492861] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=14.52%) [2025-12-02T20:38:31.493122] [INFO ] [FORECASTER] Completed predict_future for PATK [2025-12-02T20:38:31.493236] [INFO ] [sig ] PATK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:31.631830] [INFO ] [LOCAL ] Saved forecast: PATK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PATK.txt [2025-12-02T20:38:31.631967] [INFO ] [sig ] [2388/3544] Completed PATK in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.5m [2025-12-02T20:38:31.632003] [INFO ] [sig ] [2389/3544] Forecasting PAX... [2025-12-02T20:38:31.632032] [INFO ] [sig ] Generating forecast for: PAX [2025-12-02T20:38:31.632062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'. [2025-12-02T20:38:31.641464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAX'. [2025-12-02T20:38:31.641744] [INFO ] [FORECASTER] Starting predict_future for PAX [2025-12-02T20:38:31.642512] [DEBUG] [LOCAL ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt [2025-12-02T20:38:31.642559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:31.642609] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:31.642635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:31.642694] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:31.697978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:31.698534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:31.698625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:31.698657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:31.816745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:31.816845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:31.816880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:31.816906] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:31.820005] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=33.84%) [2025-12-02T20:38:31.820256] [INFO ] [FORECASTER] Completed predict_future for PAX [2025-12-02T20:38:31.820369] [INFO ] [sig ] PAX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:31.955703] [INFO ] [LOCAL ] Saved forecast: PAX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PAX.txt [2025-12-02T20:38:31.955806] [INFO ] [sig ] [2389/3544] Completed PAX in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.5m [2025-12-02T20:38:31.955846] [INFO ] [sig ] [2390/3544] Forecasting PAXS... [2025-12-02T20:38:31.955873] [INFO ] [sig ] Generating forecast for: PAXS [2025-12-02T20:38:31.955901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-12-02T20:38:31.966785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAXS'. [2025-12-02T20:38:31.967041] [INFO ] [FORECASTER] Starting predict_future for PAXS [2025-12-02T20:38:31.967812] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-12-02T20:38:31.967864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:31.967915] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:31.967943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:31.967997] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:32.022840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:32.023403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:32.023475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:32.023505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:32.137361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:32.137470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:32.137504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:32.137531] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:32.140588] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=97.46%) [2025-12-02T20:38:32.140843] [INFO ] [FORECASTER] Completed predict_future for PAXS [2025-12-02T20:38:32.140957] [INFO ] [sig ] PAXS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:32.276471] [INFO ] [LOCAL ] Saved forecast: PAXS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAXS.txt [2025-12-02T20:38:32.276586] [INFO ] [sig ] [2390/3544] Completed PAXS in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.5m [2025-12-02T20:38:32.276625] [INFO ] [sig ] [2391/3544] Forecasting PAY... [2025-12-02T20:38:32.276652] [INFO ] [sig ] Generating forecast for: PAY [2025-12-02T20:38:32.276680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-12-02T20:38:32.287424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAY'. [2025-12-02T20:38:32.287721] [INFO ] [FORECASTER] Starting predict_future for PAY [2025-12-02T20:38:32.288514] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-12-02T20:38:32.288565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:32.288630] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:32.288661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:32.288718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:32.344220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:32.344814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:32.344889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:32.344919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:32.461674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:32.461770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:32.461804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:32.461830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:32.464904] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=35.08%) [2025-12-02T20:38:32.465155] [INFO ] [FORECASTER] Completed predict_future for PAY [2025-12-02T20:38:32.465273] [INFO ] [sig ] PAY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:32.602275] [INFO ] [LOCAL ] Saved forecast: PAY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PAY.txt [2025-12-02T20:38:32.602376] [INFO ] [sig ] [2391/3544] Completed PAY in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.5m [2025-12-02T20:38:32.602411] [INFO ] [sig ] [2392/3544] Forecasting PAYC... [2025-12-02T20:38:32.602439] [INFO ] [sig ] Generating forecast for: PAYC [2025-12-02T20:38:32.602467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-12-02T20:38:32.613309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYC'. [2025-12-02T20:38:32.613566] [INFO ] [FORECASTER] Starting predict_future for PAYC [2025-12-02T20:38:32.614332] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-12-02T20:38:32.614380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:32.614409] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:32.614435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:32.614490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:32.668736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:32.669293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:32.669367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:32.669397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:32.786887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:32.786977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:32.787010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:32.787036] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:32.790038] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-12-02T20:38:32.790316] [INFO ] [FORECASTER] Completed predict_future for PAYC [2025-12-02T20:38:32.790430] [INFO ] [sig ] PAYC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:32.928602] [INFO ] [LOCAL ] Saved forecast: PAYC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAYC.txt [2025-12-02T20:38:32.928709] [INFO ] [sig ] [2392/3544] Completed PAYC in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:32.928743] [INFO ] [sig ] [2393/3544] Forecasting PAYO... [2025-12-02T20:38:32.928771] [INFO ] [sig ] Generating forecast for: PAYO [2025-12-02T20:38:32.928800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'. [2025-12-02T20:38:32.939526] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYO'. [2025-12-02T20:38:32.939813] [INFO ] [FORECASTER] Starting predict_future for PAYO [2025-12-02T20:38:32.940590] [DEBUG] [LOCAL ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt [2025-12-02T20:38:32.940641] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:32.940672] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:32.940698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:32.940751] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:32.994786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:32.995381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:32.995477] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:32.995508] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:33.116171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:33.116278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:33.116313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:33.116339] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:33.119407] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=52.97%) [2025-12-02T20:38:33.119693] [INFO ] [FORECASTER] Completed predict_future for PAYO [2025-12-02T20:38:33.119826] [INFO ] [sig ] PAYO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:33.255214] [INFO ] [LOCAL ] Saved forecast: PAYO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAYO.txt [2025-12-02T20:38:33.255316] [INFO ] [sig ] [2393/3544] Completed PAYO in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:33.255350] [INFO ] [sig ] [2394/3544] Forecasting PAYS... [2025-12-02T20:38:33.255378] [INFO ] [sig ] Generating forecast for: PAYS [2025-12-02T20:38:33.255406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'. [2025-12-02T20:38:33.266275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYS'. [2025-12-02T20:38:33.266531] [INFO ] [FORECASTER] Starting predict_future for PAYS [2025-12-02T20:38:33.267294] [DEBUG] [LOCAL ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt [2025-12-02T20:38:33.267351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:33.267383] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:33.267408] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:33.267462] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:33.323098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:33.323695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:33.323768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:33.323799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:33.440379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:33.440480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:33.440516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:33.440543] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:33.443552] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=3.85%) [2025-12-02T20:38:33.443821] [INFO ] [FORECASTER] Completed predict_future for PAYS [2025-12-02T20:38:33.443938] [INFO ] [sig ] PAYS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:33.582261] [INFO ] [LOCAL ] Saved forecast: PAYS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PAYS.txt [2025-12-02T20:38:33.582367] [INFO ] [sig ] [2394/3544] Completed PAYS in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:33.582403] [INFO ] [sig ] [2395/3544] Forecasting PAYX... [2025-12-02T20:38:33.582431] [INFO ] [sig ] Generating forecast for: PAYX [2025-12-02T20:38:33.582459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'. [2025-12-02T20:38:33.593547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYX'. [2025-12-02T20:38:33.593833] [INFO ] [FORECASTER] Starting predict_future for PAYX [2025-12-02T20:38:33.594559] [DEBUG] [LOCAL ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt [2025-12-02T20:38:33.594623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:33.594653] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:33.594688] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:33.594742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:33.650378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:33.650952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:33.651025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:33.651056] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:33.767114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:33.767202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:33.767236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:33.767262] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:33.770265] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=77.86%) [2025-12-02T20:38:33.770514] [INFO ] [FORECASTER] Completed predict_future for PAYX [2025-12-02T20:38:33.770642] [INFO ] [sig ] PAYX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:33.907272] [INFO ] [LOCAL ] Saved forecast: PAYX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PAYX.txt [2025-12-02T20:38:33.907385] [INFO ] [sig ] [2395/3544] Completed PAYX in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:33.907420] [INFO ] [sig ] [2396/3544] Forecasting PB... [2025-12-02T20:38:33.907447] [INFO ] [sig ] Generating forecast for: PB [2025-12-02T20:38:33.907476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-12-02T20:38:33.918010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PB'. [2025-12-02T20:38:33.918270] [INFO ] [FORECASTER] Starting predict_future for PB [2025-12-02T20:38:33.919027] [DEBUG] [LOCAL ] No optimal features file found for PB: ./output/feature-sets/PB.txt [2025-12-02T20:38:33.919075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:33.919106] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:33.919132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:33.919185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:33.974322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:33.974910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:33.974981] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:33.975011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:34.092809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:34.092907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:34.092940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:34.092967] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:34.096023] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=50.91%) [2025-12-02T20:38:34.096276] [INFO ] [FORECASTER] Completed predict_future for PB [2025-12-02T20:38:34.096390] [INFO ] [sig ] PB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:34.233086] [INFO ] [LOCAL ] Saved forecast: PB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PB.txt [2025-12-02T20:38:34.233211] [INFO ] [sig ] [2396/3544] Completed PB in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:34.233246] [INFO ] [sig ] [2397/3544] Forecasting PBA... [2025-12-02T20:38:34.233274] [INFO ] [sig ] Generating forecast for: PBA [2025-12-02T20:38:34.233303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-12-02T20:38:34.244222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBA'. [2025-12-02T20:38:34.244476] [INFO ] [FORECASTER] Starting predict_future for PBA [2025-12-02T20:38:34.245231] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-12-02T20:38:34.245278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:34.245308] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:34.245334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:34.245388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:34.301043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:34.301646] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:34.301718] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:34.301748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:34.420874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:34.420989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:34.421024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:34.421051] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:34.424151] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=40.78%) [2025-12-02T20:38:34.424403] [INFO ] [FORECASTER] Completed predict_future for PBA [2025-12-02T20:38:34.424521] [INFO ] [sig ] PBA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:34.567203] [INFO ] [LOCAL ] Saved forecast: PBA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PBA.txt [2025-12-02T20:38:34.567349] [INFO ] [sig ] [2397/3544] Completed PBA in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:34.567392] [INFO ] [sig ] [2398/3544] Forecasting PBF... [2025-12-02T20:38:34.567422] [INFO ] [sig ] Generating forecast for: PBF [2025-12-02T20:38:34.567452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-12-02T20:38:34.579195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBF'. [2025-12-02T20:38:34.579547] [INFO ] [FORECASTER] Starting predict_future for PBF [2025-12-02T20:38:34.580343] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-12-02T20:38:34.580391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:34.580420] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:34.580446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:34.580500] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:34.636751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:34.637490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:34.637566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:34.637619] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:34.760503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:34.760663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:34.760703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:34.760730] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:34.763977] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=39.90%) [2025-12-02T20:38:34.764242] [INFO ] [FORECASTER] Completed predict_future for PBF [2025-12-02T20:38:34.764361] [INFO ] [sig ] PBF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:34.902951] [INFO ] [LOCAL ] Saved forecast: PBF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PBF.txt [2025-12-02T20:38:34.903108] [INFO ] [sig ] [2398/3544] Completed PBF in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:34.903145] [INFO ] [sig ] [2399/3544] Forecasting PBFS... [2025-12-02T20:38:34.903174] [INFO ] [sig ] Generating forecast for: PBFS [2025-12-02T20:38:34.903202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'. [2025-12-02T20:38:34.917295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBFS'. [2025-12-02T20:38:34.917723] [INFO ] [FORECASTER] Starting predict_future for PBFS [2025-12-02T20:38:34.918802] [DEBUG] [LOCAL ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt [2025-12-02T20:38:34.918868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:34.918919] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:34.918957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:34.919034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:34.984023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:34.984864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:34.984948] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:34.984979] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:35.084138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:35.084289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:35.084328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:35.084355] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:35.087723] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=8.45%) [2025-12-02T20:38:35.088025] [INFO ] [FORECASTER] Completed predict_future for PBFS [2025-12-02T20:38:35.088166] [INFO ] [sig ] PBFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:35.225977] [INFO ] [LOCAL ] Saved forecast: PBFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PBFS.txt [2025-12-02T20:38:35.226132] [INFO ] [sig ] [2399/3544] Completed PBFS in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:35.226169] [INFO ] [sig ] [2400/3544] Forecasting PBH... [2025-12-02T20:38:35.226199] [INFO ] [sig ] Generating forecast for: PBH [2025-12-02T20:38:35.226229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-12-02T20:38:35.237428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBH'. [2025-12-02T20:38:35.237793] [INFO ] [FORECASTER] Starting predict_future for PBH [2025-12-02T20:38:35.238605] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-12-02T20:38:35.238653] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:35.238711] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:35.238738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:35.238793] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:35.294028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:35.294838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:35.294921] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:35.294951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:35.411438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:35.411544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:35.411596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:35.411625] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:35.414660] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=59.83%) [2025-12-02T20:38:35.414912] [INFO ] [FORECASTER] Completed predict_future for PBH [2025-12-02T20:38:35.415028] [INFO ] [sig ] PBH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:35.549845] [INFO ] [LOCAL ] Saved forecast: PBH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PBH.txt [2025-12-02T20:38:35.549950] [INFO ] [sig ] [2400/3544] Completed PBH in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:35.549986] [INFO ] [sig ] [2401/3544] Forecasting PBI... [2025-12-02T20:38:35.550014] [INFO ] [sig ] Generating forecast for: PBI [2025-12-02T20:38:35.550042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-12-02T20:38:35.560943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBI'. [2025-12-02T20:38:35.561191] [INFO ] [FORECASTER] Starting predict_future for PBI [2025-12-02T20:38:35.561951] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-12-02T20:38:35.561999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:35.562029] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:35.562054] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:35.562108] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:35.616745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:35.617326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:35.617399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:35.617428] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:35.732283] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:35.732376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:35.732410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:35.732451] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:35.735441] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=79.10%) [2025-12-02T20:38:35.735708] [INFO ] [FORECASTER] Completed predict_future for PBI [2025-12-02T20:38:35.735821] [INFO ] [sig ] PBI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:35.870356] [INFO ] [LOCAL ] Saved forecast: PBI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PBI.txt [2025-12-02T20:38:35.870457] [INFO ] [sig ] [2401/3544] Completed PBI in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:35.870492] [INFO ] [sig ] [2402/3544] Forecasting PBM... [2025-12-02T20:38:35.870519] [INFO ] [sig ] Generating forecast for: PBM [2025-12-02T20:38:35.870548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'. [2025-12-02T20:38:35.881543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBM'. [2025-12-02T20:38:35.881820] [INFO ] [FORECASTER] Starting predict_future for PBM [2025-12-02T20:38:35.882562] [DEBUG] [LOCAL ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt [2025-12-02T20:38:35.882627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:35.882661] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:35.882690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:35.882744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:35.937061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:35.937649] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:35.937722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:35.937752] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:36.052849] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:36.052944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:36.052978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:36.053005] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:36.055995] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: DOWN (p=42.68%) [2025-12-02T20:38:36.056243] [INFO ] [FORECASTER] Completed predict_future for PBM [2025-12-02T20:38:36.056354] [INFO ] [sig ] PBM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:36.191815] [INFO ] [LOCAL ] Saved forecast: PBM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PBM.txt [2025-12-02T20:38:36.191916] [INFO ] [sig ] [2402/3544] Completed PBM in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:36.191951] [INFO ] [sig ] [2403/3544] Forecasting PBYI... [2025-12-02T20:38:36.191978] [INFO ] [sig ] Generating forecast for: PBYI [2025-12-02T20:38:36.192007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'. [2025-12-02T20:38:36.202966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBYI'. [2025-12-02T20:38:36.203218] [INFO ] [FORECASTER] Starting predict_future for PBYI [2025-12-02T20:38:36.203981] [DEBUG] [LOCAL ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt [2025-12-02T20:38:36.204029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:36.204058] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:36.204084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:36.204137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:36.259271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:36.259855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:36.259941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:36.259972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:36.378422] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:36.378526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:36.378560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:36.378631] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:36.381708] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=62.46%) [2025-12-02T20:38:36.381964] [INFO ] [FORECASTER] Completed predict_future for PBYI [2025-12-02T20:38:36.382082] [INFO ] [sig ] PBYI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:36.523531] [INFO ] [LOCAL ] Saved forecast: PBYI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PBYI.txt [2025-12-02T20:38:36.523725] [INFO ] [sig ] [2403/3544] Completed PBYI in 0.3s | 2.98 sym/s | Total: 13.4m | ETA: 6.4m [2025-12-02T20:38:36.523767] [INFO ] [sig ] [2404/3544] Forecasting PCB... [2025-12-02T20:38:36.523798] [INFO ] [sig ] Generating forecast for: PCB [2025-12-02T20:38:36.523828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'. [2025-12-02T20:38:36.536368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCB'. [2025-12-02T20:38:36.536653] [INFO ] [FORECASTER] Starting predict_future for PCB [2025-12-02T20:38:36.537395] [DEBUG] [LOCAL ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt [2025-12-02T20:38:36.537444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:36.537475] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:36.537500] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:36.537554] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:36.592191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:36.592781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:36.592856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:36.592886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:36.704750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:36.704850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:36.704883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:36.704909] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:36.707922] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=1.54%) [2025-12-02T20:38:36.708171] [INFO ] [FORECASTER] Completed predict_future for PCB [2025-12-02T20:38:36.708287] [INFO ] [sig ] PCB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:36.843531] [INFO ] [LOCAL ] Saved forecast: PCB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PCB.txt [2025-12-02T20:38:36.843647] [INFO ] [sig ] [2404/3544] Completed PCB in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.4m [2025-12-02T20:38:36.843684] [INFO ] [sig ] [2405/3544] Forecasting PCF... [2025-12-02T20:38:36.843712] [INFO ] [sig ] Generating forecast for: PCF [2025-12-02T20:38:36.843740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-12-02T20:38:36.854394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCF'. [2025-12-02T20:38:36.854681] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-12-02T20:38:36.855429] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-12-02T20:38:36.855477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:36.855507] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:36.855543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:36.855618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:36.910450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:36.911148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:36.911221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:36.911251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:37.026027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:37.026125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:37.026161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:37.026188] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:37.029276] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=8.02%) [2025-12-02T20:38:37.029527] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-12-02T20:38:37.029658] [INFO ] [sig ] PCF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:37.165966] [INFO ] [LOCAL ] Saved forecast: PCF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PCF.txt [2025-12-02T20:38:37.166074] [INFO ] [sig ] [2405/3544] Completed PCF in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.4m [2025-12-02T20:38:37.166110] [INFO ] [sig ] [2406/3544] Forecasting PCG... [2025-12-02T20:38:37.166137] [INFO ] [sig ] Generating forecast for: PCG [2025-12-02T20:38:37.166166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'. [2025-12-02T20:38:37.178748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCG'. [2025-12-02T20:38:37.179103] [INFO ] [FORECASTER] Starting predict_future for PCG [2025-12-02T20:38:37.180039] [DEBUG] [LOCAL ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt [2025-12-02T20:38:37.180092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:37.180129] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:37.180162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:37.180230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:37.239158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:37.240041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:37.240132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:37.240165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:37.368451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:37.368632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:37.368679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:37.368707] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:37.372259] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=80.96%) [2025-12-02T20:38:37.372534] [INFO ] [FORECASTER] Completed predict_future for PCG [2025-12-02T20:38:37.372677] [INFO ] [sig ] PCG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:37.512508] [INFO ] [LOCAL ] Saved forecast: PCG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PCG.txt [2025-12-02T20:38:37.512674] [INFO ] [sig ] [2406/3544] Completed PCG in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.4m [2025-12-02T20:38:37.512716] [INFO ] [sig ] [2407/3544] Forecasting PCH... [2025-12-02T20:38:37.512747] [INFO ] [sig ] Generating forecast for: PCH [2025-12-02T20:38:37.512778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'. [2025-12-02T20:38:37.524157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCH'. [2025-12-02T20:38:37.524510] [INFO ] [FORECASTER] Starting predict_future for PCH [2025-12-02T20:38:37.525337] [DEBUG] [LOCAL ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt [2025-12-02T20:38:37.525386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:37.525418] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:37.525444] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:37.525499] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:37.584060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:37.584880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:37.584974] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:37.585015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:37.707634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:37.707787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:37.707827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:37.707854] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:37.711188] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=89.36%) [2025-12-02T20:38:37.711447] [INFO ] [FORECASTER] Completed predict_future for PCH [2025-12-02T20:38:37.711595] [INFO ] [sig ] PCH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:37.860038] [INFO ] [LOCAL ] Saved forecast: PCH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PCH.txt [2025-12-02T20:38:37.860191] [INFO ] [sig ] [2407/3544] Completed PCH in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.4m [2025-12-02T20:38:37.860228] [INFO ] [sig ] [2408/3544] Forecasting PCM... [2025-12-02T20:38:37.860257] [INFO ] [sig ] Generating forecast for: PCM [2025-12-02T20:38:37.860285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-12-02T20:38:37.872307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCM'. [2025-12-02T20:38:37.872726] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-12-02T20:38:37.873562] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-12-02T20:38:37.873639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:37.873674] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:37.873700] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:37.873757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:37.929760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:37.930620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:37.930706] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:37.930738] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:38.048551] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:38.048709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:38.048745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:38.048771] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:38.051971] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=91.07%) [2025-12-02T20:38:38.052225] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-12-02T20:38:38.052340] [INFO ] [sig ] PCM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:38.186139] [INFO ] [LOCAL ] Saved forecast: PCM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PCM.txt [2025-12-02T20:38:38.186237] [INFO ] [sig ] [2408/3544] Completed PCM in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.4m [2025-12-02T20:38:38.186271] [INFO ] [sig ] [2409/3544] Forecasting PCN... [2025-12-02T20:38:38.186298] [INFO ] [sig ] Generating forecast for: PCN [2025-12-02T20:38:38.186336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-12-02T20:38:38.198270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCN'. [2025-12-02T20:38:38.198609] [INFO ] [FORECASTER] Starting predict_future for PCN [2025-12-02T20:38:38.199413] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-12-02T20:38:38.199460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:38.199489] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:38.199513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:38.199567] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:38.256839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:38.257486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:38.257569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:38.257619] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:38.379337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:38.379497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:38.379538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:38.379565] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:38.382977] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=84.47%) [2025-12-02T20:38:38.383246] [INFO ] [FORECASTER] Completed predict_future for PCN [2025-12-02T20:38:38.383375] [INFO ] [sig ] PCN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:38.521505] [INFO ] [LOCAL ] Saved forecast: PCN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PCN.txt [2025-12-02T20:38:38.521672] [INFO ] [sig ] [2409/3544] Completed PCN in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.4m [2025-12-02T20:38:38.521711] [INFO ] [sig ] [2410/3544] Forecasting PCQ... [2025-12-02T20:38:38.521739] [INFO ] [sig ] Generating forecast for: PCQ [2025-12-02T20:38:38.521766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-12-02T20:38:38.532551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCQ'. [2025-12-02T20:38:38.532916] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-12-02T20:38:38.533741] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-12-02T20:38:38.533790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:38.533819] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:38.533844] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:38.533898] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:38.590687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:38.591570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:38.591679] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:38.591746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:38.707815] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:38.708021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:38.708071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:38.708101] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:38.711602] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=90.91%) [2025-12-02T20:38:38.711882] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-12-02T20:38:38.712008] [INFO ] [sig ] PCQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:38.859698] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PCQ.txt [2025-12-02T20:38:38.859880] [INFO ] [sig ] [2410/3544] Completed PCQ in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:38.859925] [INFO ] [sig ] [2411/3544] Forecasting PCRX... [2025-12-02T20:38:38.859960] [INFO ] [sig ] Generating forecast for: PCRX [2025-12-02T20:38:38.859995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'. [2025-12-02T20:38:38.871796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCRX'. [2025-12-02T20:38:38.872112] [INFO ] [FORECASTER] Starting predict_future for PCRX [2025-12-02T20:38:38.872896] [DEBUG] [LOCAL ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt [2025-12-02T20:38:38.872956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:38.872992] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:38.873024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:38.873092] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:38.928227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:38.929037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:38.929124] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:38.929155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:39.048380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:39.048546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:39.048607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:39.048637] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:39.051939] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=97.51%) [2025-12-02T20:38:39.052208] [INFO ] [FORECASTER] Completed predict_future for PCRX [2025-12-02T20:38:39.052332] [INFO ] [sig ] PCRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:39.188263] [INFO ] [LOCAL ] Saved forecast: PCRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PCRX.txt [2025-12-02T20:38:39.188407] [INFO ] [sig ] [2411/3544] Completed PCRX in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:39.188445] [INFO ] [sig ] [2412/3544] Forecasting PCTY... [2025-12-02T20:38:39.188474] [INFO ] [sig ] Generating forecast for: PCTY [2025-12-02T20:38:39.188503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'. [2025-12-02T20:38:39.199778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCTY'. [2025-12-02T20:38:39.200120] [INFO ] [FORECASTER] Starting predict_future for PCTY [2025-12-02T20:38:39.200961] [DEBUG] [LOCAL ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt [2025-12-02T20:38:39.201012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:39.201044] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:39.201071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:39.201126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:39.255620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:39.256431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:39.256516] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:39.256550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:39.374464] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:39.374630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:39.374675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:39.374703] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:39.378001] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-12-02T20:38:39.378262] [INFO ] [FORECASTER] Completed predict_future for PCTY [2025-12-02T20:38:39.378383] [INFO ] [sig ] PCTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:39.515006] [INFO ] [LOCAL ] Saved forecast: PCTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PCTY.txt [2025-12-02T20:38:39.515123] [INFO ] [sig ] [2412/3544] Completed PCTY in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:39.515158] [INFO ] [sig ] [2413/3544] Forecasting PCVX... [2025-12-02T20:38:39.515185] [INFO ] [sig ] Generating forecast for: PCVX [2025-12-02T20:38:39.515213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'. [2025-12-02T20:38:39.526175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCVX'. [2025-12-02T20:38:39.526444] [INFO ] [FORECASTER] Starting predict_future for PCVX [2025-12-02T20:38:39.527261] [DEBUG] [LOCAL ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt [2025-12-02T20:38:39.527311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:39.527342] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:39.527370] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:39.527425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:39.585569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:39.586167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:39.586245] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:39.586277] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:39.705855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:39.705958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:39.706000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:39.706033] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:39.709158] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=42.77%) [2025-12-02T20:38:39.709407] [INFO ] [FORECASTER] Completed predict_future for PCVX [2025-12-02T20:38:39.709523] [INFO ] [sig ] PCVX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:39.847264] [INFO ] [LOCAL ] Saved forecast: PCVX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PCVX.txt [2025-12-02T20:38:39.847420] [INFO ] [sig ] [2413/3544] Completed PCVX in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:39.847472] [INFO ] [sig ] [2414/3544] Forecasting PCYO... [2025-12-02T20:38:39.847512] [INFO ] [sig ] Generating forecast for: PCYO [2025-12-02T20:38:39.847551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'. [2025-12-02T20:38:39.858623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCYO'. [2025-12-02T20:38:39.858908] [INFO ] [FORECASTER] Starting predict_future for PCYO [2025-12-02T20:38:39.859745] [DEBUG] [LOCAL ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt [2025-12-02T20:38:39.859795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:39.859826] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:39.859853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:39.859911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:39.918932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:39.919681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:39.919765] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:39.919799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:40.037187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:40.037312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:40.037348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:40.037374] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:40.040631] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=53.66%) [2025-12-02T20:38:40.040895] [INFO ] [FORECASTER] Completed predict_future for PCYO [2025-12-02T20:38:40.041017] [INFO ] [sig ] PCYO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:40.177134] [INFO ] [LOCAL ] Saved forecast: PCYO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PCYO.txt [2025-12-02T20:38:40.177247] [INFO ] [sig ] [2414/3544] Completed PCYO in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:40.177283] [INFO ] [sig ] [2415/3544] Forecasting PD... [2025-12-02T20:38:40.177310] [INFO ] [sig ] Generating forecast for: PD [2025-12-02T20:38:40.177339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-12-02T20:38:40.188313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PD'. [2025-12-02T20:38:40.188567] [INFO ] [FORECASTER] Starting predict_future for PD [2025-12-02T20:38:40.189321] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-12-02T20:38:40.189369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:40.189399] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:40.189425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:40.189479] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:40.245463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:40.246049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:40.246122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:40.246153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:40.360813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:40.360933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:40.360970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:40.360997] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:40.364262] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=12.24%) [2025-12-02T20:38:40.364520] [INFO ] [FORECASTER] Completed predict_future for PD [2025-12-02T20:38:40.364658] [INFO ] [sig ] PD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:40.502347] [INFO ] [LOCAL ] Saved forecast: PD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PD.txt [2025-12-02T20:38:40.502458] [INFO ] [sig ] [2415/3544] Completed PD in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:40.502494] [INFO ] [sig ] [2416/3544] Forecasting PDBC... [2025-12-02T20:38:40.502522] [INFO ] [sig ] Generating forecast for: PDBC [2025-12-02T20:38:40.502550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'. [2025-12-02T20:38:40.513981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDBC'. [2025-12-02T20:38:40.514279] [INFO ] [FORECASTER] Starting predict_future for PDBC [2025-12-02T20:38:40.515044] [DEBUG] [LOCAL ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt [2025-12-02T20:38:40.515093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:40.515123] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:40.515149] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:40.515202] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:40.571557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:40.572148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:40.572407] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:40.572436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:40.686818] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:40.686915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:40.686953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:40.686981] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:40.690294] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=51.29%) [2025-12-02T20:38:40.690559] [INFO ] [FORECASTER] Completed predict_future for PDBC [2025-12-02T20:38:40.690705] [INFO ] [sig ] PDBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:40.831122] [INFO ] [LOCAL ] Saved forecast: PDBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PDBC.txt [2025-12-02T20:38:40.831229] [INFO ] [sig ] [2416/3544] Completed PDBC in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:40.831265] [INFO ] [sig ] [2417/3544] Forecasting PDD... [2025-12-02T20:38:40.831292] [INFO ] [sig ] Generating forecast for: PDD [2025-12-02T20:38:40.831319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'. [2025-12-02T20:38:40.842299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDD'. [2025-12-02T20:38:40.842562] [INFO ] [FORECASTER] Starting predict_future for PDD [2025-12-02T20:38:40.843320] [DEBUG] [LOCAL ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt [2025-12-02T20:38:40.843369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:40.843425] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:40.843452] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:40.843508] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:40.899620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:40.900218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:40.900292] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:40.900322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:41.020567] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:41.020696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:41.020733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:41.020760] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:41.023877] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=3.51%) [2025-12-02T20:38:41.024128] [INFO ] [FORECASTER] Completed predict_future for PDD [2025-12-02T20:38:41.024240] [INFO ] [sig ] PDD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:41.160132] [INFO ] [LOCAL ] Saved forecast: PDD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PDD.txt [2025-12-02T20:38:41.160241] [INFO ] [sig ] [2417/3544] Completed PDD in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:41.160276] [INFO ] [sig ] [2418/3544] Forecasting PDEX... [2025-12-02T20:38:41.160304] [INFO ] [sig ] Generating forecast for: PDEX [2025-12-02T20:38:41.160331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'. [2025-12-02T20:38:41.170943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDEX'. [2025-12-02T20:38:41.171201] [INFO ] [FORECASTER] Starting predict_future for PDEX [2025-12-02T20:38:41.171958] [DEBUG] [LOCAL ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt [2025-12-02T20:38:41.172020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:41.172051] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:41.172077] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:41.172131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:41.227244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:41.227825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:41.227910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:41.227941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:41.350103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:41.350233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:41.350270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:41.350296] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:41.353482] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-12-02T20:38:41.353751] [INFO ] [FORECASTER] Completed predict_future for PDEX [2025-12-02T20:38:41.353865] [INFO ] [sig ] PDEX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:41.488866] [INFO ] [LOCAL ] Saved forecast: PDEX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PDEX.txt [2025-12-02T20:38:41.488974] [INFO ] [sig ] [2418/3544] Completed PDEX in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:41.489009] [INFO ] [sig ] [2419/3544] Forecasting PDFS... [2025-12-02T20:38:41.489037] [INFO ] [sig ] Generating forecast for: PDFS [2025-12-02T20:38:41.489065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'. [2025-12-02T20:38:41.499900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDFS'. [2025-12-02T20:38:41.500154] [INFO ] [FORECASTER] Starting predict_future for PDFS [2025-12-02T20:38:41.500923] [DEBUG] [LOCAL ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt [2025-12-02T20:38:41.500972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:41.501004] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:41.501032] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:41.501087] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:41.556201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:41.556800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:41.556873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:41.556904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:41.678714] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:41.678812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:41.678846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:41.678872] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:41.681892] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=10.00%) [2025-12-02T20:38:41.682142] [INFO ] [FORECASTER] Completed predict_future for PDFS [2025-12-02T20:38:41.682258] [INFO ] [sig ] PDFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:41.817735] [INFO ] [LOCAL ] Saved forecast: PDFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PDFS.txt [2025-12-02T20:38:41.817837] [INFO ] [sig ] [2419/3544] Completed PDFS in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:41.817871] [INFO ] [sig ] [2420/3544] Forecasting PDI... [2025-12-02T20:38:41.817919] [INFO ] [sig ] Generating forecast for: PDI [2025-12-02T20:38:41.817951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-12-02T20:38:41.829022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDI'. [2025-12-02T20:38:41.829291] [INFO ] [FORECASTER] Starting predict_future for PDI [2025-12-02T20:38:41.830037] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-12-02T20:38:41.830090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:41.830119] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:41.830145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:41.830198] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:41.885630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:41.886221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:41.886293] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:41.886324] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:42.001700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:42.001812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:42.001846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:42.001903] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:42.005043] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=15.34%) [2025-12-02T20:38:42.005297] [INFO ] [FORECASTER] Completed predict_future for PDI [2025-12-02T20:38:42.005416] [INFO ] [sig ] PDI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:42.141331] [INFO ] [LOCAL ] Saved forecast: PDI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PDI.txt [2025-12-02T20:38:42.141439] [INFO ] [sig ] [2420/3544] Completed PDI in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:42.141474] [INFO ] [sig ] [2421/3544] Forecasting PDLB... [2025-12-02T20:38:42.141503] [INFO ] [sig ] Generating forecast for: PDLB [2025-12-02T20:38:42.141531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'. [2025-12-02T20:38:42.152320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDLB'. [2025-12-02T20:38:42.152589] [INFO ] [FORECASTER] Starting predict_future for PDLB [2025-12-02T20:38:42.153323] [DEBUG] [LOCAL ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt [2025-12-02T20:38:42.153370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:42.153400] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:42.153425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:42.153479] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:42.208176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:42.208760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:42.208834] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:42.208864] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:42.329399] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:42.329521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:42.329557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:42.329601] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:42.332749] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: UP (p=80.38%) [2025-12-02T20:38:42.333002] [INFO ] [FORECASTER] Completed predict_future for PDLB [2025-12-02T20:38:42.333117] [INFO ] [sig ] PDLB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:42.469991] [INFO ] [LOCAL ] Saved forecast: PDLB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PDLB.txt [2025-12-02T20:38:42.470102] [INFO ] [sig ] [2421/3544] Completed PDLB in 0.3s | 2.98 sym/s | Total: 13.5m | ETA: 6.3m [2025-12-02T20:38:42.470144] [INFO ] [sig ] [2422/3544] Forecasting PDM... [2025-12-02T20:38:42.470173] [INFO ] [sig ] Generating forecast for: PDM [2025-12-02T20:38:42.470201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-12-02T20:38:42.480799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDM'. [2025-12-02T20:38:42.481079] [INFO ] [FORECASTER] Starting predict_future for PDM [2025-12-02T20:38:42.481857] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-12-02T20:38:42.481904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:42.481934] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:42.481959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:42.482014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:42.544944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:42.545768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:42.545846] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:42.545877] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:42.663503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:42.663655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:42.663700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:42.663727] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:42.666938] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=0.38%) [2025-12-02T20:38:42.667217] [INFO ] [FORECASTER] Completed predict_future for PDM [2025-12-02T20:38:42.667331] [INFO ] [sig ] PDM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:42.803517] [INFO ] [LOCAL ] Saved forecast: PDM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PDM.txt [2025-12-02T20:38:42.803643] [INFO ] [sig ] [2422/3544] Completed PDM in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.3m [2025-12-02T20:38:42.803681] [INFO ] [sig ] [2423/3544] Forecasting PDO... [2025-12-02T20:38:42.803709] [INFO ] [sig ] Generating forecast for: PDO [2025-12-02T20:38:42.803739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-12-02T20:38:42.814886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDO'. [2025-12-02T20:38:42.815163] [INFO ] [FORECASTER] Starting predict_future for PDO [2025-12-02T20:38:42.815990] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-12-02T20:38:42.816039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:42.816073] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:42.816101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:42.816158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:42.871918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:42.872510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:42.872617] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:42.872657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:42.986995] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:42.987105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:42.987143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:42.987169] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:42.990399] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=69.60%) [2025-12-02T20:38:42.990671] [INFO ] [FORECASTER] Completed predict_future for PDO [2025-12-02T20:38:42.990804] [INFO ] [sig ] PDO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:43.126783] [INFO ] [LOCAL ] Saved forecast: PDO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PDO.txt [2025-12-02T20:38:43.126895] [INFO ] [sig ] [2423/3544] Completed PDO in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.3m [2025-12-02T20:38:43.126930] [INFO ] [sig ] [2424/3544] Forecasting PDP... [2025-12-02T20:38:43.126957] [INFO ] [sig ] Generating forecast for: PDP [2025-12-02T20:38:43.126986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'. [2025-12-02T20:38:43.138365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDP'. [2025-12-02T20:38:43.138646] [INFO ] [FORECASTER] Starting predict_future for PDP [2025-12-02T20:38:43.139397] [DEBUG] [LOCAL ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt [2025-12-02T20:38:43.139446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:43.139477] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:43.139502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:43.139556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:43.194292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:43.194869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:43.194943] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:43.194974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:43.308072] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:43.308176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:43.308212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:43.308238] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:43.311325] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=1.57%) [2025-12-02T20:38:43.311594] [INFO ] [FORECASTER] Completed predict_future for PDP [2025-12-02T20:38:43.311743] [INFO ] [sig ] PDP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:43.455765] [INFO ] [LOCAL ] Saved forecast: PDP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PDP.txt [2025-12-02T20:38:43.455876] [INFO ] [sig ] [2424/3544] Completed PDP in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.3m [2025-12-02T20:38:43.455912] [INFO ] [sig ] [2425/3544] Forecasting PDS... [2025-12-02T20:38:43.455941] [INFO ] [sig ] Generating forecast for: PDS [2025-12-02T20:38:43.455970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-12-02T20:38:43.466512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDS'. [2025-12-02T20:38:43.466806] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-12-02T20:38:43.467546] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-12-02T20:38:43.467618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:43.467649] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:43.467674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:43.467728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:43.523319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:43.523951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:43.524031] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:43.524070] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:43.641020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:43.641132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:43.641181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:43.641209] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:43.644301] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=32.73%) [2025-12-02T20:38:43.644553] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-12-02T20:38:43.644683] [INFO ] [sig ] PDS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:43.785394] [INFO ] [LOCAL ] Saved forecast: PDS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PDS.txt [2025-12-02T20:38:43.785510] [INFO ] [sig ] [2425/3544] Completed PDS in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.3m [2025-12-02T20:38:43.785546] [INFO ] [sig ] [2426/3544] Forecasting PDX... [2025-12-02T20:38:43.785591] [INFO ] [sig ] Generating forecast for: PDX [2025-12-02T20:38:43.785622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-12-02T20:38:43.796087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDX'. [2025-12-02T20:38:43.796360] [INFO ] [FORECASTER] Starting predict_future for PDX [2025-12-02T20:38:43.797121] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-12-02T20:38:43.797169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:43.797199] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:43.797224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:43.797277] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:43.853997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:43.854607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:43.854683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:43.854714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:43.973703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:43.973823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:43.973861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:43.973889] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:43.977150] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=95.97%) [2025-12-02T20:38:43.977415] [INFO ] [FORECASTER] Completed predict_future for PDX [2025-12-02T20:38:43.977533] [INFO ] [sig ] PDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:44.114856] [INFO ] [LOCAL ] Saved forecast: PDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PDX.txt [2025-12-02T20:38:44.114973] [INFO ] [sig ] [2426/3544] Completed PDX in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.3m [2025-12-02T20:38:44.115009] [INFO ] [sig ] [2427/3544] Forecasting PDYN... [2025-12-02T20:38:44.115036] [INFO ] [sig ] Generating forecast for: PDYN [2025-12-02T20:38:44.115064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'. [2025-12-02T20:38:44.126627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDYN'. [2025-12-02T20:38:44.126903] [INFO ] [FORECASTER] Starting predict_future for PDYN [2025-12-02T20:38:44.127667] [DEBUG] [LOCAL ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt [2025-12-02T20:38:44.127715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:44.127744] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:44.127769] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:44.127824] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:44.183120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:44.183710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:44.183816] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:44.183848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:44.299441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:44.299567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:44.299623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:44.299651] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:44.302850] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=10.55%) [2025-12-02T20:38:44.303114] [INFO ] [FORECASTER] Completed predict_future for PDYN [2025-12-02T20:38:44.303233] [INFO ] [sig ] PDYN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:44.439351] [INFO ] [LOCAL ] Saved forecast: PDYN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PDYN.txt [2025-12-02T20:38:44.439458] [INFO ] [sig ] [2427/3544] Completed PDYN in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.3m [2025-12-02T20:38:44.439493] [INFO ] [sig ] [2428/3544] Forecasting PEB... [2025-12-02T20:38:44.439520] [INFO ] [sig ] Generating forecast for: PEB [2025-12-02T20:38:44.439548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-12-02T20:38:44.450645] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEB'. [2025-12-02T20:38:44.450903] [INFO ] [FORECASTER] Starting predict_future for PEB [2025-12-02T20:38:44.451667] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-12-02T20:38:44.451716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:44.451746] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:44.451771] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:44.451825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:44.508456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:44.509115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:44.509192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:44.509223] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:44.629964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:44.630072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:44.630108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:44.630135] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:44.633249] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=32.72%) [2025-12-02T20:38:44.633502] [INFO ] [FORECASTER] Completed predict_future for PEB [2025-12-02T20:38:44.633636] [INFO ] [sig ] PEB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:44.769984] [INFO ] [LOCAL ] Saved forecast: PEB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEB.txt [2025-12-02T20:38:44.770102] [INFO ] [sig ] [2428/3544] Completed PEB in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:44.770145] [INFO ] [sig ] [2429/3544] Forecasting PEBK... [2025-12-02T20:38:44.770178] [INFO ] [sig ] Generating forecast for: PEBK [2025-12-02T20:38:44.770212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'. [2025-12-02T20:38:44.779554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBK'. [2025-12-02T20:38:44.779820] [INFO ] [FORECASTER] Starting predict_future for PEBK [2025-12-02T20:38:44.780556] [DEBUG] [LOCAL ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt [2025-12-02T20:38:44.780622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:44.780667] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:44.780693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:44.780747] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:44.836374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:44.836945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:44.837018] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:44.837056] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:44.929348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:44.929457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:44.929492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:44.929518] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:44.932558] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=2.10%) [2025-12-02T20:38:44.932826] [INFO ] [FORECASTER] Completed predict_future for PEBK [2025-12-02T20:38:44.932939] [INFO ] [sig ] PEBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:45.068568] [INFO ] [LOCAL ] Saved forecast: PEBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEBK.txt [2025-12-02T20:38:45.068694] [INFO ] [sig ] [2429/3544] Completed PEBK in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:45.068729] [INFO ] [sig ] [2430/3544] Forecasting PEBO... [2025-12-02T20:38:45.068757] [INFO ] [sig ] Generating forecast for: PEBO [2025-12-02T20:38:45.068786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'. [2025-12-02T20:38:45.079792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBO'. [2025-12-02T20:38:45.080082] [INFO ] [FORECASTER] Starting predict_future for PEBO [2025-12-02T20:38:45.080850] [DEBUG] [LOCAL ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt [2025-12-02T20:38:45.080897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:45.080927] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:45.080952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:45.081005] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:45.139227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:45.139862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:45.139937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:45.139968] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:45.253337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:45.253459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:45.253494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:45.253522] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:45.256655] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=5.51%) [2025-12-02T20:38:45.256908] [INFO ] [FORECASTER] Completed predict_future for PEBO [2025-12-02T20:38:45.257020] [INFO ] [sig ] PEBO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:45.396294] [INFO ] [LOCAL ] Saved forecast: PEBO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEBO.txt [2025-12-02T20:38:45.396433] [INFO ] [sig ] [2430/3544] Completed PEBO in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:45.396470] [INFO ] [sig ] [2431/3544] Forecasting PECO... [2025-12-02T20:38:45.396499] [INFO ] [sig ] Generating forecast for: PECO [2025-12-02T20:38:45.396529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'. [2025-12-02T20:38:45.406997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PECO'. [2025-12-02T20:38:45.407266] [INFO ] [FORECASTER] Starting predict_future for PECO [2025-12-02T20:38:45.408108] [DEBUG] [LOCAL ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt [2025-12-02T20:38:45.408157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:45.408187] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:45.408211] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:45.408266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:45.465198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:45.465902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:45.465979] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:45.466010] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:45.582821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:45.582955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:45.582993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:45.583021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:45.586317] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=63.45%) [2025-12-02T20:38:45.586588] [INFO ] [FORECASTER] Completed predict_future for PECO [2025-12-02T20:38:45.586705] [INFO ] [sig ] PECO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:45.726493] [INFO ] [LOCAL ] Saved forecast: PECO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PECO.txt [2025-12-02T20:38:45.726614] [INFO ] [sig ] [2431/3544] Completed PECO in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:45.726651] [INFO ] [sig ] [2432/3544] Forecasting PEG... [2025-12-02T20:38:45.726679] [INFO ] [sig ] Generating forecast for: PEG [2025-12-02T20:38:45.726707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'. [2025-12-02T20:38:45.737687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEG'. [2025-12-02T20:38:45.737963] [INFO ] [FORECASTER] Starting predict_future for PEG [2025-12-02T20:38:45.738725] [DEBUG] [LOCAL ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt [2025-12-02T20:38:45.738773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:45.738803] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:45.738829] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:45.738884] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:45.793819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:45.794426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:45.794499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:45.794530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:45.915296] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:45.915408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:45.915448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:45.915475] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:45.918831] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=37.19%) [2025-12-02T20:38:45.919135] [INFO ] [FORECASTER] Completed predict_future for PEG [2025-12-02T20:38:45.919280] [INFO ] [sig ] PEG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:46.058676] [INFO ] [LOCAL ] Saved forecast: PEG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEG.txt [2025-12-02T20:38:46.058793] [INFO ] [sig ] [2432/3544] Completed PEG in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:46.058828] [INFO ] [sig ] [2433/3544] Forecasting PEGA... [2025-12-02T20:38:46.058880] [INFO ] [sig ] Generating forecast for: PEGA [2025-12-02T20:38:46.058909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'. [2025-12-02T20:38:46.069849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEGA'. [2025-12-02T20:38:46.070106] [INFO ] [FORECASTER] Starting predict_future for PEGA [2025-12-02T20:38:46.070866] [DEBUG] [LOCAL ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt [2025-12-02T20:38:46.070914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:46.070944] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:46.070969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:46.071022] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:46.126274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:46.126903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:46.126977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:46.127008] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:46.246186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:46.246299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:46.246335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:46.246362] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:46.249465] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=11.21%) [2025-12-02T20:38:46.249733] [INFO ] [FORECASTER] Completed predict_future for PEGA [2025-12-02T20:38:46.249850] [INFO ] [sig ] PEGA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:46.388697] [INFO ] [LOCAL ] Saved forecast: PEGA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEGA.txt [2025-12-02T20:38:46.388814] [INFO ] [sig ] [2433/3544] Completed PEGA in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:46.388850] [INFO ] [sig ] [2434/3544] Forecasting PEN... [2025-12-02T20:38:46.388878] [INFO ] [sig ] Generating forecast for: PEN [2025-12-02T20:38:46.388906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-12-02T20:38:46.399758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEN'. [2025-12-02T20:38:46.400030] [INFO ] [FORECASTER] Starting predict_future for PEN [2025-12-02T20:38:46.400818] [DEBUG] [LOCAL ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt [2025-12-02T20:38:46.400867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:46.400924] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:46.400952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:46.401007] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:46.458391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:46.459176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:46.459254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:46.459286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:46.585328] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:46.585468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:46.585506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:46.585533] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:46.588734] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=95.92%) [2025-12-02T20:38:46.588987] [INFO ] [FORECASTER] Completed predict_future for PEN [2025-12-02T20:38:46.589100] [INFO ] [sig ] PEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:46.729312] [INFO ] [LOCAL ] Saved forecast: PEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PEN.txt [2025-12-02T20:38:46.729442] [INFO ] [sig ] [2434/3544] Completed PEN in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:46.729478] [INFO ] [sig ] [2435/3544] Forecasting PENN... [2025-12-02T20:38:46.729508] [INFO ] [sig ] Generating forecast for: PENN [2025-12-02T20:38:46.729536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'. [2025-12-02T20:38:46.740021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PENN'. [2025-12-02T20:38:46.740291] [INFO ] [FORECASTER] Starting predict_future for PENN [2025-12-02T20:38:46.741054] [DEBUG] [LOCAL ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt [2025-12-02T20:38:46.741102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:46.741133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:46.741157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:46.741211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:46.797614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:46.798229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:46.798306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:46.798337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:46.915157] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:46.915272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:46.915308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:46.915335] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:46.918455] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=41.78%) [2025-12-02T20:38:46.918725] [INFO ] [FORECASTER] Completed predict_future for PENN [2025-12-02T20:38:46.918840] [INFO ] [sig ] PENN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:47.054456] [INFO ] [LOCAL ] Saved forecast: PENN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PENN.txt [2025-12-02T20:38:47.054565] [INFO ] [sig ] [2435/3544] Completed PENN in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:47.054619] [INFO ] [sig ] [2436/3544] Forecasting PEO... [2025-12-02T20:38:47.054647] [INFO ] [sig ] Generating forecast for: PEO [2025-12-02T20:38:47.054676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-12-02T20:38:47.065277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEO'. [2025-12-02T20:38:47.065532] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-12-02T20:38:47.066299] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-12-02T20:38:47.066346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:47.066377] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:47.066402] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:47.066455] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:47.122365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:47.123002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:47.123075] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:47.123106] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:47.237671] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:47.237787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:47.237822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:47.237865] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:47.241050] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=8.14%) [2025-12-02T20:38:47.241332] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-12-02T20:38:47.241447] [INFO ] [sig ] PEO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:47.380600] [INFO ] [LOCAL ] Saved forecast: PEO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEO.txt [2025-12-02T20:38:47.380713] [INFO ] [sig ] [2436/3544] Completed PEO in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:47.380753] [INFO ] [sig ] [2437/3544] Forecasting PEP... [2025-12-02T20:38:47.380781] [INFO ] [sig ] Generating forecast for: PEP [2025-12-02T20:38:47.380810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'. [2025-12-02T20:38:47.392058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEP'. [2025-12-02T20:38:47.392326] [INFO ] [FORECASTER] Starting predict_future for PEP [2025-12-02T20:38:47.393099] [DEBUG] [LOCAL ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt [2025-12-02T20:38:47.393147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:47.393178] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:47.393206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:47.393260] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:47.447701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:47.448321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:47.448396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:47.448427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:47.570484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:47.570635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:47.570675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:47.570732] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:47.573929] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=33.89%) [2025-12-02T20:38:47.574189] [INFO ] [FORECASTER] Completed predict_future for PEP [2025-12-02T20:38:47.574303] [INFO ] [sig ] PEP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:47.711130] [INFO ] [LOCAL ] Saved forecast: PEP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEP.txt [2025-12-02T20:38:47.711235] [INFO ] [sig ] [2437/3544] Completed PEP in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:47.711270] [INFO ] [sig ] [2438/3544] Forecasting PEPG... [2025-12-02T20:38:47.711298] [INFO ] [sig ] Generating forecast for: PEPG [2025-12-02T20:38:47.711327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'. [2025-12-02T20:38:47.722069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEPG'. [2025-12-02T20:38:47.722346] [INFO ] [FORECASTER] Starting predict_future for PEPG [2025-12-02T20:38:47.723192] [DEBUG] [LOCAL ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt [2025-12-02T20:38:47.723243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:47.723274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:47.723301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:47.723356] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:47.778487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:47.779063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:47.779137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:47.779167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:47.893736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:47.893844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:47.893879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:47.893905] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:47.896959] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=13.46%) [2025-12-02T20:38:47.897211] [INFO ] [FORECASTER] Completed predict_future for PEPG [2025-12-02T20:38:47.897330] [INFO ] [sig ] PEPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:48.032320] [INFO ] [LOCAL ] Saved forecast: PEPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEPG.txt [2025-12-02T20:38:48.032423] [INFO ] [sig ] [2438/3544] Completed PEPG in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:48.032457] [INFO ] [sig ] [2439/3544] Forecasting PERF... [2025-12-02T20:38:48.032484] [INFO ] [sig ] Generating forecast for: PERF [2025-12-02T20:38:48.032511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-12-02T20:38:48.043811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERF'. [2025-12-02T20:38:48.044087] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-12-02T20:38:48.044913] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-12-02T20:38:48.044963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:48.044996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:48.045023] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:48.045079] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:48.100742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:48.101317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:48.101392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:48.101422] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:48.212102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:48.212224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:48.212259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:48.212285] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:48.215392] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=61.94%) [2025-12-02T20:38:48.215664] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-12-02T20:38:48.215780] [INFO ] [sig ] PERF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:48.352005] [INFO ] [LOCAL ] Saved forecast: PERF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PERF.txt [2025-12-02T20:38:48.352125] [INFO ] [sig ] [2439/3544] Completed PERF in 0.3s | 2.98 sym/s | Total: 13.6m | ETA: 6.2m [2025-12-02T20:38:48.352160] [INFO ] [sig ] [2440/3544] Forecasting PERI... [2025-12-02T20:38:48.352187] [INFO ] [sig ] Generating forecast for: PERI [2025-12-02T20:38:48.352215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'. [2025-12-02T20:38:48.363635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERI'. [2025-12-02T20:38:48.363920] [INFO ] [FORECASTER] Starting predict_future for PERI [2025-12-02T20:38:48.364744] [DEBUG] [LOCAL ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt [2025-12-02T20:38:48.364794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:48.364825] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:48.364851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:48.364919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:48.419546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:48.420144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:48.420222] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:48.420251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:48.537344] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:48.537472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:48.537508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:48.537535] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:48.540702] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=10.26%) [2025-12-02T20:38:48.540952] [INFO ] [FORECASTER] Completed predict_future for PERI [2025-12-02T20:38:48.541066] [INFO ] [sig ] PERI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:48.677601] [INFO ] [LOCAL ] Saved forecast: PERI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PERI.txt [2025-12-02T20:38:48.677704] [INFO ] [sig ] [2440/3544] Completed PERI in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.2m [2025-12-02T20:38:48.677738] [INFO ] [sig ] [2441/3544] Forecasting PESI... [2025-12-02T20:38:48.677765] [INFO ] [sig ] Generating forecast for: PESI [2025-12-02T20:38:48.677791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'. [2025-12-02T20:38:48.689390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PESI'. [2025-12-02T20:38:48.689667] [INFO ] [FORECASTER] Starting predict_future for PESI [2025-12-02T20:38:48.690608] [DEBUG] [LOCAL ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt [2025-12-02T20:38:48.690657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:48.690688] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:48.690719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:48.690775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:48.759213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:48.760022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:48.760101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:48.760132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:48.881901] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:48.882045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:48.882084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:48.882111] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:48.885333] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=96.20%) [2025-12-02T20:38:48.885607] [INFO ] [FORECASTER] Completed predict_future for PESI [2025-12-02T20:38:48.885728] [INFO ] [sig ] PESI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:49.022218] [INFO ] [LOCAL ] Saved forecast: PESI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PESI.txt [2025-12-02T20:38:49.022335] [INFO ] [sig ] [2441/3544] Completed PESI in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.2m [2025-12-02T20:38:49.022371] [INFO ] [sig ] [2442/3544] Forecasting PETS... [2025-12-02T20:38:49.022400] [INFO ] [sig ] Generating forecast for: PETS [2025-12-02T20:38:49.022428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'. [2025-12-02T20:38:49.033063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PETS'. [2025-12-02T20:38:49.033320] [INFO ] [FORECASTER] Starting predict_future for PETS [2025-12-02T20:38:49.034099] [DEBUG] [LOCAL ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt [2025-12-02T20:38:49.034159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:49.034195] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:49.034221] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:49.034275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:49.089832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:49.090406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:49.090482] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:49.090513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:49.209989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:49.210117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:49.210156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:49.210184] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:49.213387] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=7.17%) [2025-12-02T20:38:49.213661] [INFO ] [FORECASTER] Completed predict_future for PETS [2025-12-02T20:38:49.213779] [INFO ] [sig ] PETS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:49.353511] [INFO ] [LOCAL ] Saved forecast: PETS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PETS.txt [2025-12-02T20:38:49.353643] [INFO ] [sig ] [2442/3544] Completed PETS in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.2m [2025-12-02T20:38:49.353680] [INFO ] [sig ] [2443/3544] Forecasting PEY... [2025-12-02T20:38:49.353709] [INFO ] [sig ] Generating forecast for: PEY [2025-12-02T20:38:49.353737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'. [2025-12-02T20:38:49.364554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEY'. [2025-12-02T20:38:49.364850] [INFO ] [FORECASTER] Starting predict_future for PEY [2025-12-02T20:38:49.365624] [DEBUG] [LOCAL ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt [2025-12-02T20:38:49.365679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:49.365714] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:49.365740] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:49.365795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:49.421190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:49.422015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:49.422097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:49.422127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:49.535653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:49.535800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:49.535838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:49.535865] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:49.539163] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=38.60%) [2025-12-02T20:38:49.539431] [INFO ] [FORECASTER] Completed predict_future for PEY [2025-12-02T20:38:49.539550] [INFO ] [sig ] PEY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:49.677663] [INFO ] [LOCAL ] Saved forecast: PEY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PEY.txt [2025-12-02T20:38:49.677808] [INFO ] [sig ] [2443/3544] Completed PEY in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.2m [2025-12-02T20:38:49.677846] [INFO ] [sig ] [2444/3544] Forecasting PFBC... [2025-12-02T20:38:49.677894] [INFO ] [sig ] Generating forecast for: PFBC [2025-12-02T20:38:49.677924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'. [2025-12-02T20:38:49.688685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFBC'. [2025-12-02T20:38:49.689015] [INFO ] [FORECASTER] Starting predict_future for PFBC [2025-12-02T20:38:49.689805] [DEBUG] [LOCAL ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt [2025-12-02T20:38:49.689853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:49.689884] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:49.689910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:49.689965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:49.745698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:49.746448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:49.746556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:49.746606] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:49.859019] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:49.859161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:49.859199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:49.859226] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:49.862428] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=76.30%) [2025-12-02T20:38:49.862701] [INFO ] [FORECASTER] Completed predict_future for PFBC [2025-12-02T20:38:49.862817] [INFO ] [sig ] PFBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:49.997782] [INFO ] [LOCAL ] Saved forecast: PFBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFBC.txt [2025-12-02T20:38:49.997908] [INFO ] [sig ] [2444/3544] Completed PFBC in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.2m [2025-12-02T20:38:49.997945] [INFO ] [sig ] [2445/3544] Forecasting PFD... [2025-12-02T20:38:49.997974] [INFO ] [sig ] Generating forecast for: PFD [2025-12-02T20:38:49.998002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-12-02T20:38:50.008403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFD'. [2025-12-02T20:38:50.008688] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-12-02T20:38:50.009424] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-12-02T20:38:50.009472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:50.009503] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:50.009529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:50.009606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:50.065057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:50.065640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:50.065713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:50.065744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:50.174842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:50.174951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:50.174987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:50.175014] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:50.178115] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=41.19%) [2025-12-02T20:38:50.178371] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-12-02T20:38:50.178484] [INFO ] [sig ] PFD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:50.314498] [INFO ] [LOCAL ] Saved forecast: PFD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PFD.txt [2025-12-02T20:38:50.314642] [INFO ] [sig ] [2445/3544] Completed PFD in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:50.314681] [INFO ] [sig ] [2446/3544] Forecasting PFE... [2025-12-02T20:38:50.314709] [INFO ] [sig ] Generating forecast for: PFE [2025-12-02T20:38:50.314735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'. [2025-12-02T20:38:50.325636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFE'. [2025-12-02T20:38:50.325932] [INFO ] [FORECASTER] Starting predict_future for PFE [2025-12-02T20:38:50.326697] [DEBUG] [LOCAL ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt [2025-12-02T20:38:50.326745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:50.326775] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:50.326799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:50.326853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:50.381875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:50.382713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:50.382798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:50.382830] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:50.499739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:50.499886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:50.499924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:50.499951] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:50.503178] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=0.23%) [2025-12-02T20:38:50.503431] [INFO ] [FORECASTER] Completed predict_future for PFE [2025-12-02T20:38:50.503548] [INFO ] [sig ] PFE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:50.644326] [INFO ] [LOCAL ] Saved forecast: PFE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PFE.txt [2025-12-02T20:38:50.644449] [INFO ] [sig ] [2446/3544] Completed PFE in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:50.644484] [INFO ] [sig ] [2447/3544] Forecasting PFF... [2025-12-02T20:38:50.644512] [INFO ] [sig ] Generating forecast for: PFF [2025-12-02T20:38:50.644546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'. [2025-12-02T20:38:50.655525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFF'. [2025-12-02T20:38:50.655809] [INFO ] [FORECASTER] Starting predict_future for PFF [2025-12-02T20:38:50.656547] [DEBUG] [LOCAL ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt [2025-12-02T20:38:50.656613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:50.656651] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:50.656679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:50.656733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:50.711174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:50.711770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:50.711843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:50.711873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:50.833061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:50.833183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:50.833220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:50.833246] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:50.836376] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=22.99%) [2025-12-02T20:38:50.836665] [INFO ] [FORECASTER] Completed predict_future for PFF [2025-12-02T20:38:50.836782] [INFO ] [sig ] PFF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:50.974701] [INFO ] [LOCAL ] Saved forecast: PFF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PFF.txt [2025-12-02T20:38:50.974830] [INFO ] [sig ] [2447/3544] Completed PFF in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:50.974866] [INFO ] [sig ] [2448/3544] Forecasting PFG... [2025-12-02T20:38:50.974894] [INFO ] [sig ] Generating forecast for: PFG [2025-12-02T20:38:50.974923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'. [2025-12-02T20:38:50.985290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFG'. [2025-12-02T20:38:50.985561] [INFO ] [FORECASTER] Starting predict_future for PFG [2025-12-02T20:38:50.986329] [DEBUG] [LOCAL ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt [2025-12-02T20:38:50.986377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:50.986407] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:50.986433] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:50.986487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:51.041485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:51.042066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:51.042140] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:51.042170] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:51.160119] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:51.160243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:51.160284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:51.160311] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:51.163439] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=98.88%) [2025-12-02T20:38:51.163712] [INFO ] [FORECASTER] Completed predict_future for PFG [2025-12-02T20:38:51.163828] [INFO ] [sig ] PFG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:51.303121] [INFO ] [LOCAL ] Saved forecast: PFG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFG.txt [2025-12-02T20:38:51.303265] [INFO ] [sig ] [2448/3544] Completed PFG in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:51.303302] [INFO ] [sig ] [2449/3544] Forecasting PFGC... [2025-12-02T20:38:51.303330] [INFO ] [sig ] Generating forecast for: PFGC [2025-12-02T20:38:51.303360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-12-02T20:38:51.314162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFGC'. [2025-12-02T20:38:51.314438] [INFO ] [FORECASTER] Starting predict_future for PFGC [2025-12-02T20:38:51.315215] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-12-02T20:38:51.315263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:51.315293] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:51.315318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:51.315372] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:51.370198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:51.370815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:51.370903] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:51.370935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:51.491320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:51.491467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:51.491504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:51.491529] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:51.494724] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=92.00%) [2025-12-02T20:38:51.494980] [INFO ] [FORECASTER] Completed predict_future for PFGC [2025-12-02T20:38:51.495096] [INFO ] [sig ] PFGC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:51.631816] [INFO ] [LOCAL ] Saved forecast: PFGC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFGC.txt [2025-12-02T20:38:51.631924] [INFO ] [sig ] [2449/3544] Completed PFGC in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:51.631959] [INFO ] [sig ] [2450/3544] Forecasting PFH... [2025-12-02T20:38:51.631986] [INFO ] [sig ] Generating forecast for: PFH [2025-12-02T20:38:51.632012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-12-02T20:38:51.642719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFH'. [2025-12-02T20:38:51.643003] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-12-02T20:38:51.643789] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-12-02T20:38:51.643837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:51.643868] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:51.643893] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:51.643946] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:51.699198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:51.699776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:51.699851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:51.699881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:51.815060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:51.815207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:51.815248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:51.815276] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:51.818498] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=97.33%) [2025-12-02T20:38:51.818769] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-12-02T20:38:51.818884] [INFO ] [sig ] PFH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:51.955295] [INFO ] [LOCAL ] Saved forecast: PFH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFH.txt [2025-12-02T20:38:51.955419] [INFO ] [sig ] [2450/3544] Completed PFH in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:51.955454] [INFO ] [sig ] [2451/3544] Forecasting PFIS... [2025-12-02T20:38:51.955481] [INFO ] [sig ] Generating forecast for: PFIS [2025-12-02T20:38:51.955509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'. [2025-12-02T20:38:51.966647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFIS'. [2025-12-02T20:38:51.967046] [INFO ] [FORECASTER] Starting predict_future for PFIS [2025-12-02T20:38:51.967868] [DEBUG] [LOCAL ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt [2025-12-02T20:38:51.967954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:51.968061] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:51.968090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:51.968147] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:52.039692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:52.040736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:52.040840] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:52.040873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:52.159313] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:52.159464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:52.159505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:52.159533] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:52.162904] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=12.05%) [2025-12-02T20:38:52.163172] [INFO ] [FORECASTER] Completed predict_future for PFIS [2025-12-02T20:38:52.163312] [INFO ] [sig ] PFIS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:52.301341] [INFO ] [LOCAL ] Saved forecast: PFIS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PFIS.txt [2025-12-02T20:38:52.301466] [INFO ] [sig ] [2451/3544] Completed PFIS in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:52.301503] [INFO ] [sig ] [2452/3544] Forecasting PFL... [2025-12-02T20:38:52.301532] [INFO ] [sig ] Generating forecast for: PFL [2025-12-02T20:38:52.301561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-12-02T20:38:52.313246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFL'. [2025-12-02T20:38:52.313633] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-12-02T20:38:52.314414] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-12-02T20:38:52.314463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:52.314493] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:52.314518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:52.314589] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:52.373260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:52.374234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:52.374337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:52.374374] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:52.492336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:52.492488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:52.492528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:52.492555] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:52.495882] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=82.78%) [2025-12-02T20:38:52.496141] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-12-02T20:38:52.496258] [INFO ] [sig ] PFL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:52.632525] [INFO ] [LOCAL ] Saved forecast: PFL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFL.txt [2025-12-02T20:38:52.632662] [INFO ] [sig ] [2452/3544] Completed PFL in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:52.632700] [INFO ] [sig ] [2453/3544] Forecasting PFM... [2025-12-02T20:38:52.632729] [INFO ] [sig ] Generating forecast for: PFM [2025-12-02T20:38:52.632757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'. [2025-12-02T20:38:52.643469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFM'. [2025-12-02T20:38:52.643766] [INFO ] [FORECASTER] Starting predict_future for PFM [2025-12-02T20:38:52.644503] [DEBUG] [LOCAL ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt [2025-12-02T20:38:52.644551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:52.644610] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:52.644639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:52.644701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:52.699765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:52.700340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:52.700413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:52.700442] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:52.816872] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:52.816992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:52.817027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:52.817054] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:52.820165] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-12-02T20:38:52.820423] [INFO ] [FORECASTER] Completed predict_future for PFM [2025-12-02T20:38:52.820535] [INFO ] [sig ] PFM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:52.955383] [INFO ] [LOCAL ] Saved forecast: PFM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PFM.txt [2025-12-02T20:38:52.955487] [INFO ] [sig ] [2453/3544] Completed PFM in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:52.955523] [INFO ] [sig ] [2454/3544] Forecasting PFN... [2025-12-02T20:38:52.955551] [INFO ] [sig ] Generating forecast for: PFN [2025-12-02T20:38:52.955598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-12-02T20:38:52.967723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFN'. [2025-12-02T20:38:52.968133] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-12-02T20:38:52.968996] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-12-02T20:38:52.969048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:52.969079] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:52.969106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:52.969163] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:53.026272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:53.027105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:53.027190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:53.027223] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:53.145420] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:53.145588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:53.145631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:53.145692] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:53.149267] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=78.22%) [2025-12-02T20:38:53.149558] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-12-02T20:38:53.149711] [INFO ] [sig ] PFN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:53.289567] [INFO ] [LOCAL ] Saved forecast: PFN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFN.txt [2025-12-02T20:38:53.289728] [INFO ] [sig ] [2454/3544] Completed PFN in 0.3s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:53.289765] [INFO ] [sig ] [2455/3544] Forecasting PFO... [2025-12-02T20:38:53.289793] [INFO ] [sig ] Generating forecast for: PFO [2025-12-02T20:38:53.289821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-12-02T20:38:53.302880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFO'. [2025-12-02T20:38:53.303381] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-12-02T20:38:53.304343] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-12-02T20:38:53.304397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:53.304429] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:53.304456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:53.304514] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:53.363651] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:53.364748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:53.364845] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:53.364880] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:53.486187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:53.486355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:53.486402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:53.486431] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:53.490187] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=95.15%) [2025-12-02T20:38:53.490499] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-12-02T20:38:53.490664] [INFO ] [sig ] PFO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:53.662881] [INFO ] [LOCAL ] Saved forecast: PFO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFO.txt [2025-12-02T20:38:53.663061] [INFO ] [sig ] [2455/3544] Completed PFO in 0.4s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:53.663108] [INFO ] [sig ] [2456/3544] Forecasting PFS... [2025-12-02T20:38:53.663150] [INFO ] [sig ] Generating forecast for: PFS [2025-12-02T20:38:53.663181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-12-02T20:38:53.675917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFS'. [2025-12-02T20:38:53.676345] [INFO ] [FORECASTER] Starting predict_future for PFS [2025-12-02T20:38:53.677267] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-12-02T20:38:53.677321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:53.677353] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:53.677379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:53.677435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:53.738269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:53.739214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:53.739308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:53.739341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:53.882135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:53.882324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:53.882391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:53.882440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:53.887668] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=10.61%) [2025-12-02T20:38:53.888127] [INFO ] [FORECASTER] Completed predict_future for PFS [2025-12-02T20:38:53.888284] [INFO ] [sig ] PFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:54.060893] [INFO ] [LOCAL ] Saved forecast: PFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PFS.txt [2025-12-02T20:38:54.061122] [INFO ] [sig ] [2456/3544] Completed PFS in 0.4s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:54.061186] [INFO ] [sig ] [2457/3544] Forecasting PFSI... [2025-12-02T20:38:54.061247] [INFO ] [sig ] Generating forecast for: PFSI [2025-12-02T20:38:54.061302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-12-02T20:38:54.078062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFSI'. [2025-12-02T20:38:54.078559] [INFO ] [FORECASTER] Starting predict_future for PFSI [2025-12-02T20:38:54.079785] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-12-02T20:38:54.079853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:54.079903] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:54.079948] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:54.080036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:54.169643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:54.170901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:54.171029] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:54.171083] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:54.336315] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:54.336497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:54.336542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:54.336569] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:54.341361] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=66.28%) [2025-12-02T20:38:54.341759] [INFO ] [FORECASTER] Completed predict_future for PFSI [2025-12-02T20:38:54.341916] [INFO ] [sig ] PFSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:54.503787] [INFO ] [LOCAL ] Saved forecast: PFSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PFSI.txt [2025-12-02T20:38:54.504010] [INFO ] [sig ] [2457/3544] Completed PFSI in 0.4s | 2.98 sym/s | Total: 13.7m | ETA: 6.1m [2025-12-02T20:38:54.504069] [INFO ] [sig ] [2458/3544] Forecasting PGC... [2025-12-02T20:38:54.504115] [INFO ] [sig ] Generating forecast for: PGC [2025-12-02T20:38:54.504160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'. [2025-12-02T20:38:54.519486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGC'. [2025-12-02T20:38:54.519962] [INFO ] [FORECASTER] Starting predict_future for PGC [2025-12-02T20:38:54.521036] [DEBUG] [LOCAL ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt [2025-12-02T20:38:54.521098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:54.521139] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:54.521174] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:54.521250] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:54.594684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:54.595614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:54.595704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:54.595736] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:54.717769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:54.717968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:54.718020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:54.718048] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:54.721703] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=67.73%) [2025-12-02T20:38:54.722069] [INFO ] [FORECASTER] Completed predict_future for PGC [2025-12-02T20:38:54.722209] [INFO ] [sig ] PGC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:54.904468] [INFO ] [LOCAL ] Saved forecast: PGC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PGC.txt [2025-12-02T20:38:54.904649] [INFO ] [sig ] [2458/3544] Completed PGC in 0.4s | 2.98 sym/s | Total: 13.8m | ETA: 6.1m [2025-12-02T20:38:54.904692] [INFO ] [sig ] [2459/3544] Forecasting PGEN... [2025-12-02T20:38:54.904722] [INFO ] [sig ] Generating forecast for: PGEN [2025-12-02T20:38:54.904751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'. [2025-12-02T20:38:54.916663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGEN'. [2025-12-02T20:38:54.917064] [INFO ] [FORECASTER] Starting predict_future for PGEN [2025-12-02T20:38:54.917998] [DEBUG] [LOCAL ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt [2025-12-02T20:38:54.918051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:54.918083] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:54.918109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:54.918164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:54.978108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:54.979179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:54.979295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:54.979336] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:55.106292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:55.106448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:55.106492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:55.106520] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:55.110051] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=46.82%) [2025-12-02T20:38:55.110338] [INFO ] [FORECASTER] Completed predict_future for PGEN [2025-12-02T20:38:55.110468] [INFO ] [sig ] PGEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:55.256934] [INFO ] [LOCAL ] Saved forecast: PGEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PGEN.txt [2025-12-02T20:38:55.257087] [INFO ] [sig ] [2459/3544] Completed PGEN in 0.4s | 2.98 sym/s | Total: 13.8m | ETA: 6.1m [2025-12-02T20:38:55.257127] [INFO ] [sig ] [2460/3544] Forecasting PGJ... [2025-12-02T20:38:55.257157] [INFO ] [sig ] Generating forecast for: PGJ [2025-12-02T20:38:55.257187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'. [2025-12-02T20:38:55.268222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGJ'. [2025-12-02T20:38:55.268648] [INFO ] [FORECASTER] Starting predict_future for PGJ [2025-12-02T20:38:55.269461] [DEBUG] [LOCAL ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt [2025-12-02T20:38:55.269512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:55.269547] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:55.269612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:55.269692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:55.329153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:55.330011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:55.330092] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:55.330124] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:55.455889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:55.456036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:55.456075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:55.456121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:55.459875] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=74.97%) [2025-12-02T20:38:55.460171] [INFO ] [FORECASTER] Completed predict_future for PGJ [2025-12-02T20:38:55.460300] [INFO ] [sig ] PGJ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:55.618242] [INFO ] [LOCAL ] Saved forecast: PGJ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PGJ.txt [2025-12-02T20:38:55.618398] [INFO ] [sig ] [2460/3544] Completed PGJ in 0.4s | 2.98 sym/s | Total: 13.8m | ETA: 6.1m [2025-12-02T20:38:55.618442] [INFO ] [sig ] [2461/3544] Forecasting PGNY... [2025-12-02T20:38:55.618474] [INFO ] [sig ] Generating forecast for: PGNY [2025-12-02T20:38:55.618504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'. [2025-12-02T20:38:55.630332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGNY'. [2025-12-02T20:38:55.630754] [INFO ] [FORECASTER] Starting predict_future for PGNY [2025-12-02T20:38:55.631599] [DEBUG] [LOCAL ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt [2025-12-02T20:38:55.631650] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:55.631682] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:55.631709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:55.631765] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:55.693041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:55.693893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:55.694007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:55.694039] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:55.816316] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:55.816446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:55.816486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:55.816515] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:55.820109] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=12.11%) [2025-12-02T20:38:55.820372] [INFO ] [FORECASTER] Completed predict_future for PGNY [2025-12-02T20:38:55.820511] [INFO ] [sig ] PGNY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:55.971073] [INFO ] [LOCAL ] Saved forecast: PGNY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PGNY.txt [2025-12-02T20:38:55.971207] [INFO ] [sig ] [2461/3544] Completed PGNY in 0.4s | 2.98 sym/s | Total: 13.8m | ETA: 6.1m [2025-12-02T20:38:55.971244] [INFO ] [sig ] [2462/3544] Forecasting PGP... [2025-12-02T20:38:55.971272] [INFO ] [sig ] Generating forecast for: PGP [2025-12-02T20:38:55.971300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-12-02T20:38:55.981874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGP'. [2025-12-02T20:38:55.982168] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-12-02T20:38:55.982956] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-12-02T20:38:55.983005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:55.983036] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:55.983062] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:55.983116] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:56.037939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:56.038748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:56.038843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:56.038892] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:56.152870] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:56.153019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:56.153060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:56.153088] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:56.156371] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=96.69%) [2025-12-02T20:38:56.156647] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-12-02T20:38:56.156763] [INFO ] [sig ] PGP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:56.291458] [INFO ] [LOCAL ] Saved forecast: PGP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PGP.txt [2025-12-02T20:38:56.291614] [INFO ] [sig ] [2462/3544] Completed PGP in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.1m [2025-12-02T20:38:56.291657] [INFO ] [sig ] [2463/3544] Forecasting PGRE... [2025-12-02T20:38:56.291685] [INFO ] [sig ] Generating forecast for: PGRE [2025-12-02T20:38:56.291713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-12-02T20:38:56.302369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGRE'. [2025-12-02T20:38:56.302687] [INFO ] [FORECASTER] Starting predict_future for PGRE [2025-12-02T20:38:56.303435] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-12-02T20:38:56.303483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:56.303513] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:56.303538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:56.303618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:56.357988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:56.358744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:56.358824] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:56.358854] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:56.476048] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:56.476194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:56.476232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:56.476260] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:56.479485] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=2.54%) [2025-12-02T20:38:56.479759] [INFO ] [FORECASTER] Completed predict_future for PGRE [2025-12-02T20:38:56.479875] [INFO ] [sig ] PGRE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:56.618028] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PGRE.txt [2025-12-02T20:38:56.618144] [INFO ] [sig ] [2463/3544] Completed PGRE in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:56.618181] [INFO ] [sig ] [2464/3544] Forecasting PGY... [2025-12-02T20:38:56.618209] [INFO ] [sig ] Generating forecast for: PGY [2025-12-02T20:38:56.618237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'. [2025-12-02T20:38:56.631922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGY'. [2025-12-02T20:38:56.632441] [INFO ] [FORECASTER] Starting predict_future for PGY [2025-12-02T20:38:56.633427] [DEBUG] [LOCAL ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt [2025-12-02T20:38:56.633482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:56.633519] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:56.633561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:56.633653] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:56.691255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:56.692302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:56.692409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:56.692444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:56.815194] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:56.815422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:56.815479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:56.815510] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:56.819494] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=68.94%) [2025-12-02T20:38:56.819836] [INFO ] [FORECASTER] Completed predict_future for PGY [2025-12-02T20:38:56.819980] [INFO ] [sig ] PGY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:56.965464] [INFO ] [LOCAL ] Saved forecast: PGY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PGY.txt [2025-12-02T20:38:56.965750] [INFO ] [sig ] [2464/3544] Completed PGY in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:56.965793] [INFO ] [sig ] [2465/3544] Forecasting PGZ... [2025-12-02T20:38:56.965822] [INFO ] [sig ] Generating forecast for: PGZ [2025-12-02T20:38:56.965851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-12-02T20:38:56.978916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGZ'. [2025-12-02T20:38:56.979483] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-12-02T20:38:56.980755] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-12-02T20:38:56.980832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:56.980876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:56.980911] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:56.980993] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:57.039137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:57.040424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:57.040556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:57.040610] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:57.158336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:57.158588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:57.158639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:57.158667] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:57.162463] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=86.30%) [2025-12-02T20:38:57.162788] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-12-02T20:38:57.162921] [INFO ] [sig ] PGZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:57.303822] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PGZ.txt [2025-12-02T20:38:57.304034] [INFO ] [sig ] [2465/3544] Completed PGZ in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:57.304076] [INFO ] [sig ] [2466/3544] Forecasting PH... [2025-12-02T20:38:57.304136] [INFO ] [sig ] Generating forecast for: PH [2025-12-02T20:38:57.304170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-12-02T20:38:57.318106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PH'. [2025-12-02T20:38:57.318637] [INFO ] [FORECASTER] Starting predict_future for PH [2025-12-02T20:38:57.319527] [DEBUG] [LOCAL ] No optimal features file found for PH: ./output/feature-sets/PH.txt [2025-12-02T20:38:57.319604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:57.319642] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:57.319669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:57.319725] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:57.378817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:57.379926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:57.380044] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:57.380075] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:57.503599] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:57.503732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:57.503772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:57.503799] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:57.507094] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=9.54%) [2025-12-02T20:38:57.507353] [INFO ] [FORECASTER] Completed predict_future for PH [2025-12-02T20:38:57.507471] [INFO ] [sig ] PH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:57.649219] [INFO ] [LOCAL ] Saved forecast: PH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PH.txt [2025-12-02T20:38:57.649592] [INFO ] [sig ] [2466/3544] Completed PH in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:57.649639] [INFO ] [sig ] [2467/3544] Forecasting PHG... [2025-12-02T20:38:57.649670] [INFO ] [sig ] Generating forecast for: PHG [2025-12-02T20:38:57.649736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-12-02T20:38:57.663248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHG'. [2025-12-02T20:38:57.663777] [INFO ] [FORECASTER] Starting predict_future for PHG [2025-12-02T20:38:57.664599] [DEBUG] [LOCAL ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt [2025-12-02T20:38:57.664647] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:57.664678] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:57.664705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:57.664759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:57.719688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:57.720281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:57.720359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:57.720389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:57.838428] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:57.838552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:57.838606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:57.838634] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:57.841795] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-12-02T20:38:57.842053] [INFO ] [FORECASTER] Completed predict_future for PHG [2025-12-02T20:38:57.842171] [INFO ] [sig ] PHG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:57.976339] [INFO ] [LOCAL ] Saved forecast: PHG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PHG.txt [2025-12-02T20:38:57.976446] [INFO ] [sig ] [2467/3544] Completed PHG in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:57.976486] [INFO ] [sig ] [2468/3544] Forecasting PHI... [2025-12-02T20:38:57.976512] [INFO ] [sig ] Generating forecast for: PHI [2025-12-02T20:38:57.976541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-12-02T20:38:57.987624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHI'. [2025-12-02T20:38:57.987922] [INFO ] [FORECASTER] Starting predict_future for PHI [2025-12-02T20:38:57.988732] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-12-02T20:38:57.988780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:57.988837] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:57.988863] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:57.988918] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:58.043739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:58.044517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:58.044613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:58.044646] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:58.157469] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:58.157608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:58.157646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:58.157671] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:58.160899] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=64.61%) [2025-12-02T20:38:58.161157] [INFO ] [FORECASTER] Completed predict_future for PHI [2025-12-02T20:38:58.161274] [INFO ] [sig ] PHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:58.295702] [INFO ] [LOCAL ] Saved forecast: PHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PHI.txt [2025-12-02T20:38:58.295821] [INFO ] [sig ] [2468/3544] Completed PHI in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:58.295856] [INFO ] [sig ] [2469/3544] Forecasting PHIN... [2025-12-02T20:38:58.295883] [INFO ] [sig ] Generating forecast for: PHIN [2025-12-02T20:38:58.295910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-12-02T20:38:58.306907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIN'. [2025-12-02T20:38:58.307186] [INFO ] [FORECASTER] Starting predict_future for PHIN [2025-12-02T20:38:58.307997] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-12-02T20:38:58.308044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:58.308074] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:58.308098] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:58.308151] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:58.362659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:58.363268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:58.363345] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:58.363375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:58.482276] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:58.482427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:58.482466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:58.482492] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:58.485744] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=70.14%) [2025-12-02T20:38:58.485999] [INFO ] [FORECASTER] Completed predict_future for PHIN [2025-12-02T20:38:58.486116] [INFO ] [sig ] PHIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:58.621842] [INFO ] [LOCAL ] Saved forecast: PHIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PHIN.txt [2025-12-02T20:38:58.622009] [INFO ] [sig ] [2469/3544] Completed PHIN in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:58.622046] [INFO ] [sig ] [2470/3544] Forecasting PHIO... [2025-12-02T20:38:58.622076] [INFO ] [sig ] Generating forecast for: PHIO [2025-12-02T20:38:58.622104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'. [2025-12-02T20:38:58.633026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIO'. [2025-12-02T20:38:58.633382] [INFO ] [FORECASTER] Starting predict_future for PHIO [2025-12-02T20:38:58.634172] [DEBUG] [LOCAL ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt [2025-12-02T20:38:58.634222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:58.634254] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:58.634280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:58.634335] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:58.692569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:58.693356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:58.693433] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:58.693463] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:58.812760] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:58.812858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:58.812895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:58.812922] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:58.816120] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=83.41%) [2025-12-02T20:38:58.816373] [INFO ] [FORECASTER] Completed predict_future for PHIO [2025-12-02T20:38:58.816484] [INFO ] [sig ] PHIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:58.951913] [INFO ] [LOCAL ] Saved forecast: PHIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PHIO.txt [2025-12-02T20:38:58.952058] [INFO ] [sig ] [2470/3544] Completed PHIO in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:58.952095] [INFO ] [sig ] [2471/3544] Forecasting PHK... [2025-12-02T20:38:58.952124] [INFO ] [sig ] Generating forecast for: PHK [2025-12-02T20:38:58.952153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-12-02T20:38:58.963229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHK'. [2025-12-02T20:38:58.963542] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-12-02T20:38:58.964298] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-12-02T20:38:58.964346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:58.964376] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:58.964400] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:58.964454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:59.022047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:59.022814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:59.022892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:59.022922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:59.134058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:59.134211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:59.134251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:59.134312] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:59.137630] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=37.90%) [2025-12-02T20:38:59.137927] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-12-02T20:38:59.138053] [INFO ] [sig ] PHK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:59.273074] [INFO ] [LOCAL ] Saved forecast: PHK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PHK.txt [2025-12-02T20:38:59.273194] [INFO ] [sig ] [2471/3544] Completed PHK in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:59.273229] [INFO ] [sig ] [2472/3544] Forecasting PHM... [2025-12-02T20:38:59.273257] [INFO ] [sig ] Generating forecast for: PHM [2025-12-02T20:38:59.273285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'. [2025-12-02T20:38:59.284428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHM'. [2025-12-02T20:38:59.284694] [INFO ] [FORECASTER] Starting predict_future for PHM [2025-12-02T20:38:59.285428] [DEBUG] [LOCAL ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt [2025-12-02T20:38:59.285476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:59.285506] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:59.285530] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:59.285606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:59.340776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:59.341467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:59.341544] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:59.341593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:59.461293] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:59.461453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:59.461493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:59.461519] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:59.464859] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=8.38%) [2025-12-02T20:38:59.465121] [INFO ] [FORECASTER] Completed predict_future for PHM [2025-12-02T20:38:59.465236] [INFO ] [sig ] PHM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:38:59.603085] [INFO ] [LOCAL ] Saved forecast: PHM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PHM.txt [2025-12-02T20:38:59.603207] [INFO ] [sig ] [2472/3544] Completed PHM in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:59.603259] [INFO ] [sig ] [2473/3544] Forecasting PHO... [2025-12-02T20:38:59.603288] [INFO ] [sig ] Generating forecast for: PHO [2025-12-02T20:38:59.603317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'. [2025-12-02T20:38:59.614199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHO'. [2025-12-02T20:38:59.614467] [INFO ] [FORECASTER] Starting predict_future for PHO [2025-12-02T20:38:59.615230] [DEBUG] [LOCAL ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt [2025-12-02T20:38:59.615277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:59.615307] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:59.615332] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:59.615387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:59.671559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:59.672271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:59.672349] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:59.672382] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:38:59.788398] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:38:59.788544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:38:59.788618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:38:59.788650] [INFO ] [FORECASTER] Training complete [2025-12-02T20:38:59.791876] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-12-02T20:38:59.792132] [INFO ] [FORECASTER] Completed predict_future for PHO [2025-12-02T20:38:59.792248] [INFO ] [sig ] PHO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:38:59.927335] [INFO ] [LOCAL ] Saved forecast: PHO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PHO.txt [2025-12-02T20:38:59.927465] [INFO ] [sig ] [2473/3544] Completed PHO in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:38:59.927501] [INFO ] [sig ] [2474/3544] Forecasting PHUN... [2025-12-02T20:38:59.927529] [INFO ] [sig ] Generating forecast for: PHUN [2025-12-02T20:38:59.927560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'. [2025-12-02T20:38:59.938517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHUN'. [2025-12-02T20:38:59.938819] [INFO ] [FORECASTER] Starting predict_future for PHUN [2025-12-02T20:38:59.939559] [DEBUG] [LOCAL ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt [2025-12-02T20:38:59.939626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:38:59.939656] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:38:59.939681] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:38:59.939736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:38:59.994335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:38:59.994934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:38:59.995008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:38:59.995038] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:00.115908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:00.116076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:00.116117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:00.116143] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:00.119485] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=41.56%) [2025-12-02T20:39:00.119763] [INFO ] [FORECASTER] Completed predict_future for PHUN [2025-12-02T20:39:00.119887] [INFO ] [sig ] PHUN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:00.257383] [INFO ] [LOCAL ] Saved forecast: PHUN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PHUN.txt [2025-12-02T20:39:00.257515] [INFO ] [sig ] [2474/3544] Completed PHUN in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:39:00.257551] [INFO ] [sig ] [2475/3544] Forecasting PHVS... [2025-12-02T20:39:00.257597] [INFO ] [sig ] Generating forecast for: PHVS [2025-12-02T20:39:00.257627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'. [2025-12-02T20:39:00.268759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHVS'. [2025-12-02T20:39:00.269006] [INFO ] [FORECASTER] Starting predict_future for PHVS [2025-12-02T20:39:00.269776] [DEBUG] [LOCAL ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt [2025-12-02T20:39:00.269823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:00.269853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:00.269878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:00.269932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:00.326095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:00.326820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:00.326900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:00.326933] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:00.445396] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:00.445547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:00.445609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:00.445647] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:00.448886] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=16.90%) [2025-12-02T20:39:00.449145] [INFO ] [FORECASTER] Completed predict_future for PHVS [2025-12-02T20:39:00.449261] [INFO ] [sig ] PHVS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:00.587634] [INFO ] [LOCAL ] Saved forecast: PHVS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PHVS.txt [2025-12-02T20:39:00.587771] [INFO ] [sig ] [2475/3544] Completed PHVS in 0.3s | 2.98 sym/s | Total: 13.8m | ETA: 6.0m [2025-12-02T20:39:00.587807] [INFO ] [sig ] [2476/3544] Forecasting PI... [2025-12-02T20:39:00.587837] [INFO ] [sig ] Generating forecast for: PI [2025-12-02T20:39:00.587865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'. [2025-12-02T20:39:00.599306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PI'. [2025-12-02T20:39:00.599597] [INFO ] [FORECASTER] Starting predict_future for PI [2025-12-02T20:39:00.600339] [DEBUG] [LOCAL ] No optimal features file found for PI: ./output/feature-sets/PI.txt [2025-12-02T20:39:00.600386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:00.600416] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:00.600440] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:00.600493] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:00.656590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:00.657217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:00.657295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:00.657326] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:00.779601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:00.779749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:00.779788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:00.779815] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:00.783050] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=76.00%) [2025-12-02T20:39:00.783303] [INFO ] [FORECASTER] Completed predict_future for PI [2025-12-02T20:39:00.783418] [INFO ] [sig ] PI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:00.926842] [INFO ] [LOCAL ] Saved forecast: PI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PI.txt [2025-12-02T20:39:00.926969] [INFO ] [sig ] [2476/3544] Completed PI in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 6.0m [2025-12-02T20:39:00.927005] [INFO ] [sig ] [2477/3544] Forecasting PID... [2025-12-02T20:39:00.927034] [INFO ] [sig ] Generating forecast for: PID [2025-12-02T20:39:00.927061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'. [2025-12-02T20:39:00.938246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PID'. [2025-12-02T20:39:00.938538] [INFO ] [FORECASTER] Starting predict_future for PID [2025-12-02T20:39:00.939321] [DEBUG] [LOCAL ] No optimal features file found for PID: ./output/feature-sets/PID.txt [2025-12-02T20:39:00.939370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:00.939417] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:00.939451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:00.939518] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:00.996617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:00.997392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:00.997474] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:00.997506] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:01.115054] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:01.115196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:01.115236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:01.115263] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:01.118487] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=79.60%) [2025-12-02T20:39:01.118771] [INFO ] [FORECASTER] Completed predict_future for PID [2025-12-02T20:39:01.118887] [INFO ] [sig ] PID: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:01.261227] [INFO ] [LOCAL ] Saved forecast: PID 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PID.txt [2025-12-02T20:39:01.261363] [INFO ] [sig ] [2477/3544] Completed PID in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 6.0m [2025-12-02T20:39:01.261400] [INFO ] [sig ] [2478/3544] Forecasting PIE... [2025-12-02T20:39:01.261429] [INFO ] [sig ] Generating forecast for: PIE [2025-12-02T20:39:01.261458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'. [2025-12-02T20:39:01.275751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIE'. [2025-12-02T20:39:01.276589] [INFO ] [FORECASTER] Starting predict_future for PIE [2025-12-02T20:39:01.280202] [DEBUG] [LOCAL ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt [2025-12-02T20:39:01.280279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:01.280312] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:01.280339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:01.280393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:01.351769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:01.352664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:01.352746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:01.352806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:01.467589] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:01.467718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:01.467754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:01.467780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:01.471012] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=75.56%) [2025-12-02T20:39:01.471281] [INFO ] [FORECASTER] Completed predict_future for PIE [2025-12-02T20:39:01.471402] [INFO ] [sig ] PIE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:01.614521] [INFO ] [LOCAL ] Saved forecast: PIE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PIE.txt [2025-12-02T20:39:01.614701] [INFO ] [sig ] [2478/3544] Completed PIE in 0.4s | 2.98 sym/s | Total: 13.9m | ETA: 6.0m [2025-12-02T20:39:01.614740] [INFO ] [sig ] [2479/3544] Forecasting PII... [2025-12-02T20:39:01.614769] [INFO ] [sig ] Generating forecast for: PII [2025-12-02T20:39:01.614797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-12-02T20:39:01.626303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PII'. [2025-12-02T20:39:01.626710] [INFO ] [FORECASTER] Starting predict_future for PII [2025-12-02T20:39:01.627479] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-12-02T20:39:01.627527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:01.627557] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:01.627610] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:01.627668] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:01.685244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:01.686090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:01.686172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:01.686205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:01.809980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:01.810132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:01.810172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:01.810199] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:01.813534] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=52.31%) [2025-12-02T20:39:01.813813] [INFO ] [FORECASTER] Completed predict_future for PII [2025-12-02T20:39:01.813930] [INFO ] [sig ] PII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:01.952362] [INFO ] [LOCAL ] Saved forecast: PII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PII.txt [2025-12-02T20:39:01.952512] [INFO ] [sig ] [2479/3544] Completed PII in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 6.0m [2025-12-02T20:39:01.952549] [INFO ] [sig ] [2480/3544] Forecasting PIM... [2025-12-02T20:39:01.952598] [INFO ] [sig ] Generating forecast for: PIM [2025-12-02T20:39:01.952629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-12-02T20:39:01.965310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIM'. [2025-12-02T20:39:01.965749] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-12-02T20:39:01.966633] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-12-02T20:39:01.966687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:01.966717] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:01.966744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:01.966800] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:02.028426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:02.029376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:02.029491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:02.029531] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:02.146847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:02.146996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:02.147037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:02.147066] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:02.150385] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=4.01%) [2025-12-02T20:39:02.150666] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-12-02T20:39:02.150784] [INFO ] [sig ] PIM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:02.289155] [INFO ] [LOCAL ] Saved forecast: PIM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PIM.txt [2025-12-02T20:39:02.289281] [INFO ] [sig ] [2480/3544] Completed PIM in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 6.0m [2025-12-02T20:39:02.289316] [INFO ] [sig ] [2481/3544] Forecasting PINE... [2025-12-02T20:39:02.289351] [INFO ] [sig ] Generating forecast for: PINE [2025-12-02T20:39:02.289380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-12-02T20:39:02.303133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINE'. [2025-12-02T20:39:02.303458] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-12-02T20:39:02.304222] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-12-02T20:39:02.304270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:02.304300] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:02.304326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:02.304380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:02.359082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:02.359707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:02.359780] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:02.359811] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:02.476324] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:02.476475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:02.476520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:02.476554] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:02.479877] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=79.38%) [2025-12-02T20:39:02.480143] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-12-02T20:39:02.480262] [INFO ] [sig ] PINE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:02.619799] [INFO ] [LOCAL ] Saved forecast: PINE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PINE.txt [2025-12-02T20:39:02.619957] [INFO ] [sig ] [2481/3544] Completed PINE in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:02.619997] [INFO ] [sig ] [2482/3544] Forecasting PINS... [2025-12-02T20:39:02.620027] [INFO ] [sig ] Generating forecast for: PINS [2025-12-02T20:39:02.620056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-12-02T20:39:02.631119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINS'. [2025-12-02T20:39:02.631401] [INFO ] [FORECASTER] Starting predict_future for PINS [2025-12-02T20:39:02.632202] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-12-02T20:39:02.632253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:02.632285] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:02.632311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:02.632369] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:02.688569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:02.689290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:02.689366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:02.689397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:02.820232] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:02.820422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:02.820482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:02.820519] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:02.824195] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=70.94%) [2025-12-02T20:39:02.824472] [INFO ] [FORECASTER] Completed predict_future for PINS [2025-12-02T20:39:02.824620] [INFO ] [sig ] PINS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:02.971724] [INFO ] [LOCAL ] Saved forecast: PINS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PINS.txt [2025-12-02T20:39:02.971898] [INFO ] [sig ] [2482/3544] Completed PINS in 0.4s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:02.971947] [INFO ] [sig ] [2483/3544] Forecasting PK... [2025-12-02T20:39:02.971977] [INFO ] [sig ] Generating forecast for: PK [2025-12-02T20:39:02.972006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-12-02T20:39:02.984535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PK'. [2025-12-02T20:39:02.984863] [INFO ] [FORECASTER] Starting predict_future for PK [2025-12-02T20:39:02.985693] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-12-02T20:39:02.985744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:02.985783] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:02.985817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:02.985875] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:03.051601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:03.052433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:03.052517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:03.052550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:03.182742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:03.182909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:03.182965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:03.182999] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:03.186520] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=20.81%) [2025-12-02T20:39:03.186811] [INFO ] [FORECASTER] Completed predict_future for PK [2025-12-02T20:39:03.186933] [INFO ] [sig ] PK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:03.332518] [INFO ] [LOCAL ] Saved forecast: PK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PK.txt [2025-12-02T20:39:03.332689] [INFO ] [sig ] [2483/3544] Completed PK in 0.4s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:03.332739] [INFO ] [sig ] [2484/3544] Forecasting PKBK... [2025-12-02T20:39:03.332771] [INFO ] [sig ] Generating forecast for: PKBK [2025-12-02T20:39:03.332802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'. [2025-12-02T20:39:03.345031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKBK'. [2025-12-02T20:39:03.345364] [INFO ] [FORECASTER] Starting predict_future for PKBK [2025-12-02T20:39:03.346180] [DEBUG] [LOCAL ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt [2025-12-02T20:39:03.346232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:03.346275] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:03.346312] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:03.346388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:03.406322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:03.407117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:03.407199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:03.407231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:03.527347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:03.527522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:03.527601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:03.527662] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:03.531129] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=10.80%) [2025-12-02T20:39:03.531384] [INFO ] [FORECASTER] Completed predict_future for PKBK [2025-12-02T20:39:03.531503] [INFO ] [sig ] PKBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:03.668985] [INFO ] [LOCAL ] Saved forecast: PKBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PKBK.txt [2025-12-02T20:39:03.669107] [INFO ] [sig ] [2484/3544] Completed PKBK in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:03.669143] [INFO ] [sig ] [2485/3544] Forecasting PKE... [2025-12-02T20:39:03.669170] [INFO ] [sig ] Generating forecast for: PKE [2025-12-02T20:39:03.669200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-12-02T20:39:03.681557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKE'. [2025-12-02T20:39:03.681944] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-12-02T20:39:03.682756] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-12-02T20:39:03.682816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:03.682885] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:03.682913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:03.682968] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:03.740892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:03.741787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:03.741874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:03.741907] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:03.860099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:03.860257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:03.860299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:03.860328] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:03.863710] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=23.89%) [2025-12-02T20:39:03.863990] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-12-02T20:39:03.864116] [INFO ] [sig ] PKE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:04.003694] [INFO ] [LOCAL ] Saved forecast: PKE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PKE.txt [2025-12-02T20:39:04.003845] [INFO ] [sig ] [2485/3544] Completed PKE in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:04.003882] [INFO ] [sig ] [2486/3544] Forecasting PKG... [2025-12-02T20:39:04.003911] [INFO ] [sig ] Generating forecast for: PKG [2025-12-02T20:39:04.003939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-12-02T20:39:04.015465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKG'. [2025-12-02T20:39:04.015829] [INFO ] [FORECASTER] Starting predict_future for PKG [2025-12-02T20:39:04.016617] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-12-02T20:39:04.016666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:04.016697] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:04.016722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:04.016777] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:04.074553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:04.075361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:04.075441] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:04.075491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:04.199537] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:04.199715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:04.199756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:04.199784] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:04.203173] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=56.34%) [2025-12-02T20:39:04.203451] [INFO ] [FORECASTER] Completed predict_future for PKG [2025-12-02T20:39:04.203596] [INFO ] [sig ] PKG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:04.343979] [INFO ] [LOCAL ] Saved forecast: PKG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PKG.txt [2025-12-02T20:39:04.344127] [INFO ] [sig ] [2486/3544] Completed PKG in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:04.344163] [INFO ] [sig ] [2487/3544] Forecasting PKOH... [2025-12-02T20:39:04.344193] [INFO ] [sig ] Generating forecast for: PKOH [2025-12-02T20:39:04.344221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'. [2025-12-02T20:39:04.355281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKOH'. [2025-12-02T20:39:04.355636] [INFO ] [FORECASTER] Starting predict_future for PKOH [2025-12-02T20:39:04.356387] [DEBUG] [LOCAL ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt [2025-12-02T20:39:04.356444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:04.356485] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:04.356518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:04.356594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:04.413446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:04.414285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:04.414367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:04.414399] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:04.529545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:04.529721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:04.529762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:04.529788] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:04.533187] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: UP (p=64.66%) [2025-12-02T20:39:04.533456] [INFO ] [FORECASTER] Completed predict_future for PKOH [2025-12-02T20:39:04.533603] [INFO ] [sig ] PKOH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:04.723510] [INFO ] [LOCAL ] Saved forecast: PKOH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PKOH.txt [2025-12-02T20:39:04.723689] [INFO ] [sig ] [2487/3544] Completed PKOH in 0.4s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:04.723728] [INFO ] [sig ] [2488/3544] Forecasting PKX... [2025-12-02T20:39:04.723757] [INFO ] [sig ] Generating forecast for: PKX [2025-12-02T20:39:04.723788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-12-02T20:39:04.735142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKX'. [2025-12-02T20:39:04.735400] [INFO ] [FORECASTER] Starting predict_future for PKX [2025-12-02T20:39:04.736153] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-12-02T20:39:04.736201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:04.736231] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:04.736256] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:04.736320] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:04.792153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:04.792783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:04.792858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:04.792891] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:04.910336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:04.910457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:04.910495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:04.910552] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:04.913717] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=14.25%) [2025-12-02T20:39:04.913973] [INFO ] [FORECASTER] Completed predict_future for PKX [2025-12-02T20:39:04.914092] [INFO ] [sig ] PKX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:05.049852] [INFO ] [LOCAL ] Saved forecast: PKX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PKX.txt [2025-12-02T20:39:05.049963] [INFO ] [sig ] [2488/3544] Completed PKX in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:05.049999] [INFO ] [sig ] [2489/3544] Forecasting PL... [2025-12-02T20:39:05.050026] [INFO ] [sig ] Generating forecast for: PL [2025-12-02T20:39:05.050053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-12-02T20:39:05.061115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PL'. [2025-12-02T20:39:05.061385] [INFO ] [FORECASTER] Starting predict_future for PL [2025-12-02T20:39:05.062147] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-12-02T20:39:05.062195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:05.062225] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:05.062250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:05.062304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:05.119090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:05.119685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:05.119759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:05.119790] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:05.237358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:05.237480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:05.237518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:05.237546] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:05.240851] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-12-02T20:39:05.241113] [INFO ] [FORECASTER] Completed predict_future for PL [2025-12-02T20:39:05.241235] [INFO ] [sig ] PL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:05.377181] [INFO ] [LOCAL ] Saved forecast: PL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PL.txt [2025-12-02T20:39:05.377307] [INFO ] [sig ] [2489/3544] Completed PL in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:05.377344] [INFO ] [sig ] [2490/3544] Forecasting PLAB... [2025-12-02T20:39:05.377372] [INFO ] [sig ] Generating forecast for: PLAB [2025-12-02T20:39:05.377401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'. [2025-12-02T20:39:05.388373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAB'. [2025-12-02T20:39:05.388707] [INFO ] [FORECASTER] Starting predict_future for PLAB [2025-12-02T20:39:05.389452] [DEBUG] [LOCAL ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt [2025-12-02T20:39:05.389516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:05.389554] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:05.389608] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:05.389670] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:05.447599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:05.448316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:05.448390] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:05.448419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:05.568950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:05.569071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:05.569108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:05.569135] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:05.572362] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=39.25%) [2025-12-02T20:39:05.572641] [INFO ] [FORECASTER] Completed predict_future for PLAB [2025-12-02T20:39:05.572758] [INFO ] [sig ] PLAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:05.711138] [INFO ] [LOCAL ] Saved forecast: PLAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PLAB.txt [2025-12-02T20:39:05.711252] [INFO ] [sig ] [2490/3544] Completed PLAB in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:05.711287] [INFO ] [sig ] [2491/3544] Forecasting PLAY... [2025-12-02T20:39:05.711315] [INFO ] [sig ] Generating forecast for: PLAY [2025-12-02T20:39:05.711345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'. [2025-12-02T20:39:05.722825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAY'. [2025-12-02T20:39:05.723126] [INFO ] [FORECASTER] Starting predict_future for PLAY [2025-12-02T20:39:05.723941] [DEBUG] [LOCAL ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt [2025-12-02T20:39:05.723989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:05.724019] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:05.724044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:05.724098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:05.779841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:05.780452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:05.780528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:05.780559] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:05.902673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:05.902810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:05.902849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:05.902876] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:05.906072] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=77.00%) [2025-12-02T20:39:05.906325] [INFO ] [FORECASTER] Completed predict_future for PLAY [2025-12-02T20:39:05.906441] [INFO ] [sig ] PLAY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:06.047521] [INFO ] [LOCAL ] Saved forecast: PLAY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLAY.txt [2025-12-02T20:39:06.047677] [INFO ] [sig ] [2491/3544] Completed PLAY in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:06.047716] [INFO ] [sig ] [2492/3544] Forecasting PLBC... [2025-12-02T20:39:06.047744] [INFO ] [sig ] Generating forecast for: PLBC [2025-12-02T20:39:06.047772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'. [2025-12-02T20:39:06.058684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBC'. [2025-12-02T20:39:06.059018] [INFO ] [FORECASTER] Starting predict_future for PLBC [2025-12-02T20:39:06.059823] [DEBUG] [LOCAL ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt [2025-12-02T20:39:06.059872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:06.059902] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:06.059928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:06.059982] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:06.114560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:06.115210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:06.115288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:06.115318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:06.230111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:06.230311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:06.230353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:06.230381] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:06.233871] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=10.81%) [2025-12-02T20:39:06.234133] [INFO ] [FORECASTER] Completed predict_future for PLBC [2025-12-02T20:39:06.234248] [INFO ] [sig ] PLBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:06.370168] [INFO ] [LOCAL ] Saved forecast: PLBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PLBC.txt [2025-12-02T20:39:06.370298] [INFO ] [sig ] [2492/3544] Completed PLBC in 0.3s | 2.98 sym/s | Total: 13.9m | ETA: 5.9m [2025-12-02T20:39:06.370335] [INFO ] [sig ] [2493/3544] Forecasting PLBY... [2025-12-02T20:39:06.370363] [INFO ] [sig ] Generating forecast for: PLBY [2025-12-02T20:39:06.370392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'. [2025-12-02T20:39:06.381962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBY'. [2025-12-02T20:39:06.382235] [INFO ] [FORECASTER] Starting predict_future for PLBY [2025-12-02T20:39:06.383030] [DEBUG] [LOCAL ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt [2025-12-02T20:39:06.383078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:06.383109] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:06.383133] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:06.383187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:06.438168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:06.438792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:06.438866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:06.438896] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:06.555409] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:06.555545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:06.555600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:06.555629] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:06.558889] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.57%) [2025-12-02T20:39:06.559144] [INFO ] [FORECASTER] Completed predict_future for PLBY [2025-12-02T20:39:06.559261] [INFO ] [sig ] PLBY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:06.694078] [INFO ] [LOCAL ] Saved forecast: PLBY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PLBY.txt [2025-12-02T20:39:06.694203] [INFO ] [sig ] [2493/3544] Completed PLBY in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.9m [2025-12-02T20:39:06.694239] [INFO ] [sig ] [2494/3544] Forecasting PLCE... [2025-12-02T20:39:06.694267] [INFO ] [sig ] Generating forecast for: PLCE [2025-12-02T20:39:06.694296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'. [2025-12-02T20:39:06.706410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLCE'. [2025-12-02T20:39:06.706821] [INFO ] [FORECASTER] Starting predict_future for PLCE [2025-12-02T20:39:06.707631] [DEBUG] [LOCAL ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt [2025-12-02T20:39:06.707680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:06.707710] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:06.707736] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:06.707790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:06.763024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:06.763910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:06.763992] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:06.764023] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:06.889877] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:06.890048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:06.890089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:06.890115] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:06.893517] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=94.27%) [2025-12-02T20:39:06.893852] [INFO ] [FORECASTER] Completed predict_future for PLCE [2025-12-02T20:39:06.893980] [INFO ] [sig ] PLCE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:07.033863] [INFO ] [LOCAL ] Saved forecast: PLCE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLCE.txt [2025-12-02T20:39:07.034039] [INFO ] [sig ] [2494/3544] Completed PLCE in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.9m [2025-12-02T20:39:07.034076] [INFO ] [sig ] [2495/3544] Forecasting PLD... [2025-12-02T20:39:07.034103] [INFO ] [sig ] Generating forecast for: PLD [2025-12-02T20:39:07.034133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-12-02T20:39:07.046199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLD'. [2025-12-02T20:39:07.046623] [INFO ] [FORECASTER] Starting predict_future for PLD [2025-12-02T20:39:07.047456] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-12-02T20:39:07.047506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:07.047538] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:07.047566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:07.047656] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:07.107490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:07.111436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:07.111566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:07.111626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:07.238605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:07.238753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:07.238793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:07.238821] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:07.242121] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=69.62%) [2025-12-02T20:39:07.242403] [INFO ] [FORECASTER] Completed predict_future for PLD [2025-12-02T20:39:07.242522] [INFO ] [sig ] PLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:07.380705] [INFO ] [LOCAL ] Saved forecast: PLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLD.txt [2025-12-02T20:39:07.380836] [INFO ] [sig ] [2495/3544] Completed PLD in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.9m [2025-12-02T20:39:07.380872] [INFO ] [sig ] [2496/3544] Forecasting PLPC... [2025-12-02T20:39:07.380900] [INFO ] [sig ] Generating forecast for: PLPC [2025-12-02T20:39:07.380929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'. [2025-12-02T20:39:07.392047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLPC'. [2025-12-02T20:39:07.392307] [INFO ] [FORECASTER] Starting predict_future for PLPC [2025-12-02T20:39:07.393065] [DEBUG] [LOCAL ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt [2025-12-02T20:39:07.393112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:07.393143] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:07.393168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:07.393223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:07.450192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:07.450862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:07.450937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:07.450970] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:07.564823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:07.564952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:07.564991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:07.565019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:07.568377] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=90.42%) [2025-12-02T20:39:07.568691] [INFO ] [FORECASTER] Completed predict_future for PLPC [2025-12-02T20:39:07.568822] [INFO ] [sig ] PLPC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:07.708626] [INFO ] [LOCAL ] Saved forecast: PLPC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLPC.txt [2025-12-02T20:39:07.708769] [INFO ] [sig ] [2496/3544] Completed PLPC in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.9m [2025-12-02T20:39:07.708809] [INFO ] [sig ] [2497/3544] Forecasting PLRX... [2025-12-02T20:39:07.708837] [INFO ] [sig ] Generating forecast for: PLRX [2025-12-02T20:39:07.708865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'. [2025-12-02T20:39:07.721308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLRX'. [2025-12-02T20:39:07.721777] [INFO ] [FORECASTER] Starting predict_future for PLRX [2025-12-02T20:39:07.722659] [DEBUG] [LOCAL ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt [2025-12-02T20:39:07.722710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:07.722743] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:07.722767] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:07.722822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:07.781083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:07.782006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:07.782091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:07.782123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:07.903669] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:07.903867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:07.903910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:07.903938] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:07.907414] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=90.22%) [2025-12-02T20:39:07.907707] [INFO ] [FORECASTER] Completed predict_future for PLRX [2025-12-02T20:39:07.907839] [INFO ] [sig ] PLRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:08.046840] [INFO ] [LOCAL ] Saved forecast: PLRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLRX.txt [2025-12-02T20:39:08.046990] [INFO ] [sig ] [2497/3544] Completed PLRX in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.9m [2025-12-02T20:39:08.047029] [INFO ] [sig ] [2498/3544] Forecasting PLSE... [2025-12-02T20:39:08.047059] [INFO ] [sig ] Generating forecast for: PLSE [2025-12-02T20:39:08.047089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'. [2025-12-02T20:39:08.058708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLSE'. [2025-12-02T20:39:08.059025] [INFO ] [FORECASTER] Starting predict_future for PLSE [2025-12-02T20:39:08.059816] [DEBUG] [LOCAL ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt [2025-12-02T20:39:08.059863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:08.059894] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:08.059920] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:08.059974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:08.116156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:08.116900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:08.116977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:08.117008] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:08.237323] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:08.237479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:08.237519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:08.237548] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:08.241036] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=17.15%) [2025-12-02T20:39:08.241308] [INFO ] [FORECASTER] Completed predict_future for PLSE [2025-12-02T20:39:08.241437] [INFO ] [sig ] PLSE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:08.383669] [INFO ] [LOCAL ] Saved forecast: PLSE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PLSE.txt [2025-12-02T20:39:08.383864] [INFO ] [sig ] [2498/3544] Completed PLSE in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.9m [2025-12-02T20:39:08.383903] [INFO ] [sig ] [2499/3544] Forecasting PLTK... [2025-12-02T20:39:08.383931] [INFO ] [sig ] Generating forecast for: PLTK [2025-12-02T20:39:08.383964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'. [2025-12-02T20:39:08.394816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLTK'. [2025-12-02T20:39:08.395129] [INFO ] [FORECASTER] Starting predict_future for PLTK [2025-12-02T20:39:08.395999] [DEBUG] [LOCAL ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt [2025-12-02T20:39:08.396054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:08.396095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:08.396125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:08.396182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:08.452310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:08.453066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:08.453143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:08.453175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:08.568538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:08.568716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:08.568757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:08.568783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:08.572424] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=87.11%) [2025-12-02T20:39:08.572735] [INFO ] [FORECASTER] Completed predict_future for PLTK [2025-12-02T20:39:08.572863] [INFO ] [sig ] PLTK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:08.710680] [INFO ] [LOCAL ] Saved forecast: PLTK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLTK.txt [2025-12-02T20:39:08.710811] [INFO ] [sig ] [2499/3544] Completed PLTK in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:08.710848] [INFO ] [sig ] [2500/3544] Forecasting PLUG... [2025-12-02T20:39:08.710877] [INFO ] [sig ] Generating forecast for: PLUG [2025-12-02T20:39:08.710906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'. [2025-12-02T20:39:08.721934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUG'. [2025-12-02T20:39:08.722234] [INFO ] [FORECASTER] Starting predict_future for PLUG [2025-12-02T20:39:08.723015] [DEBUG] [LOCAL ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt [2025-12-02T20:39:08.723064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:08.723094] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:08.723119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:08.723173] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:08.777370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:08.778231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:08.778314] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:08.778345] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:08.899943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:08.900092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:08.900130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:08.900156] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:08.903394] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=84.51%) [2025-12-02T20:39:08.903674] [INFO ] [FORECASTER] Completed predict_future for PLUG [2025-12-02T20:39:08.903794] [INFO ] [sig ] PLUG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:09.038545] [INFO ] [LOCAL ] Saved forecast: PLUG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLUG.txt [2025-12-02T20:39:09.038712] [INFO ] [sig ] [2500/3544] Completed PLUG in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:09.038749] [INFO ] [sig ] [2501/3544] Forecasting PLUS... [2025-12-02T20:39:09.038777] [INFO ] [sig ] Generating forecast for: PLUS [2025-12-02T20:39:09.038805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'. [2025-12-02T20:39:09.050501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUS'. [2025-12-02T20:39:09.050828] [INFO ] [FORECASTER] Starting predict_future for PLUS [2025-12-02T20:39:09.051595] [DEBUG] [LOCAL ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt [2025-12-02T20:39:09.051656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:09.051689] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:09.051715] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:09.051769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:09.106212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:09.107089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:09.107169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:09.107201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:09.227214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:09.227376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:09.227416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:09.227444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:09.230769] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=31.72%) [2025-12-02T20:39:09.231045] [INFO ] [FORECASTER] Completed predict_future for PLUS [2025-12-02T20:39:09.231170] [INFO ] [sig ] PLUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:09.366653] [INFO ] [LOCAL ] Saved forecast: PLUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PLUS.txt [2025-12-02T20:39:09.366797] [INFO ] [sig ] [2501/3544] Completed PLUS in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:09.366834] [INFO ] [sig ] [2502/3544] Forecasting PLXS... [2025-12-02T20:39:09.366861] [INFO ] [sig ] Generating forecast for: PLXS [2025-12-02T20:39:09.366890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'. [2025-12-02T20:39:09.378399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLXS'. [2025-12-02T20:39:09.378762] [INFO ] [FORECASTER] Starting predict_future for PLXS [2025-12-02T20:39:09.379514] [DEBUG] [LOCAL ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt [2025-12-02T20:39:09.379562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:09.379641] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:09.379669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:09.379723] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:09.434092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:09.434921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:09.435001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:09.435032] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:09.557990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:09.558146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:09.558186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:09.558213] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:09.561486] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-12-02T20:39:09.561766] [INFO ] [FORECASTER] Completed predict_future for PLXS [2025-12-02T20:39:09.561881] [INFO ] [sig ] PLXS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:09.701764] [INFO ] [LOCAL ] Saved forecast: PLXS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PLXS.txt [2025-12-02T20:39:09.701916] [INFO ] [sig ] [2502/3544] Completed PLXS in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:09.701954] [INFO ] [sig ] [2503/3544] Forecasting PLYM... [2025-12-02T20:39:09.701982] [INFO ] [sig ] Generating forecast for: PLYM [2025-12-02T20:39:09.702012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-12-02T20:39:09.713892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLYM'. [2025-12-02T20:39:09.714269] [INFO ] [FORECASTER] Starting predict_future for PLYM [2025-12-02T20:39:09.715079] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-12-02T20:39:09.715137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:09.715173] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:09.715200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:09.715256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:09.772069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:09.772934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:09.773017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:09.773049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:09.896245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:09.896403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:09.896447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:09.896476] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:09.899885] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=53.08%) [2025-12-02T20:39:09.900240] [INFO ] [FORECASTER] Completed predict_future for PLYM [2025-12-02T20:39:09.900385] [INFO ] [sig ] PLYM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:10.041141] [INFO ] [LOCAL ] Saved forecast: PLYM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PLYM.txt [2025-12-02T20:39:10.041283] [INFO ] [sig ] [2503/3544] Completed PLYM in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:10.041320] [INFO ] [sig ] [2504/3544] Forecasting PM... [2025-12-02T20:39:10.041349] [INFO ] [sig ] Generating forecast for: PM [2025-12-02T20:39:10.041380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'. [2025-12-02T20:39:10.054545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PM'. [2025-12-02T20:39:10.055085] [INFO ] [FORECASTER] Starting predict_future for PM [2025-12-02T20:39:10.056029] [DEBUG] [LOCAL ] No optimal features file found for PM: ./output/feature-sets/PM.txt [2025-12-02T20:39:10.056085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:10.056119] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:10.056147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:10.056203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:10.114819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:10.116142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:10.116230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:10.116263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:10.243129] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:10.243288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:10.243329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:10.243356] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:10.246783] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=97.37%) [2025-12-02T20:39:10.247094] [INFO ] [FORECASTER] Completed predict_future for PM [2025-12-02T20:39:10.247226] [INFO ] [sig ] PM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:10.386300] [INFO ] [LOCAL ] Saved forecast: PM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PM.txt [2025-12-02T20:39:10.386456] [INFO ] [sig ] [2504/3544] Completed PM in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:10.386502] [INFO ] [sig ] [2505/3544] Forecasting PMAX... [2025-12-02T20:39:10.386532] [INFO ] [sig ] Generating forecast for: PMAX [2025-12-02T20:39:10.386561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'. [2025-12-02T20:39:10.398399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMAX'. [2025-12-02T20:39:10.398824] [INFO ] [FORECASTER] Starting predict_future for PMAX [2025-12-02T20:39:10.399683] [DEBUG] [LOCAL ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt [2025-12-02T20:39:10.399739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:10.399771] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:10.399796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:10.399851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:10.457153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:10.458044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:10.458128] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:10.458159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:10.573081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:10.573226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:10.573266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:10.573326] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:10.576637] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=85.93%) [2025-12-02T20:39:10.576899] [INFO ] [FORECASTER] Completed predict_future for PMAX [2025-12-02T20:39:10.577015] [INFO ] [sig ] PMAX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:10.713335] [INFO ] [LOCAL ] Saved forecast: PMAX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PMAX.txt [2025-12-02T20:39:10.713470] [INFO ] [sig ] [2505/3544] Completed PMAX in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:10.713507] [INFO ] [sig ] [2506/3544] Forecasting PML... [2025-12-02T20:39:10.713537] [INFO ] [sig ] Generating forecast for: PML [2025-12-02T20:39:10.713565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-12-02T20:39:10.728669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PML'. [2025-12-02T20:39:10.729088] [INFO ] [FORECASTER] Starting predict_future for PML [2025-12-02T20:39:10.730236] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-12-02T20:39:10.730301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:10.730351] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:10.730394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:10.730482] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:10.792392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:10.793082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:10.793163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:10.793196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:10.914059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:10.914210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:10.914251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:10.914279] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:10.917668] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=31.72%) [2025-12-02T20:39:10.917982] [INFO ] [FORECASTER] Completed predict_future for PML [2025-12-02T20:39:10.918123] [INFO ] [sig ] PML: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:11.056758] [INFO ] [LOCAL ] Saved forecast: PML 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PML.txt [2025-12-02T20:39:11.056905] [INFO ] [sig ] [2506/3544] Completed PML in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:11.056942] [INFO ] [sig ] [2507/3544] Forecasting PMM... [2025-12-02T20:39:11.056970] [INFO ] [sig ] Generating forecast for: PMM [2025-12-02T20:39:11.056999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-12-02T20:39:11.068013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMM'. [2025-12-02T20:39:11.068355] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-12-02T20:39:11.069154] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-12-02T20:39:11.069204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:11.069236] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:11.069262] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:11.069319] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:11.126312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:11.127137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:11.127219] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:11.127251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:11.244991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:11.245130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:11.245167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:11.245195] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:11.248591] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=16.82%) [2025-12-02T20:39:11.248880] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-12-02T20:39:11.249002] [INFO ] [sig ] PMM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:11.385838] [INFO ] [LOCAL ] Saved forecast: PMM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PMM.txt [2025-12-02T20:39:11.385988] [INFO ] [sig ] [2507/3544] Completed PMM in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:11.386025] [INFO ] [sig ] [2508/3544] Forecasting PMO... [2025-12-02T20:39:11.386052] [INFO ] [sig ] Generating forecast for: PMO [2025-12-02T20:39:11.386082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-12-02T20:39:11.397372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMO'. [2025-12-02T20:39:11.397778] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-12-02T20:39:11.398673] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-12-02T20:39:11.398732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:11.398770] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:11.398799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:11.398877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:11.455891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:11.456757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:11.456841] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:11.456872] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:11.577214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:11.577359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:11.577415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:11.577444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:11.580774] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=33.67%) [2025-12-02T20:39:11.581046] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-12-02T20:39:11.581166] [INFO ] [sig ] PMO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:11.717833] [INFO ] [LOCAL ] Saved forecast: PMO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PMO.txt [2025-12-02T20:39:11.717978] [INFO ] [sig ] [2508/3544] Completed PMO in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:11.718016] [INFO ] [sig ] [2509/3544] Forecasting PMTS... [2025-12-02T20:39:11.718044] [INFO ] [sig ] Generating forecast for: PMTS [2025-12-02T20:39:11.718073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'. [2025-12-02T20:39:11.728972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMTS'. [2025-12-02T20:39:11.729237] [INFO ] [FORECASTER] Starting predict_future for PMTS [2025-12-02T20:39:11.730012] [DEBUG] [LOCAL ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt [2025-12-02T20:39:11.730060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:11.730091] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:11.730116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:11.730171] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:11.786022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:11.786626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:11.786702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:11.786734] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:11.910841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:11.910984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:11.911024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:11.911052] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:11.914370] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=4.68%) [2025-12-02T20:39:11.914651] [INFO ] [FORECASTER] Completed predict_future for PMTS [2025-12-02T20:39:11.914772] [INFO ] [sig ] PMTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:12.054436] [INFO ] [LOCAL ] Saved forecast: PMTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PMTS.txt [2025-12-02T20:39:12.054557] [INFO ] [sig ] [2509/3544] Completed PMTS in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:12.054611] [INFO ] [sig ] [2510/3544] Forecasting PMVP... [2025-12-02T20:39:12.054640] [INFO ] [sig ] Generating forecast for: PMVP [2025-12-02T20:39:12.054668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'. [2025-12-02T20:39:12.065842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMVP'. [2025-12-02T20:39:12.066115] [INFO ] [FORECASTER] Starting predict_future for PMVP [2025-12-02T20:39:12.066905] [DEBUG] [LOCAL ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt [2025-12-02T20:39:12.066955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:12.066986] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:12.067013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:12.067075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:12.122782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:12.123388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:12.123475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:12.123509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:12.245466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:12.245611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:12.245651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:12.245678] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:12.248933] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=70.98%) [2025-12-02T20:39:12.249197] [INFO ] [FORECASTER] Completed predict_future for PMVP [2025-12-02T20:39:12.249316] [INFO ] [sig ] PMVP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:12.385731] [INFO ] [LOCAL ] Saved forecast: PMVP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PMVP.txt [2025-12-02T20:39:12.385864] [INFO ] [sig ] [2510/3544] Completed PMVP in 0.3s | 2.98 sym/s | Total: 14.0m | ETA: 5.8m [2025-12-02T20:39:12.385901] [INFO ] [sig ] [2511/3544] Forecasting PNC... [2025-12-02T20:39:12.385929] [INFO ] [sig ] Generating forecast for: PNC [2025-12-02T20:39:12.385957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'. [2025-12-02T20:39:12.397363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNC'. [2025-12-02T20:39:12.397677] [INFO ] [FORECASTER] Starting predict_future for PNC [2025-12-02T20:39:12.398484] [DEBUG] [LOCAL ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt [2025-12-02T20:39:12.398533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:12.398563] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:12.398616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:12.398676] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:12.454625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:12.455377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:12.455454] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:12.455485] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:12.581365] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:12.581515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:12.581554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:12.581598] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:12.584885] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=70.59%) [2025-12-02T20:39:12.585153] [INFO ] [FORECASTER] Completed predict_future for PNC [2025-12-02T20:39:12.585275] [INFO ] [sig ] PNC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:12.722317] [INFO ] [LOCAL ] Saved forecast: PNC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PNC.txt [2025-12-02T20:39:12.722483] [INFO ] [sig ] [2511/3544] Completed PNC in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.8m [2025-12-02T20:39:12.722549] [INFO ] [sig ] [2512/3544] Forecasting PNFP... [2025-12-02T20:39:12.722599] [INFO ] [sig ] Generating forecast for: PNFP [2025-12-02T20:39:12.722632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'. [2025-12-02T20:39:12.734166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNFP'. [2025-12-02T20:39:12.734501] [INFO ] [FORECASTER] Starting predict_future for PNFP [2025-12-02T20:39:12.735306] [DEBUG] [LOCAL ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt [2025-12-02T20:39:12.735354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:12.735394] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:12.735422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:12.735477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:12.790286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:12.791133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:12.791262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:12.791306] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:12.908605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:12.908750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:12.908788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:12.908817] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:12.912068] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-12-02T20:39:12.912323] [INFO ] [FORECASTER] Completed predict_future for PNFP [2025-12-02T20:39:12.912440] [INFO ] [sig ] PNFP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:13.046968] [INFO ] [LOCAL ] Saved forecast: PNFP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PNFP.txt [2025-12-02T20:39:13.047081] [INFO ] [sig ] [2512/3544] Completed PNFP in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.8m [2025-12-02T20:39:13.047117] [INFO ] [sig ] [2513/3544] Forecasting PNI... [2025-12-02T20:39:13.047143] [INFO ] [sig ] Generating forecast for: PNI [2025-12-02T20:39:13.047172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-12-02T20:39:13.058827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNI'. [2025-12-02T20:39:13.059134] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-12-02T20:39:13.059946] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-12-02T20:39:13.059995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:13.060025] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:13.060051] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:13.060105] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:13.115547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:13.116154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:13.116228] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:13.116258] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:13.228319] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:13.228420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:13.228459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:13.228486] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:13.231726] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=11.79%) [2025-12-02T20:39:13.231984] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-12-02T20:39:13.232100] [INFO ] [sig ] PNI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:13.367806] [INFO ] [LOCAL ] Saved forecast: PNI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PNI.txt [2025-12-02T20:39:13.367938] [INFO ] [sig ] [2513/3544] Completed PNI in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.8m [2025-12-02T20:39:13.367974] [INFO ] [sig ] [2514/3544] Forecasting PNQI... [2025-12-02T20:39:13.368002] [INFO ] [sig ] Generating forecast for: PNQI [2025-12-02T20:39:13.368029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'. [2025-12-02T20:39:13.379747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNQI'. [2025-12-02T20:39:13.380135] [INFO ] [FORECASTER] Starting predict_future for PNQI [2025-12-02T20:39:13.380970] [DEBUG] [LOCAL ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt [2025-12-02T20:39:13.381019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:13.381049] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:13.381074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:13.381127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:13.435359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:13.436251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:13.436335] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:13.436366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:13.563046] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:13.563180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:13.563220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:13.563246] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:13.566498] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=99.15%) [2025-12-02T20:39:13.566773] [INFO ] [FORECASTER] Completed predict_future for PNQI [2025-12-02T20:39:13.566889] [INFO ] [sig ] PNQI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:13.702287] [INFO ] [LOCAL ] Saved forecast: PNQI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PNQI.txt [2025-12-02T20:39:13.702396] [INFO ] [sig ] [2514/3544] Completed PNQI in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.8m [2025-12-02T20:39:13.702431] [INFO ] [sig ] [2515/3544] Forecasting PNRG... [2025-12-02T20:39:13.702459] [INFO ] [sig ] Generating forecast for: PNRG [2025-12-02T20:39:13.702487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'. [2025-12-02T20:39:13.713402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNRG'. [2025-12-02T20:39:13.713709] [INFO ] [FORECASTER] Starting predict_future for PNRG [2025-12-02T20:39:13.714457] [DEBUG] [LOCAL ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt [2025-12-02T20:39:13.714506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:13.714536] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:13.714561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:13.714645] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:13.770461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:13.771067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:13.771142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:13.771173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:13.888405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:13.888497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:13.888535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:13.888563] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:13.891825] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=48.47%) [2025-12-02T20:39:13.892100] [INFO ] [FORECASTER] Completed predict_future for PNRG [2025-12-02T20:39:13.892224] [INFO ] [sig ] PNRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:14.028477] [INFO ] [LOCAL ] Saved forecast: PNRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PNRG.txt [2025-12-02T20:39:14.028644] [INFO ] [sig ] [2515/3544] Completed PNRG in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.8m [2025-12-02T20:39:14.028683] [INFO ] [sig ] [2516/3544] Forecasting PNTG... [2025-12-02T20:39:14.028719] [INFO ] [sig ] Generating forecast for: PNTG [2025-12-02T20:39:14.028748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'. [2025-12-02T20:39:14.040072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNTG'. [2025-12-02T20:39:14.040373] [INFO ] [FORECASTER] Starting predict_future for PNTG [2025-12-02T20:39:14.041160] [DEBUG] [LOCAL ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt [2025-12-02T20:39:14.041208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:14.041238] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:14.041264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:14.041317] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:14.096547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:14.097216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:14.097289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:14.097320] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:14.214850] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:14.215004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:14.215044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:14.215071] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:14.218341] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=92.97%) [2025-12-02T20:39:14.218623] [INFO ] [FORECASTER] Completed predict_future for PNTG [2025-12-02T20:39:14.218746] [INFO ] [sig ] PNTG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:14.361949] [INFO ] [LOCAL ] Saved forecast: PNTG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PNTG.txt [2025-12-02T20:39:14.362082] [INFO ] [sig ] [2516/3544] Completed PNTG in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.8m [2025-12-02T20:39:14.362118] [INFO ] [sig ] [2517/3544] Forecasting POAI... [2025-12-02T20:39:14.362144] [INFO ] [sig ] Generating forecast for: POAI [2025-12-02T20:39:14.362172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'. [2025-12-02T20:39:14.374658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POAI'. [2025-12-02T20:39:14.374975] [INFO ] [FORECASTER] Starting predict_future for POAI [2025-12-02T20:39:14.375785] [DEBUG] [LOCAL ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt [2025-12-02T20:39:14.375832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:14.375861] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:14.375886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:14.375939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:14.431194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:14.431887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:14.431963] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:14.431993] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:14.544959] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:14.545109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:14.545148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:14.545175] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:14.548422] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-12-02T20:39:14.548698] [INFO ] [FORECASTER] Completed predict_future for POAI [2025-12-02T20:39:14.548818] [INFO ] [sig ] POAI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:14.685476] [INFO ] [LOCAL ] Saved forecast: POAI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/POAI.txt [2025-12-02T20:39:14.685645] [INFO ] [sig ] [2517/3544] Completed POAI in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:14.685684] [INFO ] [sig ] [2518/3544] Forecasting PODD... [2025-12-02T20:39:14.685712] [INFO ] [sig ] Generating forecast for: PODD [2025-12-02T20:39:14.685741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'. [2025-12-02T20:39:14.696785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PODD'. [2025-12-02T20:39:14.697092] [INFO ] [FORECASTER] Starting predict_future for PODD [2025-12-02T20:39:14.697859] [DEBUG] [LOCAL ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt [2025-12-02T20:39:14.697939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:14.697971] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:14.697996] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:14.698050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:14.753229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:14.754080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:14.754161] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:14.754191] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:14.874750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:14.874894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:14.874932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:14.874960] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:14.878276] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=1.86%) [2025-12-02T20:39:14.878538] [INFO ] [FORECASTER] Completed predict_future for PODD [2025-12-02T20:39:14.878679] [INFO ] [sig ] PODD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:15.016250] [INFO ] [LOCAL ] Saved forecast: PODD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PODD.txt [2025-12-02T20:39:15.016390] [INFO ] [sig ] [2518/3544] Completed PODD in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:15.016428] [INFO ] [sig ] [2519/3544] Forecasting POOL... [2025-12-02T20:39:15.016455] [INFO ] [sig ] Generating forecast for: POOL [2025-12-02T20:39:15.016484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'. [2025-12-02T20:39:15.028044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POOL'. [2025-12-02T20:39:15.028396] [INFO ] [FORECASTER] Starting predict_future for POOL [2025-12-02T20:39:15.029174] [DEBUG] [LOCAL ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt [2025-12-02T20:39:15.029223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:15.029280] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:15.029307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:15.029361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:15.085181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:15.086004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:15.086086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:15.086119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:15.204062] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:15.204213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:15.204253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:15.204298] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:15.207652] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-12-02T20:39:15.207953] [INFO ] [FORECASTER] Completed predict_future for POOL [2025-12-02T20:39:15.208077] [INFO ] [sig ] POOL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:15.347122] [INFO ] [LOCAL ] Saved forecast: POOL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/POOL.txt [2025-12-02T20:39:15.347269] [INFO ] [sig ] [2519/3544] Completed POOL in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:15.347308] [INFO ] [sig ] [2520/3544] Forecasting POWI... [2025-12-02T20:39:15.347336] [INFO ] [sig ] Generating forecast for: POWI [2025-12-02T20:39:15.347364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'. [2025-12-02T20:39:15.358254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWI'. [2025-12-02T20:39:15.358532] [INFO ] [FORECASTER] Starting predict_future for POWI [2025-12-02T20:39:15.359300] [DEBUG] [LOCAL ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt [2025-12-02T20:39:15.359348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:15.359378] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:15.359403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:15.359457] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:15.414656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:15.415465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:15.415548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:15.415601] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:15.532651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:15.532805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:15.532845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:15.532871] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:15.536483] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=31.58%) [2025-12-02T20:39:15.536757] [INFO ] [FORECASTER] Completed predict_future for POWI [2025-12-02T20:39:15.536877] [INFO ] [sig ] POWI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:15.675232] [INFO ] [LOCAL ] Saved forecast: POWI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/POWI.txt [2025-12-02T20:39:15.675384] [INFO ] [sig ] [2520/3544] Completed POWI in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:15.675422] [INFO ] [sig ] [2521/3544] Forecasting POWL... [2025-12-02T20:39:15.675451] [INFO ] [sig ] Generating forecast for: POWL [2025-12-02T20:39:15.675479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'. [2025-12-02T20:39:15.687097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWL'. [2025-12-02T20:39:15.687455] [INFO ] [FORECASTER] Starting predict_future for POWL [2025-12-02T20:39:15.688269] [DEBUG] [LOCAL ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt [2025-12-02T20:39:15.688318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:15.688349] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:15.688374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:15.688429] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:15.743520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:15.744350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:15.744429] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:15.744476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:15.865717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:15.865867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:15.865905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:15.865932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:15.869218] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=5.59%) [2025-12-02T20:39:15.869489] [INFO ] [FORECASTER] Completed predict_future for POWL [2025-12-02T20:39:15.869631] [INFO ] [sig ] POWL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:16.005844] [INFO ] [LOCAL ] Saved forecast: POWL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/POWL.txt [2025-12-02T20:39:16.005974] [INFO ] [sig ] [2521/3544] Completed POWL in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:16.006010] [INFO ] [sig ] [2522/3544] Forecasting PPC... [2025-12-02T20:39:16.006037] [INFO ] [sig ] Generating forecast for: PPC [2025-12-02T20:39:16.006067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'. [2025-12-02T20:39:16.016671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPC'. [2025-12-02T20:39:16.016944] [INFO ] [FORECASTER] Starting predict_future for PPC [2025-12-02T20:39:16.017707] [DEBUG] [LOCAL ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt [2025-12-02T20:39:16.017755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:16.017784] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:16.017810] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:16.017868] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:16.072901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:16.073566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:16.073658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:16.073688] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:16.193209] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:16.193320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:16.193359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:16.193419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:16.196682] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=87.35%) [2025-12-02T20:39:16.196943] [INFO ] [FORECASTER] Completed predict_future for PPC [2025-12-02T20:39:16.197062] [INFO ] [sig ] PPC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:16.332973] [INFO ] [LOCAL ] Saved forecast: PPC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PPC.txt [2025-12-02T20:39:16.333107] [INFO ] [sig ] [2522/3544] Completed PPC in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:16.333143] [INFO ] [sig ] [2523/3544] Forecasting PPG... [2025-12-02T20:39:16.333171] [INFO ] [sig ] Generating forecast for: PPG [2025-12-02T20:39:16.333200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-12-02T20:39:16.344811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPG'. [2025-12-02T20:39:16.345096] [INFO ] [FORECASTER] Starting predict_future for PPG [2025-12-02T20:39:16.345865] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-12-02T20:39:16.345912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:16.345942] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:16.345977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:16.346032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:16.400307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:16.400934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:16.401007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:16.401037] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:16.523391] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:16.523538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:16.523596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:16.523625] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:16.526834] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=16.77%) [2025-12-02T20:39:16.527087] [INFO ] [FORECASTER] Completed predict_future for PPG [2025-12-02T20:39:16.527207] [INFO ] [sig ] PPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:16.662418] [INFO ] [LOCAL ] Saved forecast: PPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PPG.txt [2025-12-02T20:39:16.662542] [INFO ] [sig ] [2523/3544] Completed PPG in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:16.662596] [INFO ] [sig ] [2524/3544] Forecasting PPH... [2025-12-02T20:39:16.662626] [INFO ] [sig ] Generating forecast for: PPH [2025-12-02T20:39:16.662655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'. [2025-12-02T20:39:16.673229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPH'. [2025-12-02T20:39:16.673502] [INFO ] [FORECASTER] Starting predict_future for PPH [2025-12-02T20:39:16.674253] [DEBUG] [LOCAL ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt [2025-12-02T20:39:16.674301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:16.674332] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:16.674357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:16.674412] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:16.729096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:16.729719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:16.729792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:16.729825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:16.842033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:16.842181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:16.842219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:16.842247] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:16.845486] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=3.44%) [2025-12-02T20:39:16.845759] [INFO ] [FORECASTER] Completed predict_future for PPH [2025-12-02T20:39:16.845880] [INFO ] [sig ] PPH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:16.981727] [INFO ] [LOCAL ] Saved forecast: PPH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PPH.txt [2025-12-02T20:39:16.981865] [INFO ] [sig ] [2524/3544] Completed PPH in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:16.981901] [INFO ] [sig ] [2525/3544] Forecasting PPIH... [2025-12-02T20:39:16.981929] [INFO ] [sig ] Generating forecast for: PPIH [2025-12-02T20:39:16.981959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'. [2025-12-02T20:39:16.993415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPIH'. [2025-12-02T20:39:16.993744] [INFO ] [FORECASTER] Starting predict_future for PPIH [2025-12-02T20:39:16.994510] [DEBUG] [LOCAL ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt [2025-12-02T20:39:16.994559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:16.994610] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:16.994636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:16.994690] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:17.049099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:17.050005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:17.050089] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:17.050119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:17.166114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:17.166264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:17.166304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:17.166331] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:17.169613] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=4.33%) [2025-12-02T20:39:17.169874] [INFO ] [FORECASTER] Completed predict_future for PPIH [2025-12-02T20:39:17.169989] [INFO ] [sig ] PPIH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:17.304863] [INFO ] [LOCAL ] Saved forecast: PPIH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PPIH.txt [2025-12-02T20:39:17.304998] [INFO ] [sig ] [2525/3544] Completed PPIH in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:17.305034] [INFO ] [sig ] [2526/3544] Forecasting PPL... [2025-12-02T20:39:17.305062] [INFO ] [sig ] Generating forecast for: PPL [2025-12-02T20:39:17.305089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'. [2025-12-02T20:39:17.316598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPL'. [2025-12-02T20:39:17.316942] [INFO ] [FORECASTER] Starting predict_future for PPL [2025-12-02T20:39:17.317712] [DEBUG] [LOCAL ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt [2025-12-02T20:39:17.317759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:17.317789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:17.317815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:17.317870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:17.372909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:17.373522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:17.373613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:17.373646] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:17.493477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:17.493648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:17.493690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:17.493717] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:17.496988] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=53.92%) [2025-12-02T20:39:17.497250] [INFO ] [FORECASTER] Completed predict_future for PPL [2025-12-02T20:39:17.497366] [INFO ] [sig ] PPL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:17.634306] [INFO ] [LOCAL ] Saved forecast: PPL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PPL.txt [2025-12-02T20:39:17.634463] [INFO ] [sig ] [2526/3544] Completed PPL in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:17.634501] [INFO ] [sig ] [2527/3544] Forecasting PPSI... [2025-12-02T20:39:17.634530] [INFO ] [sig ] Generating forecast for: PPSI [2025-12-02T20:39:17.634559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'. [2025-12-02T20:39:17.645740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPSI'. [2025-12-02T20:39:17.646066] [INFO ] [FORECASTER] Starting predict_future for PPSI [2025-12-02T20:39:17.646842] [DEBUG] [LOCAL ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt [2025-12-02T20:39:17.646890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:17.646919] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:17.646943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:17.646996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:17.702678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:17.703434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:17.703515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:17.703546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:17.818973] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:17.819122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:17.819160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:17.819186] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:17.822403] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=46.28%) [2025-12-02T20:39:17.822677] [INFO ] [FORECASTER] Completed predict_future for PPSI [2025-12-02T20:39:17.822793] [INFO ] [sig ] PPSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:17.956913] [INFO ] [LOCAL ] Saved forecast: PPSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PPSI.txt [2025-12-02T20:39:17.957032] [INFO ] [sig ] [2527/3544] Completed PPSI in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:17.957069] [INFO ] [sig ] [2528/3544] Forecasting PPTA... [2025-12-02T20:39:17.957096] [INFO ] [sig ] Generating forecast for: PPTA [2025-12-02T20:39:17.957125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'. [2025-12-02T20:39:17.968258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPTA'. [2025-12-02T20:39:17.968526] [INFO ] [FORECASTER] Starting predict_future for PPTA [2025-12-02T20:39:17.969288] [DEBUG] [LOCAL ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt [2025-12-02T20:39:17.969335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:17.969366] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:17.969391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:17.969445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:18.024437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:18.025057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:18.025131] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:18.025161] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:18.141516] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:18.141679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:18.141718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:18.141746] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:18.144957] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=30.32%) [2025-12-02T20:39:18.145210] [INFO ] [FORECASTER] Completed predict_future for PPTA [2025-12-02T20:39:18.145324] [INFO ] [sig ] PPTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:18.282068] [INFO ] [LOCAL ] Saved forecast: PPTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PPTA.txt [2025-12-02T20:39:18.282201] [INFO ] [sig ] [2528/3544] Completed PPTA in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:18.282238] [INFO ] [sig ] [2529/3544] Forecasting PRA... [2025-12-02T20:39:18.282266] [INFO ] [sig ] Generating forecast for: PRA [2025-12-02T20:39:18.282295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-12-02T20:39:18.293488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRA'. [2025-12-02T20:39:18.293779] [INFO ] [FORECASTER] Starting predict_future for PRA [2025-12-02T20:39:18.294508] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-12-02T20:39:18.294555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:18.294605] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:18.294632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:18.294687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:18.349662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:18.350248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:18.350350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:18.350380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:18.466293] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:18.466441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:18.466481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:18.466508] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:18.469922] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=39.17%) [2025-12-02T20:39:18.470229] [INFO ] [FORECASTER] Completed predict_future for PRA [2025-12-02T20:39:18.470356] [INFO ] [sig ] PRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:18.609111] [INFO ] [LOCAL ] Saved forecast: PRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRA.txt [2025-12-02T20:39:18.609233] [INFO ] [sig ] [2529/3544] Completed PRA in 0.3s | 2.98 sym/s | Total: 14.1m | ETA: 5.7m [2025-12-02T20:39:18.609269] [INFO ] [sig ] [2530/3544] Forecasting PRAA... [2025-12-02T20:39:18.609298] [INFO ] [sig ] Generating forecast for: PRAA [2025-12-02T20:39:18.609325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'. [2025-12-02T20:39:18.629537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAA'. [2025-12-02T20:39:18.629829] [INFO ] [FORECASTER] Starting predict_future for PRAA [2025-12-02T20:39:18.630561] [DEBUG] [LOCAL ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt [2025-12-02T20:39:18.630629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:18.630660] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:18.630685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:18.630740] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:18.685824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:18.686455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:18.686534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:18.686565] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:18.801212] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:18.801342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:18.801379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:18.801406] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:18.804593] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=62.98%) [2025-12-02T20:39:18.804850] [INFO ] [FORECASTER] Completed predict_future for PRAA [2025-12-02T20:39:18.804970] [INFO ] [sig ] PRAA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:18.939941] [INFO ] [LOCAL ] Saved forecast: PRAA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRAA.txt [2025-12-02T20:39:18.940061] [INFO ] [sig ] [2530/3544] Completed PRAA in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.7m [2025-12-02T20:39:18.940097] [INFO ] [sig ] [2531/3544] Forecasting PRAX... [2025-12-02T20:39:18.940124] [INFO ] [sig ] Generating forecast for: PRAX [2025-12-02T20:39:18.940154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'. [2025-12-02T20:39:18.951320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAX'. [2025-12-02T20:39:18.951611] [INFO ] [FORECASTER] Starting predict_future for PRAX [2025-12-02T20:39:18.952348] [DEBUG] [LOCAL ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt [2025-12-02T20:39:18.952396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:18.952426] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:18.952451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:18.952505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:19.006999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:19.007599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:19.007672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:19.007702] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:19.128325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:19.128457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:19.128494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:19.128520] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:19.131747] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-12-02T20:39:19.132026] [INFO ] [FORECASTER] Completed predict_future for PRAX [2025-12-02T20:39:19.132147] [INFO ] [sig ] PRAX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:19.267307] [INFO ] [LOCAL ] Saved forecast: PRAX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRAX.txt [2025-12-02T20:39:19.267426] [INFO ] [sig ] [2531/3544] Completed PRAX in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.7m [2025-12-02T20:39:19.267461] [INFO ] [sig ] [2532/3544] Forecasting PRCH... [2025-12-02T20:39:19.267488] [INFO ] [sig ] Generating forecast for: PRCH [2025-12-02T20:39:19.267516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'. [2025-12-02T20:39:19.279387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRCH'. [2025-12-02T20:39:19.279793] [INFO ] [FORECASTER] Starting predict_future for PRCH [2025-12-02T20:39:19.280618] [DEBUG] [LOCAL ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt [2025-12-02T20:39:19.280670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:19.280701] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:19.280726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:19.280780] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:19.336659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:19.337548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:19.337655] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:19.337686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:19.460806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:19.460990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:19.461031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:19.461059] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:19.464407] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=51.68%) [2025-12-02T20:39:19.464690] [INFO ] [FORECASTER] Completed predict_future for PRCH [2025-12-02T20:39:19.464813] [INFO ] [sig ] PRCH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:19.606210] [INFO ] [LOCAL ] Saved forecast: PRCH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRCH.txt [2025-12-02T20:39:19.606394] [INFO ] [sig ] [2532/3544] Completed PRCH in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.7m [2025-12-02T20:39:19.606431] [INFO ] [sig ] [2533/3544] Forecasting PRDO... [2025-12-02T20:39:19.606459] [INFO ] [sig ] Generating forecast for: PRDO [2025-12-02T20:39:19.606488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'. [2025-12-02T20:39:19.617567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRDO'. [2025-12-02T20:39:19.617972] [INFO ] [FORECASTER] Starting predict_future for PRDO [2025-12-02T20:39:19.618776] [DEBUG] [LOCAL ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt [2025-12-02T20:39:19.618826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:19.618858] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:19.618883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:19.618943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:19.675500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:19.676342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:19.676424] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:19.676456] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:19.798221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:19.798374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:19.798415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:19.798442] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:19.801755] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=97.37%) [2025-12-02T20:39:19.802037] [INFO ] [FORECASTER] Completed predict_future for PRDO [2025-12-02T20:39:19.802159] [INFO ] [sig ] PRDO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:19.941065] [INFO ] [LOCAL ] Saved forecast: PRDO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRDO.txt [2025-12-02T20:39:19.941219] [INFO ] [sig ] [2533/3544] Completed PRDO in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.7m [2025-12-02T20:39:19.941258] [INFO ] [sig ] [2534/3544] Forecasting PRFZ... [2025-12-02T20:39:19.941285] [INFO ] [sig ] Generating forecast for: PRFZ [2025-12-02T20:39:19.941313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'. [2025-12-02T20:39:19.954128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'. [2025-12-02T20:39:19.954770] [INFO ] [FORECASTER] Starting predict_future for PRFZ [2025-12-02T20:39:19.955828] [DEBUG] [LOCAL ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt [2025-12-02T20:39:19.955899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:19.955940] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:19.955967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:19.956025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:20.012474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:20.013519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:20.013626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:20.013661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:20.135871] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:20.136049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:20.136087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:20.136115] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:20.139521] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=7.76%) [2025-12-02T20:39:20.139813] [INFO ] [FORECASTER] Completed predict_future for PRFZ [2025-12-02T20:39:20.139938] [INFO ] [sig ] PRFZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:20.278548] [INFO ] [LOCAL ] Saved forecast: PRFZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRFZ.txt [2025-12-02T20:39:20.278694] [INFO ] [sig ] [2534/3544] Completed PRFZ in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.7m [2025-12-02T20:39:20.278731] [INFO ] [sig ] [2535/3544] Forecasting PRG... [2025-12-02T20:39:20.278760] [INFO ] [sig ] Generating forecast for: PRG [2025-12-02T20:39:20.278788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-12-02T20:39:20.289947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRG'. [2025-12-02T20:39:20.290220] [INFO ] [FORECASTER] Starting predict_future for PRG [2025-12-02T20:39:20.291007] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-12-02T20:39:20.291055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:20.291085] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:20.291110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:20.291166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:20.345089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:20.345710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:20.345785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:20.345816] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:20.462243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:20.462396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:20.462433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:20.462460] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:20.465738] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=27.75%) [2025-12-02T20:39:20.466001] [INFO ] [FORECASTER] Completed predict_future for PRG [2025-12-02T20:39:20.466116] [INFO ] [sig ] PRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:20.601533] [INFO ] [LOCAL ] Saved forecast: PRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRG.txt [2025-12-02T20:39:20.601678] [INFO ] [sig ] [2535/3544] Completed PRG in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:20.601716] [INFO ] [sig ] [2536/3544] Forecasting PRGO... [2025-12-02T20:39:20.601747] [INFO ] [sig ] Generating forecast for: PRGO [2025-12-02T20:39:20.601779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-12-02T20:39:20.613161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRGO'. [2025-12-02T20:39:20.613432] [INFO ] [FORECASTER] Starting predict_future for PRGO [2025-12-02T20:39:20.614205] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-12-02T20:39:20.614263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:20.614318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:20.614346] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:20.614400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:20.668907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:20.669495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:20.669569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:20.669619] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:20.785809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:20.785972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:20.786010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:20.786036] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:20.789538] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=1.20%) [2025-12-02T20:39:20.789841] [INFO ] [FORECASTER] Completed predict_future for PRGO [2025-12-02T20:39:20.789969] [INFO ] [sig ] PRGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:20.927718] [INFO ] [LOCAL ] Saved forecast: PRGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRGO.txt [2025-12-02T20:39:20.927842] [INFO ] [sig ] [2536/3544] Completed PRGO in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:20.927893] [INFO ] [sig ] [2537/3544] Forecasting PRGS... [2025-12-02T20:39:20.927923] [INFO ] [sig ] Generating forecast for: PRGS [2025-12-02T20:39:20.927951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'. [2025-12-02T20:39:20.939967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRGS'. [2025-12-02T20:39:20.940310] [INFO ] [FORECASTER] Starting predict_future for PRGS [2025-12-02T20:39:20.941143] [DEBUG] [LOCAL ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt [2025-12-02T20:39:20.941193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:20.941224] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:20.941249] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:20.941305] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:21.000200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:21.001326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:21.001413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:21.001444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:21.124324] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:21.124489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:21.124532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:21.124559] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:21.128107] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=15.18%) [2025-12-02T20:39:21.128373] [INFO ] [FORECASTER] Completed predict_future for PRGS [2025-12-02T20:39:21.128493] [INFO ] [sig ] PRGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:21.275090] [INFO ] [LOCAL ] Saved forecast: PRGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRGS.txt [2025-12-02T20:39:21.275246] [INFO ] [sig ] [2537/3544] Completed PRGS in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:21.275286] [INFO ] [sig ] [2538/3544] Forecasting PRH... [2025-12-02T20:39:21.275316] [INFO ] [sig ] Generating forecast for: PRH [2025-12-02T20:39:21.275347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-12-02T20:39:21.287340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRH'. [2025-12-02T20:39:21.287744] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-12-02T20:39:21.288598] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-12-02T20:39:21.288649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:21.288682] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:21.288707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:21.288760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:21.345470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:21.346340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:21.346423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:21.346454] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:21.464591] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:21.464759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:21.464799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:21.464826] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:21.468128] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=30.75%) [2025-12-02T20:39:21.468393] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-12-02T20:39:21.468510] [INFO ] [sig ] PRH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:21.605962] [INFO ] [LOCAL ] Saved forecast: PRH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRH.txt [2025-12-02T20:39:21.606104] [INFO ] [sig ] [2538/3544] Completed PRH in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:21.606142] [INFO ] [sig ] [2539/3544] Forecasting PRI... [2025-12-02T20:39:21.606170] [INFO ] [sig ] Generating forecast for: PRI [2025-12-02T20:39:21.606198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-12-02T20:39:21.617286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRI'. [2025-12-02T20:39:21.617591] [INFO ] [FORECASTER] Starting predict_future for PRI [2025-12-02T20:39:21.618394] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-12-02T20:39:21.618442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:21.618473] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:21.618498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:21.618553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:21.674941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:21.675533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:21.675627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:21.675661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:21.790494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:21.790631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:21.790670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:21.790734] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:21.794917] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-12-02T20:39:21.795229] [INFO ] [FORECASTER] Completed predict_future for PRI [2025-12-02T20:39:21.795369] [INFO ] [sig ] PRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:21.932875] [INFO ] [LOCAL ] Saved forecast: PRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRI.txt [2025-12-02T20:39:21.932986] [INFO ] [sig ] [2539/3544] Completed PRI in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:21.933028] [INFO ] [sig ] [2540/3544] Forecasting PRIM... [2025-12-02T20:39:21.933057] [INFO ] [sig ] Generating forecast for: PRIM [2025-12-02T20:39:21.933086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-12-02T20:39:21.944129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRIM'. [2025-12-02T20:39:21.944419] [INFO ] [FORECASTER] Starting predict_future for PRIM [2025-12-02T20:39:21.945253] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-12-02T20:39:21.945303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:21.945334] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:21.945359] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:21.945414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:22.000867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:22.001499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:22.001588] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:22.001621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:22.121002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:22.121114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:22.121150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:22.121176] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:22.124301] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=81.70%) [2025-12-02T20:39:22.124553] [INFO ] [FORECASTER] Completed predict_future for PRIM [2025-12-02T20:39:22.124698] [INFO ] [sig ] PRIM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:22.260247] [INFO ] [LOCAL ] Saved forecast: PRIM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRIM.txt [2025-12-02T20:39:22.260365] [INFO ] [sig ] [2540/3544] Completed PRIM in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:22.260399] [INFO ] [sig ] [2541/3544] Forecasting PRLB... [2025-12-02T20:39:22.260426] [INFO ] [sig ] Generating forecast for: PRLB [2025-12-02T20:39:22.260455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-12-02T20:39:22.271169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRLB'. [2025-12-02T20:39:22.271444] [INFO ] [FORECASTER] Starting predict_future for PRLB [2025-12-02T20:39:22.272202] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-12-02T20:39:22.272251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:22.272281] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:22.272306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:22.272365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:22.327357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:22.327975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:22.328048] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:22.328078] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:22.449666] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:22.449772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:22.449810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:22.449837] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:22.453093] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=0.81%) [2025-12-02T20:39:22.453365] [INFO ] [FORECASTER] Completed predict_future for PRLB [2025-12-02T20:39:22.453479] [INFO ] [sig ] PRLB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:22.590417] [INFO ] [LOCAL ] Saved forecast: PRLB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRLB.txt [2025-12-02T20:39:22.590534] [INFO ] [sig ] [2541/3544] Completed PRLB in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:22.590585] [INFO ] [sig ] [2542/3544] Forecasting PRM... [2025-12-02T20:39:22.590617] [INFO ] [sig ] Generating forecast for: PRM [2025-12-02T20:39:22.590646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-12-02T20:39:22.602277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRM'. [2025-12-02T20:39:22.602565] [INFO ] [FORECASTER] Starting predict_future for PRM [2025-12-02T20:39:22.603353] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-12-02T20:39:22.603402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:22.603432] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:22.603458] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:22.603515] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:22.660985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:22.661655] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:22.661732] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:22.661764] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:22.781194] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:22.781332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:22.781375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:22.781402] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:22.784631] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=27.30%) [2025-12-02T20:39:22.784885] [INFO ] [FORECASTER] Completed predict_future for PRM [2025-12-02T20:39:22.784999] [INFO ] [sig ] PRM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:22.922717] [INFO ] [LOCAL ] Saved forecast: PRM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRM.txt [2025-12-02T20:39:22.922826] [INFO ] [sig ] [2542/3544] Completed PRM in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:22.922861] [INFO ] [sig ] [2543/3544] Forecasting PRME... [2025-12-02T20:39:22.922889] [INFO ] [sig ] Generating forecast for: PRME [2025-12-02T20:39:22.922916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'. [2025-12-02T20:39:22.933838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRME'. [2025-12-02T20:39:22.934107] [INFO ] [FORECASTER] Starting predict_future for PRME [2025-12-02T20:39:22.934873] [DEBUG] [LOCAL ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt [2025-12-02T20:39:22.934921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:22.934951] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:22.934977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:22.935031] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:22.992978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:22.993735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:22.993811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:22.993843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:23.109368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:23.109498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:23.109551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:23.109595] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:23.112754] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=94.21%) [2025-12-02T20:39:23.113011] [INFO ] [FORECASTER] Completed predict_future for PRME [2025-12-02T20:39:23.113126] [INFO ] [sig ] PRME: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:23.250124] [INFO ] [LOCAL ] Saved forecast: PRME 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRME.txt [2025-12-02T20:39:23.250232] [INFO ] [sig ] [2543/3544] Completed PRME in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:23.250268] [INFO ] [sig ] [2544/3544] Forecasting PRN... [2025-12-02T20:39:23.250295] [INFO ] [sig ] Generating forecast for: PRN [2025-12-02T20:39:23.250323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'. [2025-12-02T20:39:23.261282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRN'. [2025-12-02T20:39:23.261554] [INFO ] [FORECASTER] Starting predict_future for PRN [2025-12-02T20:39:23.262319] [DEBUG] [LOCAL ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt [2025-12-02T20:39:23.262367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:23.262398] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:23.262423] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:23.262477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:23.317446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:23.318044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:23.318116] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:23.318147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:23.432196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:23.432316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:23.432351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:23.432378] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:23.435488] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=7.11%) [2025-12-02T20:39:23.435756] [INFO ] [FORECASTER] Completed predict_future for PRN [2025-12-02T20:39:23.435870] [INFO ] [sig ] PRN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:23.573820] [INFO ] [LOCAL ] Saved forecast: PRN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRN.txt [2025-12-02T20:39:23.573972] [INFO ] [sig ] [2544/3544] Completed PRN in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:23.574010] [INFO ] [sig ] [2545/3544] Forecasting PRO... [2025-12-02T20:39:23.574043] [INFO ] [sig ] Generating forecast for: PRO [2025-12-02T20:39:23.574083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'. [2025-12-02T20:39:23.585634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRO'. [2025-12-02T20:39:23.585983] [INFO ] [FORECASTER] Starting predict_future for PRO [2025-12-02T20:39:23.586864] [DEBUG] [LOCAL ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt [2025-12-02T20:39:23.586918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:23.586956] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:23.586983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:23.587039] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:23.642867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:23.643513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:23.643605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:23.643639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:23.769020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:23.769162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:23.769198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:23.769224] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:23.772423] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=94.45%) [2025-12-02T20:39:23.772704] [INFO ] [FORECASTER] Completed predict_future for PRO [2025-12-02T20:39:23.772820] [INFO ] [sig ] PRO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:23.910220] [INFO ] [LOCAL ] Saved forecast: PRO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRO.txt [2025-12-02T20:39:23.910329] [INFO ] [sig ] [2545/3544] Completed PRO in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:23.910364] [INFO ] [sig ] [2546/3544] Forecasting PROF... [2025-12-02T20:39:23.910390] [INFO ] [sig ] Generating forecast for: PROF [2025-12-02T20:39:23.910418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'. [2025-12-02T20:39:23.920771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROF'. [2025-12-02T20:39:23.921037] [INFO ] [FORECASTER] Starting predict_future for PROF [2025-12-02T20:39:23.921792] [DEBUG] [LOCAL ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt [2025-12-02T20:39:23.921840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:23.921870] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:23.921896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:23.921950] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:23.976933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:23.977611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:23.977711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:23.977744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:24.095370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:24.095516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:24.095556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:24.095601] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:24.098914] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=59.36%) [2025-12-02T20:39:24.099214] [INFO ] [FORECASTER] Completed predict_future for PROF [2025-12-02T20:39:24.099337] [INFO ] [sig ] PROF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:24.234949] [INFO ] [LOCAL ] Saved forecast: PROF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PROF.txt [2025-12-02T20:39:24.235052] [INFO ] [sig ] [2546/3544] Completed PROF in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:24.235087] [INFO ] [sig ] [2547/3544] Forecasting PROK... [2025-12-02T20:39:24.235115] [INFO ] [sig ] Generating forecast for: PROK [2025-12-02T20:39:24.235144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'. [2025-12-02T20:39:24.246191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROK'. [2025-12-02T20:39:24.246463] [INFO ] [FORECASTER] Starting predict_future for PROK [2025-12-02T20:39:24.247221] [DEBUG] [LOCAL ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt [2025-12-02T20:39:24.247268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:24.247308] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:24.247335] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:24.247389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:24.302837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:24.303503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:24.303598] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:24.303632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:24.423662] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:24.423811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:24.423852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:24.423879] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:24.427155] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=5.17%) [2025-12-02T20:39:24.427414] [INFO ] [FORECASTER] Completed predict_future for PROK [2025-12-02T20:39:24.427536] [INFO ] [sig ] PROK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:24.561813] [INFO ] [LOCAL ] Saved forecast: PROK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PROK.txt [2025-12-02T20:39:24.561943] [INFO ] [sig ] [2547/3544] Completed PROK in 0.3s | 2.98 sym/s | Total: 14.2m | ETA: 5.6m [2025-12-02T20:39:24.561980] [INFO ] [sig ] [2548/3544] Forecasting PRTA... [2025-12-02T20:39:24.562006] [INFO ] [sig ] Generating forecast for: PRTA [2025-12-02T20:39:24.562034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'. [2025-12-02T20:39:24.572860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTA'. [2025-12-02T20:39:24.573169] [INFO ] [FORECASTER] Starting predict_future for PRTA [2025-12-02T20:39:24.573962] [DEBUG] [LOCAL ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt [2025-12-02T20:39:24.574010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:24.574040] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:24.574065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:24.574118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:24.628725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:24.629449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:24.629526] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:24.629557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:24.745216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:24.745362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:24.745400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:24.745427] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:24.748718] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=11.58%) [2025-12-02T20:39:24.748981] [INFO ] [FORECASTER] Completed predict_future for PRTA [2025-12-02T20:39:24.749123] [INFO ] [sig ] PRTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:24.885652] [INFO ] [LOCAL ] Saved forecast: PRTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRTA.txt [2025-12-02T20:39:24.885805] [INFO ] [sig ] [2548/3544] Completed PRTA in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.6m [2025-12-02T20:39:24.885841] [INFO ] [sig ] [2549/3544] Forecasting PRTH... [2025-12-02T20:39:24.885868] [INFO ] [sig ] Generating forecast for: PRTH [2025-12-02T20:39:24.885896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'. [2025-12-02T20:39:24.896771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTH'. [2025-12-02T20:39:24.897172] [INFO ] [FORECASTER] Starting predict_future for PRTH [2025-12-02T20:39:24.898026] [DEBUG] [LOCAL ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt [2025-12-02T20:39:24.898076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:24.898107] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:24.898132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:24.898186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:24.953338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:24.954190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:24.954277] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:24.954308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:25.075757] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:25.075919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:25.075962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:25.075990] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:25.079204] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=64.57%) [2025-12-02T20:39:25.079464] [INFO ] [FORECASTER] Completed predict_future for PRTH [2025-12-02T20:39:25.079597] [INFO ] [sig ] PRTH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:25.213775] [INFO ] [LOCAL ] Saved forecast: PRTH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRTH.txt [2025-12-02T20:39:25.213920] [INFO ] [sig ] [2549/3544] Completed PRTH in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.6m [2025-12-02T20:39:25.213957] [INFO ] [sig ] [2550/3544] Forecasting PRVA... [2025-12-02T20:39:25.213985] [INFO ] [sig ] Generating forecast for: PRVA [2025-12-02T20:39:25.214014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'. [2025-12-02T20:39:25.224488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRVA'. [2025-12-02T20:39:25.224789] [INFO ] [FORECASTER] Starting predict_future for PRVA [2025-12-02T20:39:25.225531] [DEBUG] [LOCAL ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt [2025-12-02T20:39:25.225594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:25.225627] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:25.225652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:25.225707] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:25.280026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:25.280700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:25.280777] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:25.280807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:25.399268] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:25.399415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:25.399454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:25.399480] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:25.402702] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=40.14%) [2025-12-02T20:39:25.402956] [INFO ] [FORECASTER] Completed predict_future for PRVA [2025-12-02T20:39:25.403072] [INFO ] [sig ] PRVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:25.542973] [INFO ] [LOCAL ] Saved forecast: PRVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PRVA.txt [2025-12-02T20:39:25.543104] [INFO ] [sig ] [2550/3544] Completed PRVA in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.6m [2025-12-02T20:39:25.543141] [INFO ] [sig ] [2551/3544] Forecasting PRZO... [2025-12-02T20:39:25.543192] [INFO ] [sig ] Generating forecast for: PRZO [2025-12-02T20:39:25.543224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'. [2025-12-02T20:39:25.554158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRZO'. [2025-12-02T20:39:25.554451] [INFO ] [FORECASTER] Starting predict_future for PRZO [2025-12-02T20:39:25.555224] [DEBUG] [LOCAL ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt [2025-12-02T20:39:25.555272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:25.555302] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:25.555327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:25.555380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:25.610267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:25.610923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:25.611000] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:25.611032] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:25.728299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:25.728446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:25.728486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:25.728514] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:25.732002] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=78.86%) [2025-12-02T20:39:25.732277] [INFO ] [FORECASTER] Completed predict_future for PRZO [2025-12-02T20:39:25.732397] [INFO ] [sig ] PRZO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:25.868300] [INFO ] [LOCAL ] Saved forecast: PRZO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PRZO.txt [2025-12-02T20:39:25.868423] [INFO ] [sig ] [2551/3544] Completed PRZO in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.6m [2025-12-02T20:39:25.868459] [INFO ] [sig ] [2552/3544] Forecasting PSC... [2025-12-02T20:39:25.868486] [INFO ] [sig ] Generating forecast for: PSC [2025-12-02T20:39:25.868515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'. [2025-12-02T20:39:25.879625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSC'. [2025-12-02T20:39:25.879928] [INFO ] [FORECASTER] Starting predict_future for PSC [2025-12-02T20:39:25.880735] [DEBUG] [LOCAL ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt [2025-12-02T20:39:25.880783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:25.880814] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:25.880839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:25.880893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:25.935595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:25.936241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:25.936316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:25.936347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:26.057282] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:26.057418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:26.057459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:26.057487] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:26.060800] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=84.00%) [2025-12-02T20:39:26.061056] [INFO ] [FORECASTER] Completed predict_future for PSC [2025-12-02T20:39:26.061169] [INFO ] [sig ] PSC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:26.196336] [INFO ] [LOCAL ] Saved forecast: PSC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PSC.txt [2025-12-02T20:39:26.196447] [INFO ] [sig ] [2552/3544] Completed PSC in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:26.196482] [INFO ] [sig ] [2553/3544] Forecasting PSCE... [2025-12-02T20:39:26.196511] [INFO ] [sig ] Generating forecast for: PSCE [2025-12-02T20:39:26.196538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'. [2025-12-02T20:39:26.206946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCE'. [2025-12-02T20:39:26.207202] [INFO ] [FORECASTER] Starting predict_future for PSCE [2025-12-02T20:39:26.207991] [DEBUG] [LOCAL ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt [2025-12-02T20:39:26.208039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:26.208097] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:26.208123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:26.208178] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:26.263489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:26.264101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:26.264192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:26.264222] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:26.369371] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:26.369481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:26.369517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:26.369543] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:26.372694] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=40.65%) [2025-12-02T20:39:26.372948] [INFO ] [FORECASTER] Completed predict_future for PSCE [2025-12-02T20:39:26.373062] [INFO ] [sig ] PSCE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:26.514432] [INFO ] [LOCAL ] Saved forecast: PSCE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSCE.txt [2025-12-02T20:39:26.514589] [INFO ] [sig ] [2553/3544] Completed PSCE in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:26.514630] [INFO ] [sig ] [2554/3544] Forecasting PSCH... [2025-12-02T20:39:26.514658] [INFO ] [sig ] Generating forecast for: PSCH [2025-12-02T20:39:26.514688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'. [2025-12-02T20:39:26.525921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCH'. [2025-12-02T20:39:26.526245] [INFO ] [FORECASTER] Starting predict_future for PSCH [2025-12-02T20:39:26.527060] [DEBUG] [LOCAL ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt [2025-12-02T20:39:26.527109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:26.527140] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:26.527167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:26.527223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:26.584738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:26.585353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:26.585431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:26.585464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:26.698069] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:26.698227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:26.698268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:26.698316] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:26.701679] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=94.50%) [2025-12-02T20:39:26.701946] [INFO ] [FORECASTER] Completed predict_future for PSCH [2025-12-02T20:39:26.702063] [INFO ] [sig ] PSCH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:26.841095] [INFO ] [LOCAL ] Saved forecast: PSCH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PSCH.txt [2025-12-02T20:39:26.841240] [INFO ] [sig ] [2554/3544] Completed PSCH in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:26.841286] [INFO ] [sig ] [2555/3544] Forecasting PSEC... [2025-12-02T20:39:26.841317] [INFO ] [sig ] Generating forecast for: PSEC [2025-12-02T20:39:26.841347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'. [2025-12-02T20:39:26.852316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSEC'. [2025-12-02T20:39:26.852619] [INFO ] [FORECASTER] Starting predict_future for PSEC [2025-12-02T20:39:26.853387] [DEBUG] [LOCAL ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt [2025-12-02T20:39:26.853436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:26.853468] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:26.853495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:26.853551] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:26.911212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:26.911844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:26.911920] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:26.911952] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:27.033021] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:27.033172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:27.033213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:27.033240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:27.036505] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=8.52%) [2025-12-02T20:39:27.036784] [INFO ] [FORECASTER] Completed predict_future for PSEC [2025-12-02T20:39:27.036904] [INFO ] [sig ] PSEC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:27.175437] [INFO ] [LOCAL ] Saved forecast: PSEC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSEC.txt [2025-12-02T20:39:27.175619] [INFO ] [sig ] [2555/3544] Completed PSEC in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:27.175660] [INFO ] [sig ] [2556/3544] Forecasting PSF... [2025-12-02T20:39:27.175687] [INFO ] [sig ] Generating forecast for: PSF [2025-12-02T20:39:27.175717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-12-02T20:39:27.187116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSF'. [2025-12-02T20:39:27.187458] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-12-02T20:39:27.188259] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-12-02T20:39:27.188308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:27.188339] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:27.188363] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:27.188417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:27.243246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:27.244073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:27.244151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:27.244202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:27.359635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:27.359782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:27.359822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:27.359880] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:27.363122] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=42.79%) [2025-12-02T20:39:27.363378] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-12-02T20:39:27.363504] [INFO ] [sig ] PSF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:27.501427] [INFO ] [LOCAL ] Saved forecast: PSF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSF.txt [2025-12-02T20:39:27.501559] [INFO ] [sig ] [2556/3544] Completed PSF in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:27.501613] [INFO ] [sig ] [2557/3544] Forecasting PSFE... [2025-12-02T20:39:27.501642] [INFO ] [sig ] Generating forecast for: PSFE [2025-12-02T20:39:27.501672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-12-02T20:39:27.513908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSFE'. [2025-12-02T20:39:27.514286] [INFO ] [FORECASTER] Starting predict_future for PSFE [2025-12-02T20:39:27.515110] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-12-02T20:39:27.515159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:27.515188] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:27.515212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:27.515265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:27.570567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:27.571434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:27.571517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:27.571548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:27.689871] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:27.690021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:27.690060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:27.690087] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:27.693325] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=25.95%) [2025-12-02T20:39:27.693603] [INFO ] [FORECASTER] Completed predict_future for PSFE [2025-12-02T20:39:27.693721] [INFO ] [sig ] PSFE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:27.828500] [INFO ] [LOCAL ] Saved forecast: PSFE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSFE.txt [2025-12-02T20:39:27.828636] [INFO ] [sig ] [2557/3544] Completed PSFE in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:27.828675] [INFO ] [sig ] [2558/3544] Forecasting PSHG... [2025-12-02T20:39:27.828702] [INFO ] [sig ] Generating forecast for: PSHG [2025-12-02T20:39:27.828730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'. [2025-12-02T20:39:27.840829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSHG'. [2025-12-02T20:39:27.841157] [INFO ] [FORECASTER] Starting predict_future for PSHG [2025-12-02T20:39:27.841952] [DEBUG] [LOCAL ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt [2025-12-02T20:39:27.842000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:27.842030] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:27.842065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:27.842127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:27.896312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:27.897015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:27.897099] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:27.897130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:28.013510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:28.013682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:28.013723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:28.013752] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:28.016985] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=35.23%) [2025-12-02T20:39:28.017243] [INFO ] [FORECASTER] Completed predict_future for PSHG [2025-12-02T20:39:28.017359] [INFO ] [sig ] PSHG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:28.151791] [INFO ] [LOCAL ] Saved forecast: PSHG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSHG.txt [2025-12-02T20:39:28.151919] [INFO ] [sig ] [2558/3544] Completed PSHG in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:28.151955] [INFO ] [sig ] [2559/3544] Forecasting PSN... [2025-12-02T20:39:28.151983] [INFO ] [sig ] Generating forecast for: PSN [2025-12-02T20:39:28.152013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-12-02T20:39:28.164073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSN'. [2025-12-02T20:39:28.164482] [INFO ] [FORECASTER] Starting predict_future for PSN [2025-12-02T20:39:28.165322] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-12-02T20:39:28.165376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:28.165409] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:28.165433] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:28.165488] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:28.224459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:28.225336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:28.225418] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:28.225450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:28.345777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:28.345932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:28.345973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:28.346001] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:28.349522] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=13.74%) [2025-12-02T20:39:28.349842] [INFO ] [FORECASTER] Completed predict_future for PSN [2025-12-02T20:39:28.349972] [INFO ] [sig ] PSN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:28.497702] [INFO ] [LOCAL ] Saved forecast: PSN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSN.txt [2025-12-02T20:39:28.497855] [INFO ] [sig ] [2559/3544] Completed PSN in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:28.497928] [INFO ] [sig ] [2560/3544] Forecasting PSNL... [2025-12-02T20:39:28.497964] [INFO ] [sig ] Generating forecast for: PSNL [2025-12-02T20:39:28.498001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'. [2025-12-02T20:39:28.509101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSNL'. [2025-12-02T20:39:28.509445] [INFO ] [FORECASTER] Starting predict_future for PSNL [2025-12-02T20:39:28.510359] [DEBUG] [LOCAL ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt [2025-12-02T20:39:28.510419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:28.510452] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:28.510478] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:28.510537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:28.569228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:28.570140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:28.570229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:28.570264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:28.692776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:28.692924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:28.692965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:28.692993] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:28.696323] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=29.86%) [2025-12-02T20:39:28.696612] [INFO ] [FORECASTER] Completed predict_future for PSNL [2025-12-02T20:39:28.696741] [INFO ] [sig ] PSNL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:28.840248] [INFO ] [LOCAL ] Saved forecast: PSNL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSNL.txt [2025-12-02T20:39:28.840389] [INFO ] [sig ] [2560/3544] Completed PSNL in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:28.840426] [INFO ] [sig ] [2561/3544] Forecasting PSO... [2025-12-02T20:39:28.840454] [INFO ] [sig ] Generating forecast for: PSO [2025-12-02T20:39:28.840484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'. [2025-12-02T20:39:28.851844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSO'. [2025-12-02T20:39:28.852126] [INFO ] [FORECASTER] Starting predict_future for PSO [2025-12-02T20:39:28.852912] [DEBUG] [LOCAL ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt [2025-12-02T20:39:28.852960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:28.852996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:28.853024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:28.853078] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:28.911252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:28.911887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:28.911964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:28.911995] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:29.035290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:29.035396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:29.035436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:29.035471] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:29.038945] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=46.60%) [2025-12-02T20:39:29.039235] [INFO ] [FORECASTER] Completed predict_future for PSO [2025-12-02T20:39:29.039362] [INFO ] [sig ] PSO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:29.179978] [INFO ] [LOCAL ] Saved forecast: PSO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSO.txt [2025-12-02T20:39:29.180099] [INFO ] [sig ] [2561/3544] Completed PSO in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:29.180142] [INFO ] [sig ] [2562/3544] Forecasting PSQH... [2025-12-02T20:39:29.180176] [INFO ] [sig ] Generating forecast for: PSQH [2025-12-02T20:39:29.180217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-12-02T20:39:29.191045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSQH'. [2025-12-02T20:39:29.191330] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-12-02T20:39:29.192138] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-12-02T20:39:29.192186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:29.192215] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:29.192240] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:29.192294] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:29.249025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:29.249649] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:29.249726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:29.249758] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:29.367297] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:29.367411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:29.367448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:29.367474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:29.370618] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=23.86%) [2025-12-02T20:39:29.370873] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-12-02T20:39:29.370986] [INFO ] [sig ] PSQH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:29.508124] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSQH.txt [2025-12-02T20:39:29.508238] [INFO ] [sig ] [2562/3544] Completed PSQH in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:29.508274] [INFO ] [sig ] [2563/3544] Forecasting PSTG... [2025-12-02T20:39:29.508301] [INFO ] [sig ] Generating forecast for: PSTG [2025-12-02T20:39:29.508330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-12-02T20:39:29.519028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTG'. [2025-12-02T20:39:29.519300] [INFO ] [FORECASTER] Starting predict_future for PSTG [2025-12-02T20:39:29.520086] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-12-02T20:39:29.520133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:29.520163] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:29.520190] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:29.520244] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:29.577407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:29.578074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:29.578183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:29.578215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:29.701073] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:29.701218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:29.701258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:29.701285] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:29.704686] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=18.29%) [2025-12-02T20:39:29.704950] [INFO ] [FORECASTER] Completed predict_future for PSTG [2025-12-02T20:39:29.705067] [INFO ] [sig ] PSTG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:29.849143] [INFO ] [LOCAL ] Saved forecast: PSTG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSTG.txt [2025-12-02T20:39:29.849295] [INFO ] [sig ] [2563/3544] Completed PSTG in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:29.849334] [INFO ] [sig ] [2564/3544] Forecasting PSTL... [2025-12-02T20:39:29.849362] [INFO ] [sig ] Generating forecast for: PSTL [2025-12-02T20:39:29.849392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-12-02T20:39:29.860926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTL'. [2025-12-02T20:39:29.861216] [INFO ] [FORECASTER] Starting predict_future for PSTL [2025-12-02T20:39:29.862014] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-12-02T20:39:29.862064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:29.862095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:29.862122] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:29.862178] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:29.919563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:29.920229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:29.920315] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:29.920347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:30.040141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:30.040287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:30.040326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:30.040354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:30.043550] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=92.04%) [2025-12-02T20:39:30.043822] [INFO ] [FORECASTER] Completed predict_future for PSTL [2025-12-02T20:39:30.043938] [INFO ] [sig ] PSTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:30.183003] [INFO ] [LOCAL ] Saved forecast: PSTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PSTL.txt [2025-12-02T20:39:30.183132] [INFO ] [sig ] [2564/3544] Completed PSTL in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:30.183169] [INFO ] [sig ] [2565/3544] Forecasting PSX... [2025-12-02T20:39:30.183197] [INFO ] [sig ] Generating forecast for: PSX [2025-12-02T20:39:30.183226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-12-02T20:39:30.194297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSX'. [2025-12-02T20:39:30.194596] [INFO ] [FORECASTER] Starting predict_future for PSX [2025-12-02T20:39:30.195358] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-12-02T20:39:30.195406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:30.195437] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:30.195462] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:30.195516] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:30.251158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:30.251814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:30.251904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:30.251948] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:30.375973] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:30.376107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:30.376144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:30.376171] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:30.379396] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=13.09%) [2025-12-02T20:39:30.379670] [INFO ] [FORECASTER] Completed predict_future for PSX [2025-12-02T20:39:30.379790] [INFO ] [sig ] PSX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:30.514964] [INFO ] [LOCAL ] Saved forecast: PSX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PSX.txt [2025-12-02T20:39:30.515068] [INFO ] [sig ] [2565/3544] Completed PSX in 0.3s | 2.98 sym/s | Total: 14.3m | ETA: 5.5m [2025-12-02T20:39:30.515103] [INFO ] [sig ] [2566/3544] Forecasting PTA... [2025-12-02T20:39:30.515130] [INFO ] [sig ] Generating forecast for: PTA [2025-12-02T20:39:30.515159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-12-02T20:39:30.526224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTA'. [2025-12-02T20:39:30.526512] [INFO ] [FORECASTER] Starting predict_future for PTA [2025-12-02T20:39:30.527268] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-12-02T20:39:30.527317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:30.527348] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:30.527373] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:30.527427] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:30.582469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:30.583336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:30.583420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:30.583451] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:30.700483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:30.700640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:30.700679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:30.700707] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:30.703909] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=10.00%) [2025-12-02T20:39:30.704167] [INFO ] [FORECASTER] Completed predict_future for PTA [2025-12-02T20:39:30.704281] [INFO ] [sig ] PTA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:30.845955] [INFO ] [LOCAL ] Saved forecast: PTA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PTA.txt [2025-12-02T20:39:30.846102] [INFO ] [sig ] [2566/3544] Completed PTA in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.5m [2025-12-02T20:39:30.846147] [INFO ] [sig ] [2567/3544] Forecasting PTC... [2025-12-02T20:39:30.846183] [INFO ] [sig ] Generating forecast for: PTC [2025-12-02T20:39:30.846225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'. [2025-12-02T20:39:30.857084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTC'. [2025-12-02T20:39:30.857360] [INFO ] [FORECASTER] Starting predict_future for PTC [2025-12-02T20:39:30.858148] [DEBUG] [LOCAL ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt [2025-12-02T20:39:30.858197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:30.858232] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:30.858258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:30.858312] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:30.914183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:30.914787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:30.914860] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:30.914891] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:31.038314] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:31.038458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:31.038496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:31.038522] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:31.041744] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=84.76%) [2025-12-02T20:39:31.041999] [INFO ] [FORECASTER] Completed predict_future for PTC [2025-12-02T20:39:31.042112] [INFO ] [sig ] PTC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:31.176995] [INFO ] [LOCAL ] Saved forecast: PTC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PTC.txt [2025-12-02T20:39:31.177113] [INFO ] [sig ] [2567/3544] Completed PTC in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.5m [2025-12-02T20:39:31.177150] [INFO ] [sig ] [2568/3544] Forecasting PTEN... [2025-12-02T20:39:31.177178] [INFO ] [sig ] Generating forecast for: PTEN [2025-12-02T20:39:31.177207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'. [2025-12-02T20:39:31.188121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTEN'. [2025-12-02T20:39:31.188434] [INFO ] [FORECASTER] Starting predict_future for PTEN [2025-12-02T20:39:31.189234] [DEBUG] [LOCAL ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt [2025-12-02T20:39:31.189284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:31.189315] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:31.189342] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:31.189398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:31.245732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:31.246393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:31.246471] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:31.246503] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:31.358845] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:31.358962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:31.358998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:31.359025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:31.362197] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=2.59%) [2025-12-02T20:39:31.362450] [INFO ] [FORECASTER] Completed predict_future for PTEN [2025-12-02T20:39:31.362659] [INFO ] [sig ] PTEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:31.527292] [INFO ] [LOCAL ] Saved forecast: PTEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PTEN.txt [2025-12-02T20:39:31.527438] [INFO ] [sig ] [2568/3544] Completed PTEN in 0.4s | 2.98 sym/s | Total: 14.4m | ETA: 5.5m [2025-12-02T20:39:31.527475] [INFO ] [sig ] [2569/3544] Forecasting PTF... [2025-12-02T20:39:31.527505] [INFO ] [sig ] Generating forecast for: PTF [2025-12-02T20:39:31.527536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'. [2025-12-02T20:39:31.540172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTF'. [2025-12-02T20:39:31.540507] [INFO ] [FORECASTER] Starting predict_future for PTF [2025-12-02T20:39:31.541507] [DEBUG] [LOCAL ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt [2025-12-02T20:39:31.541566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:31.541631] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:31.541665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:31.541743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:31.600716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:31.601603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:31.601681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:31.601712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:31.723889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:31.724033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:31.724071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:31.724098] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:31.727352] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=5.89%) [2025-12-02T20:39:31.727625] [INFO ] [FORECASTER] Completed predict_future for PTF [2025-12-02T20:39:31.727741] [INFO ] [sig ] PTF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:31.867055] [INFO ] [LOCAL ] Saved forecast: PTF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PTF.txt [2025-12-02T20:39:31.867202] [INFO ] [sig ] [2569/3544] Completed PTF in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.5m [2025-12-02T20:39:31.867239] [INFO ] [sig ] [2570/3544] Forecasting PTGX... [2025-12-02T20:39:31.867266] [INFO ] [sig ] Generating forecast for: PTGX [2025-12-02T20:39:31.867297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'. [2025-12-02T20:39:31.878613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTGX'. [2025-12-02T20:39:31.878894] [INFO ] [FORECASTER] Starting predict_future for PTGX [2025-12-02T20:39:31.879727] [DEBUG] [LOCAL ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt [2025-12-02T20:39:31.879777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:31.879842] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:31.879881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:31.879960] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:31.935861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:31.936687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:31.936769] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:31.936800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:32.056061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:32.056212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:32.056260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:32.056292] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:32.059611] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=7.23%) [2025-12-02T20:39:32.059867] [INFO ] [FORECASTER] Completed predict_future for PTGX [2025-12-02T20:39:32.059982] [INFO ] [sig ] PTGX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:32.197028] [INFO ] [LOCAL ] Saved forecast: PTGX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PTGX.txt [2025-12-02T20:39:32.197176] [INFO ] [sig ] [2570/3544] Completed PTGX in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:32.197212] [INFO ] [sig ] [2571/3544] Forecasting PTH... [2025-12-02T20:39:32.197241] [INFO ] [sig ] Generating forecast for: PTH [2025-12-02T20:39:32.197270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'. [2025-12-02T20:39:32.208437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTH'. [2025-12-02T20:39:32.208807] [INFO ] [FORECASTER] Starting predict_future for PTH [2025-12-02T20:39:32.209610] [DEBUG] [LOCAL ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt [2025-12-02T20:39:32.209673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:32.209704] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:32.209730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:32.209785] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:32.265210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:32.266002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:32.266081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:32.266112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:32.373171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:32.373326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:32.373379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:32.373412] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:32.376860] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=13.35%) [2025-12-02T20:39:32.377141] [INFO ] [FORECASTER] Completed predict_future for PTH [2025-12-02T20:39:32.377290] [INFO ] [sig ] PTH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:32.515465] [INFO ] [LOCAL ] Saved forecast: PTH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PTH.txt [2025-12-02T20:39:32.515630] [INFO ] [sig ] [2571/3544] Completed PTH in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:32.515669] [INFO ] [sig ] [2572/3544] Forecasting PTIX... [2025-12-02T20:39:32.515699] [INFO ] [sig ] Generating forecast for: PTIX [2025-12-02T20:39:32.515733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'. [2025-12-02T20:39:32.526370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTIX'. [2025-12-02T20:39:32.526657] [INFO ] [FORECASTER] Starting predict_future for PTIX [2025-12-02T20:39:32.527432] [DEBUG] [LOCAL ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt [2025-12-02T20:39:32.527480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:32.527511] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:32.527536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:32.527609] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:32.583407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:32.584249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:32.584344] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:32.584375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:32.703234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:32.703382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:32.703422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:32.703449] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:32.706797] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=77.58%) [2025-12-02T20:39:32.707058] [INFO ] [FORECASTER] Completed predict_future for PTIX [2025-12-02T20:39:32.707175] [INFO ] [sig ] PTIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:32.847224] [INFO ] [LOCAL ] Saved forecast: PTIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PTIX.txt [2025-12-02T20:39:32.847371] [INFO ] [sig ] [2572/3544] Completed PTIX in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:32.847408] [INFO ] [sig ] [2573/3544] Forecasting PTLO... [2025-12-02T20:39:32.847438] [INFO ] [sig ] Generating forecast for: PTLO [2025-12-02T20:39:32.847469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'. [2025-12-02T20:39:32.859813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTLO'. [2025-12-02T20:39:32.860207] [INFO ] [FORECASTER] Starting predict_future for PTLO [2025-12-02T20:39:32.861015] [DEBUG] [LOCAL ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt [2025-12-02T20:39:32.861063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:32.861094] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:32.861119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:32.861174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:32.916909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:32.917693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:32.917774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:32.917806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:33.036476] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:33.036643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:33.036683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:33.036750] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:33.040108] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=60.51%) [2025-12-02T20:39:33.040387] [INFO ] [FORECASTER] Completed predict_future for PTLO [2025-12-02T20:39:33.040512] [INFO ] [sig ] PTLO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:33.177451] [INFO ] [LOCAL ] Saved forecast: PTLO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PTLO.txt [2025-12-02T20:39:33.177612] [INFO ] [sig ] [2573/3544] Completed PTLO in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:33.177651] [INFO ] [sig ] [2574/3544] Forecasting PTNQ... [2025-12-02T20:39:33.177680] [INFO ] [sig ] Generating forecast for: PTNQ [2025-12-02T20:39:33.177709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'. [2025-12-02T20:39:33.188397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'. [2025-12-02T20:39:33.188708] [INFO ] [FORECASTER] Starting predict_future for PTNQ [2025-12-02T20:39:33.189460] [DEBUG] [LOCAL ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt [2025-12-02T20:39:33.189509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:33.189538] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:33.189564] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:33.189649] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:33.245175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:33.246016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:33.246096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:33.246126] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:33.365161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:33.365305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:33.365343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:33.365370] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:33.369008] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=9.15%) [2025-12-02T20:39:33.369269] [INFO ] [FORECASTER] Completed predict_future for PTNQ [2025-12-02T20:39:33.369385] [INFO ] [sig ] PTNQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:33.511526] [INFO ] [LOCAL ] Saved forecast: PTNQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PTNQ.txt [2025-12-02T20:39:33.511707] [INFO ] [sig ] [2574/3544] Completed PTNQ in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:33.511752] [INFO ] [sig ] [2575/3544] Forecasting PTON... [2025-12-02T20:39:33.511783] [INFO ] [sig ] Generating forecast for: PTON [2025-12-02T20:39:33.511811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'. [2025-12-02T20:39:33.522621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTON'. [2025-12-02T20:39:33.522926] [INFO ] [FORECASTER] Starting predict_future for PTON [2025-12-02T20:39:33.523757] [DEBUG] [LOCAL ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt [2025-12-02T20:39:33.523807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:33.523838] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:33.523864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:33.523920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:33.580088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:33.580961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:33.581045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:33.581077] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:33.702222] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:33.702369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:33.702408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:33.702435] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:33.705852] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=95.99%) [2025-12-02T20:39:33.706107] [INFO ] [FORECASTER] Completed predict_future for PTON [2025-12-02T20:39:33.706232] [INFO ] [sig ] PTON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:33.846468] [INFO ] [LOCAL ] Saved forecast: PTON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PTON.txt [2025-12-02T20:39:33.846636] [INFO ] [sig ] [2575/3544] Completed PTON in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:33.846674] [INFO ] [sig ] [2576/3544] Forecasting PTY... [2025-12-02T20:39:33.846703] [INFO ] [sig ] Generating forecast for: PTY [2025-12-02T20:39:33.846732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-12-02T20:39:33.858562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTY'. [2025-12-02T20:39:33.858940] [INFO ] [FORECASTER] Starting predict_future for PTY [2025-12-02T20:39:33.859734] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-12-02T20:39:33.859783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:33.859814] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:33.859839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:33.859894] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:33.916307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:33.917124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:33.917203] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:33.917235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:34.038325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:34.038476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:34.038518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:34.038546] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:34.041926] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=0.95%) [2025-12-02T20:39:34.042245] [INFO ] [FORECASTER] Completed predict_future for PTY [2025-12-02T20:39:34.042384] [INFO ] [sig ] PTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:34.182275] [INFO ] [LOCAL ] Saved forecast: PTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PTY.txt [2025-12-02T20:39:34.182421] [INFO ] [sig ] [2576/3544] Completed PTY in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:34.182458] [INFO ] [sig ] [2577/3544] Forecasting PUBM... [2025-12-02T20:39:34.182484] [INFO ] [sig ] Generating forecast for: PUBM [2025-12-02T20:39:34.182512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'. [2025-12-02T20:39:34.193211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUBM'. [2025-12-02T20:39:34.193510] [INFO ] [FORECASTER] Starting predict_future for PUBM [2025-12-02T20:39:34.194304] [DEBUG] [LOCAL ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt [2025-12-02T20:39:34.194362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:34.194394] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:34.194420] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:34.194474] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:34.253724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:34.254559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:34.254662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:34.254695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:34.378022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:34.378178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:34.378219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:34.378247] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:34.382312] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=2.21%) [2025-12-02T20:39:34.382670] [INFO ] [FORECASTER] Completed predict_future for PUBM [2025-12-02T20:39:34.382807] [INFO ] [sig ] PUBM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:34.528204] [INFO ] [LOCAL ] Saved forecast: PUBM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PUBM.txt [2025-12-02T20:39:34.528353] [INFO ] [sig ] [2577/3544] Completed PUBM in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:34.528392] [INFO ] [sig ] [2578/3544] Forecasting PUK... [2025-12-02T20:39:34.528419] [INFO ] [sig ] Generating forecast for: PUK [2025-12-02T20:39:34.528448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-12-02T20:39:34.539964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUK'. [2025-12-02T20:39:34.540324] [INFO ] [FORECASTER] Starting predict_future for PUK [2025-12-02T20:39:34.541145] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-12-02T20:39:34.541194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:34.541226] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:34.541253] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:34.541309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:34.609016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:34.609799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:34.609877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:34.609910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:34.727712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:34.727846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:34.727923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:34.727954] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:34.731154] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=5.13%) [2025-12-02T20:39:34.731413] [INFO ] [FORECASTER] Completed predict_future for PUK [2025-12-02T20:39:34.731528] [INFO ] [sig ] PUK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:34.871340] [INFO ] [LOCAL ] Saved forecast: PUK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PUK.txt [2025-12-02T20:39:34.871456] [INFO ] [sig ] [2578/3544] Completed PUK in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:34.871493] [INFO ] [sig ] [2579/3544] Forecasting PUMP... [2025-12-02T20:39:34.871521] [INFO ] [sig ] Generating forecast for: PUMP [2025-12-02T20:39:34.871549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'. [2025-12-02T20:39:34.882393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUMP'. [2025-12-02T20:39:34.882677] [INFO ] [FORECASTER] Starting predict_future for PUMP [2025-12-02T20:39:34.883412] [DEBUG] [LOCAL ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt [2025-12-02T20:39:34.883460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:34.883490] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:34.883515] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:34.883569] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:34.939262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:34.939890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:34.939964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:34.939995] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:35.064202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:35.064298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:35.064336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:35.064362] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:35.067542] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=1.23%) [2025-12-02T20:39:35.067814] [INFO ] [FORECASTER] Completed predict_future for PUMP [2025-12-02T20:39:35.067948] [INFO ] [sig ] PUMP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:35.207813] [INFO ] [LOCAL ] Saved forecast: PUMP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PUMP.txt [2025-12-02T20:39:35.207952] [INFO ] [sig ] [2579/3544] Completed PUMP in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:35.207992] [INFO ] [sig ] [2580/3544] Forecasting PVH... [2025-12-02T20:39:35.208019] [INFO ] [sig ] Generating forecast for: PVH [2025-12-02T20:39:35.208047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-12-02T20:39:35.218628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVH'. [2025-12-02T20:39:35.218912] [INFO ] [FORECASTER] Starting predict_future for PVH [2025-12-02T20:39:35.219677] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-12-02T20:39:35.219724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:35.219754] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:35.219780] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:35.219834] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:35.275201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:35.276167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:35.276284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:35.276317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:35.396712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:35.396872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:35.396914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:35.396942] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:35.400251] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=94.37%) [2025-12-02T20:39:35.400530] [INFO ] [FORECASTER] Completed predict_future for PVH [2025-12-02T20:39:35.400665] [INFO ] [sig ] PVH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:35.539524] [INFO ] [LOCAL ] Saved forecast: PVH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PVH.txt [2025-12-02T20:39:35.539690] [INFO ] [sig ] [2580/3544] Completed PVH in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:35.539729] [INFO ] [sig ] [2581/3544] Forecasting PVL... [2025-12-02T20:39:35.539758] [INFO ] [sig ] Generating forecast for: PVL [2025-12-02T20:39:35.539786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-12-02T20:39:35.551308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVL'. [2025-12-02T20:39:35.551682] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-12-02T20:39:35.552467] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-12-02T20:39:35.552516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:35.552546] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:35.552594] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:35.552654] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:35.607839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:35.608708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:35.608786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:35.608817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:35.720875] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:35.721022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:35.721060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:35.721087] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:35.724345] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=26.21%) [2025-12-02T20:39:35.724629] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-12-02T20:39:35.724748] [INFO ] [sig ] PVL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:35.862146] [INFO ] [LOCAL ] Saved forecast: PVL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PVL.txt [2025-12-02T20:39:35.862291] [INFO ] [sig ] [2581/3544] Completed PVL in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:35.862331] [INFO ] [sig ] [2582/3544] Forecasting PWP... [2025-12-02T20:39:35.862360] [INFO ] [sig ] Generating forecast for: PWP [2025-12-02T20:39:35.862389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'. [2025-12-02T20:39:35.873567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PWP'. [2025-12-02T20:39:35.873924] [INFO ] [FORECASTER] Starting predict_future for PWP [2025-12-02T20:39:35.874713] [DEBUG] [LOCAL ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt [2025-12-02T20:39:35.874761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:35.874803] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:35.874829] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:35.874884] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:35.931691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:35.932521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:35.932621] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:35.932654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:36.051041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:36.051185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:36.051227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:36.051254] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:36.054690] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=65.17%) [2025-12-02T20:39:36.054977] [INFO ] [FORECASTER] Completed predict_future for PWP [2025-12-02T20:39:36.055105] [INFO ] [sig ] PWP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:36.193000] [INFO ] [LOCAL ] Saved forecast: PWP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PWP.txt [2025-12-02T20:39:36.193147] [INFO ] [sig ] [2582/3544] Completed PWP in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:36.193185] [INFO ] [sig ] [2583/3544] Forecasting PX... [2025-12-02T20:39:36.193213] [INFO ] [sig ] Generating forecast for: PX [2025-12-02T20:39:36.193241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-12-02T20:39:36.205092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PX'. [2025-12-02T20:39:36.205471] [INFO ] [FORECASTER] Starting predict_future for PX [2025-12-02T20:39:36.206291] [DEBUG] [LOCAL ] No optimal features file found for PX: ./output/feature-sets/PX.txt [2025-12-02T20:39:36.206346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:36.206378] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:36.206405] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:36.206461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:36.261819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:36.262593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:36.262670] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:36.262701] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:36.386452] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:36.386796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:36.386836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:36.386863] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:36.390091] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-12-02T20:39:36.390345] [INFO ] [FORECASTER] Completed predict_future for PX [2025-12-02T20:39:36.390459] [INFO ] [sig ] PX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:36.527910] [INFO ] [LOCAL ] Saved forecast: PX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PX.txt [2025-12-02T20:39:36.528084] [INFO ] [sig ] [2583/3544] Completed PX in 0.3s | 2.98 sym/s | Total: 14.4m | ETA: 5.4m [2025-12-02T20:39:36.528135] [INFO ] [sig ] [2584/3544] Forecasting PXS... [2025-12-02T20:39:36.528173] [INFO ] [sig ] Generating forecast for: PXS [2025-12-02T20:39:36.528214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'. [2025-12-02T20:39:36.539364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PXS'. [2025-12-02T20:39:36.539908] [INFO ] [FORECASTER] Starting predict_future for PXS [2025-12-02T20:39:36.540681] [DEBUG] [LOCAL ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt [2025-12-02T20:39:36.540728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:36.540758] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:36.540784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:36.540838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:36.596478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:36.597196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:36.597272] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:36.597304] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:36.702914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:36.703044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:36.703084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:36.703111] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:36.706271] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=55.52%) [2025-12-02T20:39:36.706527] [INFO ] [FORECASTER] Completed predict_future for PXS [2025-12-02T20:39:36.706658] [INFO ] [sig ] PXS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:36.843228] [INFO ] [LOCAL ] Saved forecast: PXS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PXS.txt [2025-12-02T20:39:36.843370] [INFO ] [sig ] [2584/3544] Completed PXS in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.4m [2025-12-02T20:39:36.843405] [INFO ] [sig ] [2585/3544] Forecasting PY... [2025-12-02T20:39:36.843434] [INFO ] [sig ] Generating forecast for: PY [2025-12-02T20:39:36.843462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'. [2025-12-02T20:39:36.854599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PY'. [2025-12-02T20:39:36.854904] [INFO ] [FORECASTER] Starting predict_future for PY [2025-12-02T20:39:36.855696] [DEBUG] [LOCAL ] No optimal features file found for PY: ./output/feature-sets/PY.txt [2025-12-02T20:39:36.855744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:36.855773] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:36.855798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:36.855852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:36.912241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:36.913109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:36.913194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:36.913225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:37.015112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:37.015263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:37.015303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:37.015331] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:37.018685] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=98.83%) [2025-12-02T20:39:37.018952] [INFO ] [FORECASTER] Completed predict_future for PY [2025-12-02T20:39:37.019071] [INFO ] [sig ] PY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:37.155162] [INFO ] [LOCAL ] Saved forecast: PY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PY.txt [2025-12-02T20:39:37.155285] [INFO ] [sig ] [2585/3544] Completed PY in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.4m [2025-12-02T20:39:37.155322] [INFO ] [sig ] [2586/3544] Forecasting PYPL... [2025-12-02T20:39:37.155357] [INFO ] [sig ] Generating forecast for: PYPL [2025-12-02T20:39:37.155386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'. [2025-12-02T20:39:37.166645] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYPL'. [2025-12-02T20:39:37.166933] [INFO ] [FORECASTER] Starting predict_future for PYPL [2025-12-02T20:39:37.167710] [DEBUG] [LOCAL ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt [2025-12-02T20:39:37.167759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:37.167790] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:37.167816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:37.167869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:37.222992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:37.223639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:37.223712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:37.223743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:37.337819] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:37.337986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:37.338024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:37.338051] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:37.341290] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=99.68%) [2025-12-02T20:39:37.341551] [INFO ] [FORECASTER] Completed predict_future for PYPL [2025-12-02T20:39:37.341684] [INFO ] [sig ] PYPL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:37.478230] [INFO ] [LOCAL ] Saved forecast: PYPL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PYPL.txt [2025-12-02T20:39:37.478387] [INFO ] [sig ] [2586/3544] Completed PYPL in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.4m [2025-12-02T20:39:37.478424] [INFO ] [sig ] [2587/3544] Forecasting PYXS... [2025-12-02T20:39:37.478453] [INFO ] [sig ] Generating forecast for: PYXS [2025-12-02T20:39:37.478483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'. [2025-12-02T20:39:37.489966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYXS'. [2025-12-02T20:39:37.490267] [INFO ] [FORECASTER] Starting predict_future for PYXS [2025-12-02T20:39:37.491040] [DEBUG] [LOCAL ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt [2025-12-02T20:39:37.491088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:37.491144] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:37.491171] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:37.491226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:37.546226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:37.547067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:37.547155] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:37.547187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:37.666371] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:37.666512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:37.666551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:37.666594] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:37.669828] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=17.67%) [2025-12-02T20:39:37.670083] [INFO ] [FORECASTER] Completed predict_future for PYXS [2025-12-02T20:39:37.670198] [INFO ] [sig ] PYXS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:37.805197] [INFO ] [LOCAL ] Saved forecast: PYXS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/PYXS.txt [2025-12-02T20:39:37.805320] [INFO ] [sig ] [2587/3544] Completed PYXS in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.4m [2025-12-02T20:39:37.805356] [INFO ] [sig ] [2588/3544] Forecasting PZZA... [2025-12-02T20:39:37.805384] [INFO ] [sig ] Generating forecast for: PZZA [2025-12-02T20:39:37.805412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'. [2025-12-02T20:39:37.816385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PZZA'. [2025-12-02T20:39:37.816682] [INFO ] [FORECASTER] Starting predict_future for PZZA [2025-12-02T20:39:37.817456] [DEBUG] [LOCAL ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt [2025-12-02T20:39:37.817504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:37.817535] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:37.817561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:37.817639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:37.873597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:37.874215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:37.874298] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:37.874336] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:37.991636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:37.991784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:37.991824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:37.991851] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:37.995098] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=63.64%) [2025-12-02T20:39:37.995353] [INFO ] [FORECASTER] Completed predict_future for PZZA [2025-12-02T20:39:37.995467] [INFO ] [sig ] PZZA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:38.130741] [INFO ] [LOCAL ] Saved forecast: PZZA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/PZZA.txt [2025-12-02T20:39:38.130869] [INFO ] [sig ] [2588/3544] Completed PZZA in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:38.130905] [INFO ] [sig ] [2589/3544] Forecasting QBTS... [2025-12-02T20:39:38.130933] [INFO ] [sig ] Generating forecast for: QBTS [2025-12-02T20:39:38.130961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'. [2025-12-02T20:39:38.143299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QBTS'. [2025-12-02T20:39:38.143717] [INFO ] [FORECASTER] Starting predict_future for QBTS [2025-12-02T20:39:38.144536] [DEBUG] [LOCAL ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt [2025-12-02T20:39:38.144602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:38.144638] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:38.144664] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:38.144718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:38.202931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:38.203857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:38.203940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:38.203973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:38.330032] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:38.330188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:38.330229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:38.330273] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:38.333556] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=85.12%) [2025-12-02T20:39:38.333836] [INFO ] [FORECASTER] Completed predict_future for QBTS [2025-12-02T20:39:38.333953] [INFO ] [sig ] QBTS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:38.474663] [INFO ] [LOCAL ] Saved forecast: QBTS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QBTS.txt [2025-12-02T20:39:38.474818] [INFO ] [sig ] [2589/3544] Completed QBTS in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:38.474858] [INFO ] [sig ] [2590/3544] Forecasting QCLN... [2025-12-02T20:39:38.474886] [INFO ] [sig ] Generating forecast for: QCLN [2025-12-02T20:39:38.474922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'. [2025-12-02T20:39:38.486821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCLN'. [2025-12-02T20:39:38.487170] [INFO ] [FORECASTER] Starting predict_future for QCLN [2025-12-02T20:39:38.487991] [DEBUG] [LOCAL ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt [2025-12-02T20:39:38.488040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:38.488070] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:38.488095] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:38.488148] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:38.545785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:38.546600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:38.546681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:38.546712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:38.667733] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:38.667903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:38.667946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:38.668008] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:38.671300] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=54.04%) [2025-12-02T20:39:38.671742] [INFO ] [FORECASTER] Completed predict_future for QCLN [2025-12-02T20:39:38.671864] [INFO ] [sig ] QCLN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:38.808514] [INFO ] [LOCAL ] Saved forecast: QCLN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QCLN.txt [2025-12-02T20:39:38.808678] [INFO ] [sig ] [2590/3544] Completed QCLN in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:38.808716] [INFO ] [sig ] [2591/3544] Forecasting QCOM... [2025-12-02T20:39:38.808745] [INFO ] [sig ] Generating forecast for: QCOM [2025-12-02T20:39:38.808773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'. [2025-12-02T20:39:38.821022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCOM'. [2025-12-02T20:39:38.821386] [INFO ] [FORECASTER] Starting predict_future for QCOM [2025-12-02T20:39:38.822229] [DEBUG] [LOCAL ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt [2025-12-02T20:39:38.822280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:38.822313] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:38.822339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:38.822393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:38.878464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:38.879286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:38.879366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:38.879414] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:38.996443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:38.996611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:38.996653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:38.996681] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:39.000148] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=11.21%) [2025-12-02T20:39:39.000445] [INFO ] [FORECASTER] Completed predict_future for QCOM [2025-12-02T20:39:39.000611] [INFO ] [sig ] QCOM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:39.146156] [INFO ] [LOCAL ] Saved forecast: QCOM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QCOM.txt [2025-12-02T20:39:39.146309] [INFO ] [sig ] [2591/3544] Completed QCOM in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:39.146347] [INFO ] [sig ] [2592/3544] Forecasting QCRH... [2025-12-02T20:39:39.146377] [INFO ] [sig ] Generating forecast for: QCRH [2025-12-02T20:39:39.146407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'. [2025-12-02T20:39:39.157507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCRH'. [2025-12-02T20:39:39.157864] [INFO ] [FORECASTER] Starting predict_future for QCRH [2025-12-02T20:39:39.158697] [DEBUG] [LOCAL ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt [2025-12-02T20:39:39.158746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:39.158777] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:39.158803] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:39.158859] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:39.214601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:39.215434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:39.215514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:39.215545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:39.332316] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:39.332466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:39.332506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:39.332534] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:39.335806] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=72.28%) [2025-12-02T20:39:39.336067] [INFO ] [FORECASTER] Completed predict_future for QCRH [2025-12-02T20:39:39.336182] [INFO ] [sig ] QCRH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:39.474607] [INFO ] [LOCAL ] Saved forecast: QCRH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QCRH.txt [2025-12-02T20:39:39.474768] [INFO ] [sig ] [2592/3544] Completed QCRH in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:39.474808] [INFO ] [sig ] [2593/3544] Forecasting QD... [2025-12-02T20:39:39.474835] [INFO ] [sig ] Generating forecast for: QD [2025-12-02T20:39:39.474864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-12-02T20:39:39.485663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QD'. [2025-12-02T20:39:39.486010] [INFO ] [FORECASTER] Starting predict_future for QD [2025-12-02T20:39:39.486815] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-12-02T20:39:39.486864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:39.486893] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:39.486918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:39.486984] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:39.542046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:39.542810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:39.542889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:39.542919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:39.656543] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:39.656707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:39.656747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:39.656774] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:39.660084] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=64.85%) [2025-12-02T20:39:39.660344] [INFO ] [FORECASTER] Completed predict_future for QD [2025-12-02T20:39:39.660483] [INFO ] [sig ] QD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:39.796912] [INFO ] [LOCAL ] Saved forecast: QD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QD.txt [2025-12-02T20:39:39.797035] [INFO ] [sig ] [2593/3544] Completed QD in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:39.797072] [INFO ] [sig ] [2594/3544] Forecasting QDEL... [2025-12-02T20:39:39.797100] [INFO ] [sig ] Generating forecast for: QDEL [2025-12-02T20:39:39.797128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'. [2025-12-02T20:39:39.809239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QDEL'. [2025-12-02T20:39:39.809624] [INFO ] [FORECASTER] Starting predict_future for QDEL [2025-12-02T20:39:39.810399] [DEBUG] [LOCAL ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt [2025-12-02T20:39:39.810447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:39.810478] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:39.810502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:39.810556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:39.865964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:39.866608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:39.866685] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:39.866715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:39.983179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:39.983334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:39.983377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:39.983407] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:39.986673] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=61.21%) [2025-12-02T20:39:39.986934] [INFO ] [FORECASTER] Completed predict_future for QDEL [2025-12-02T20:39:39.987053] [INFO ] [sig ] QDEL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:40.123011] [INFO ] [LOCAL ] Saved forecast: QDEL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QDEL.txt [2025-12-02T20:39:40.123140] [INFO ] [sig ] [2594/3544] Completed QDEL in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:40.123179] [INFO ] [sig ] [2595/3544] Forecasting QFIN... [2025-12-02T20:39:40.123207] [INFO ] [sig ] Generating forecast for: QFIN [2025-12-02T20:39:40.123236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'. [2025-12-02T20:39:40.134847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QFIN'. [2025-12-02T20:39:40.135244] [INFO ] [FORECASTER] Starting predict_future for QFIN [2025-12-02T20:39:40.136119] [DEBUG] [LOCAL ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt [2025-12-02T20:39:40.136182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:40.136215] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:40.136242] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:40.136298] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:40.191988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:40.192886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:40.192974] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:40.193005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:40.315660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:40.315808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:40.315850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:40.315877] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:40.320084] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=57.78%) [2025-12-02T20:39:40.320547] [INFO ] [FORECASTER] Completed predict_future for QFIN [2025-12-02T20:39:40.320736] [INFO ] [sig ] QFIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:40.464778] [INFO ] [LOCAL ] Saved forecast: QFIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QFIN.txt [2025-12-02T20:39:40.464945] [INFO ] [sig ] [2595/3544] Completed QFIN in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:40.464984] [INFO ] [sig ] [2596/3544] Forecasting QGEN... [2025-12-02T20:39:40.465014] [INFO ] [sig ] Generating forecast for: QGEN [2025-12-02T20:39:40.465043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-12-02T20:39:40.476877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QGEN'. [2025-12-02T20:39:40.477261] [INFO ] [FORECASTER] Starting predict_future for QGEN [2025-12-02T20:39:40.478099] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-12-02T20:39:40.478149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:40.478180] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:40.478206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:40.478262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:40.536466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:40.537295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:40.537401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:40.537435] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:40.657200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:40.657348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:40.657390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:40.657419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:40.660660] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=55.06%) [2025-12-02T20:39:40.660914] [INFO ] [FORECASTER] Completed predict_future for QGEN [2025-12-02T20:39:40.661030] [INFO ] [sig ] QGEN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:40.797377] [INFO ] [LOCAL ] Saved forecast: QGEN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QGEN.txt [2025-12-02T20:39:40.797496] [INFO ] [sig ] [2596/3544] Completed QGEN in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:40.797533] [INFO ] [sig ] [2597/3544] Forecasting QLYS... [2025-12-02T20:39:40.797561] [INFO ] [sig ] Generating forecast for: QLYS [2025-12-02T20:39:40.797611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'. [2025-12-02T20:39:40.822468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QLYS'. [2025-12-02T20:39:40.822754] [INFO ] [FORECASTER] Starting predict_future for QLYS [2025-12-02T20:39:40.823505] [DEBUG] [LOCAL ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt [2025-12-02T20:39:40.823553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:40.823601] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:40.823645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:40.823700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:40.878624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:40.879221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:40.879321] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:40.879353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:40.994598] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:40.994742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:40.994781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:40.994808] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:40.998022] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=25.24%) [2025-12-02T20:39:40.998275] [INFO ] [FORECASTER] Completed predict_future for QLYS [2025-12-02T20:39:40.998389] [INFO ] [sig ] QLYS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:41.134831] [INFO ] [LOCAL ] Saved forecast: QLYS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QLYS.txt [2025-12-02T20:39:41.134948] [INFO ] [sig ] [2597/3544] Completed QLYS in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:41.134983] [INFO ] [sig ] [2598/3544] Forecasting QMCO... [2025-12-02T20:39:41.135012] [INFO ] [sig ] Generating forecast for: QMCO [2025-12-02T20:39:41.135040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'. [2025-12-02T20:39:41.145399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMCO'. [2025-12-02T20:39:41.145688] [INFO ] [FORECASTER] Starting predict_future for QMCO [2025-12-02T20:39:41.146418] [DEBUG] [LOCAL ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt [2025-12-02T20:39:41.146466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:41.146495] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:41.146521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:41.146602] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:41.201027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:41.201666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:41.201740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:41.201770] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:41.317991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:41.318141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:41.318180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:41.318207] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:41.321426] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=19.68%) [2025-12-02T20:39:41.321700] [INFO ] [FORECASTER] Completed predict_future for QMCO [2025-12-02T20:39:41.321816] [INFO ] [sig ] QMCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:41.458235] [INFO ] [LOCAL ] Saved forecast: QMCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QMCO.txt [2025-12-02T20:39:41.458365] [INFO ] [sig ] [2598/3544] Completed QMCO in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:41.458402] [INFO ] [sig ] [2599/3544] Forecasting QMOM... [2025-12-02T20:39:41.458431] [INFO ] [sig ] Generating forecast for: QMOM [2025-12-02T20:39:41.458458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'. [2025-12-02T20:39:41.468970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMOM'. [2025-12-02T20:39:41.469246] [INFO ] [FORECASTER] Starting predict_future for QMOM [2025-12-02T20:39:41.470003] [DEBUG] [LOCAL ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt [2025-12-02T20:39:41.470051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:41.470081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:41.470106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:41.470159] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:41.528092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:41.528853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:41.528933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:41.528965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:41.644024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:41.644171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:41.644210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:41.644237] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:41.647481] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=14.35%) [2025-12-02T20:39:41.647764] [INFO ] [FORECASTER] Completed predict_future for QMOM [2025-12-02T20:39:41.647896] [INFO ] [sig ] QMOM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:41.783859] [INFO ] [LOCAL ] Saved forecast: QMOM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QMOM.txt [2025-12-02T20:39:41.783995] [INFO ] [sig ] [2599/3544] Completed QMOM in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:41.784033] [INFO ] [sig ] [2600/3544] Forecasting QNCX... [2025-12-02T20:39:41.784061] [INFO ] [sig ] Generating forecast for: QNCX [2025-12-02T20:39:41.784089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'. [2025-12-02T20:39:41.795366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNCX'. [2025-12-02T20:39:41.795677] [INFO ] [FORECASTER] Starting predict_future for QNCX [2025-12-02T20:39:41.796414] [DEBUG] [LOCAL ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt [2025-12-02T20:39:41.796462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:41.796492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:41.796517] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:41.796590] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:41.851508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:41.852254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:41.852334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:41.852365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:41.966949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:41.967092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:41.967130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:41.967158] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:41.970506] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=67.72%) [2025-12-02T20:39:41.970786] [INFO ] [FORECASTER] Completed predict_future for QNCX [2025-12-02T20:39:41.970903] [INFO ] [sig ] QNCX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:42.108166] [INFO ] [LOCAL ] Saved forecast: QNCX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QNCX.txt [2025-12-02T20:39:42.108320] [INFO ] [sig ] [2600/3544] Completed QNCX in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:42.108358] [INFO ] [sig ] [2601/3544] Forecasting QNTM... [2025-12-02T20:39:42.108387] [INFO ] [sig ] Generating forecast for: QNTM [2025-12-02T20:39:42.108415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'. [2025-12-02T20:39:42.119122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNTM'. [2025-12-02T20:39:42.119408] [INFO ] [FORECASTER] Starting predict_future for QNTM [2025-12-02T20:39:42.120169] [DEBUG] [LOCAL ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt [2025-12-02T20:39:42.120218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:42.120248] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:42.120273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:42.120330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:42.175560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:42.176202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:42.176275] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:42.176305] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:42.307196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:42.307341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:42.307379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:42.307406] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:42.310673] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=64.98%) [2025-12-02T20:39:42.310931] [INFO ] [FORECASTER] Completed predict_future for QNTM [2025-12-02T20:39:42.311046] [INFO ] [sig ] QNTM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:42.453676] [INFO ] [LOCAL ] Saved forecast: QNTM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QNTM.txt [2025-12-02T20:39:42.453801] [INFO ] [sig ] [2601/3544] Completed QNTM in 0.3s | 2.98 sym/s | Total: 14.5m | ETA: 5.3m [2025-12-02T20:39:42.453837] [INFO ] [sig ] [2602/3544] Forecasting QQMG... [2025-12-02T20:39:42.453866] [INFO ] [sig ] Generating forecast for: QQMG [2025-12-02T20:39:42.453894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'. [2025-12-02T20:39:42.465343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQMG'. [2025-12-02T20:39:42.465682] [INFO ] [FORECASTER] Starting predict_future for QQMG [2025-12-02T20:39:42.466425] [DEBUG] [LOCAL ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt [2025-12-02T20:39:42.466473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:42.466504] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:42.466530] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:42.466608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:42.524948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:42.525661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:42.525747] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:42.525795] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:42.643952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:42.644118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:42.644160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:42.644192] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:42.647816] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=88.00%) [2025-12-02T20:39:42.648142] [INFO ] [FORECASTER] Completed predict_future for QQMG [2025-12-02T20:39:42.648271] [INFO ] [sig ] QQMG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:42.812517] [INFO ] [LOCAL ] Saved forecast: QQMG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QQMG.txt [2025-12-02T20:39:42.812684] [INFO ] [sig ] [2602/3544] Completed QQMG in 0.4s | 2.98 sym/s | Total: 14.6m | ETA: 5.3m [2025-12-02T20:39:42.812722] [INFO ] [sig ] [2603/3544] Forecasting QQQ... [2025-12-02T20:39:42.812751] [INFO ] [sig ] Generating forecast for: QQQ [2025-12-02T20:39:42.812780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'. [2025-12-02T20:39:42.823960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQ'. [2025-12-02T20:39:42.824298] [INFO ] [FORECASTER] Starting predict_future for QQQ [2025-12-02T20:39:42.825078] [DEBUG] [LOCAL ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt [2025-12-02T20:39:42.825127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:42.825157] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:42.825183] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:42.825237] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:42.880413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:42.881254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:42.881336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:42.881366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:43.007507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:43.007703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:43.007749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:43.007785] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:43.011108] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-12-02T20:39:43.011363] [INFO ] [FORECASTER] Completed predict_future for QQQ [2025-12-02T20:39:43.011479] [INFO ] [sig ] QQQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:43.147057] [INFO ] [LOCAL ] Saved forecast: QQQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QQQ.txt [2025-12-02T20:39:43.147188] [INFO ] [sig ] [2603/3544] Completed QQQ in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.3m [2025-12-02T20:39:43.147225] [INFO ] [sig ] [2604/3544] Forecasting QQQE... [2025-12-02T20:39:43.147253] [INFO ] [sig ] Generating forecast for: QQQE [2025-12-02T20:39:43.147281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'. [2025-12-02T20:39:43.159330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQE'. [2025-12-02T20:39:43.159751] [INFO ] [FORECASTER] Starting predict_future for QQQE [2025-12-02T20:39:43.160710] [DEBUG] [LOCAL ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt [2025-12-02T20:39:43.160761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:43.160825] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:43.160853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:43.160909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:43.219447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:43.220322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:43.220407] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:43.220443] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:43.341535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:43.341720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:43.341780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:43.341819] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:43.345478] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=0.42%) [2025-12-02T20:39:43.345795] [INFO ] [FORECASTER] Completed predict_future for QQQE [2025-12-02T20:39:43.345945] [INFO ] [sig ] QQQE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:43.491592] [INFO ] [LOCAL ] Saved forecast: QQQE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QQQE.txt [2025-12-02T20:39:43.491765] [INFO ] [sig ] [2604/3544] Completed QQQE in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.3m [2025-12-02T20:39:43.491813] [INFO ] [sig ] [2605/3544] Forecasting QQQI... [2025-12-02T20:39:43.491845] [INFO ] [sig ] Generating forecast for: QQQI [2025-12-02T20:39:43.491877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'. [2025-12-02T20:39:43.503208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQI'. [2025-12-02T20:39:43.503536] [INFO ] [FORECASTER] Starting predict_future for QQQI [2025-12-02T20:39:43.504336] [DEBUG] [LOCAL ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt [2025-12-02T20:39:43.504385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:43.504415] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:43.504439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:43.504497] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:43.561438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:43.562257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:43.562334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:43.562366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:43.679138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:43.679270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:43.679310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:43.679336] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:43.682553] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=7.71%) [2025-12-02T20:39:43.682888] [INFO ] [FORECASTER] Completed predict_future for QQQI [2025-12-02T20:39:43.683043] [INFO ] [sig ] QQQI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:43.819782] [INFO ] [LOCAL ] Saved forecast: QQQI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QQQI.txt [2025-12-02T20:39:43.819915] [INFO ] [sig ] [2605/3544] Completed QQQI in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.3m [2025-12-02T20:39:43.819952] [INFO ] [sig ] [2606/3544] Forecasting QQQJ... [2025-12-02T20:39:43.819980] [INFO ] [sig ] Generating forecast for: QQQJ [2025-12-02T20:39:43.820009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'. [2025-12-02T20:39:43.830926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'. [2025-12-02T20:39:43.831215] [INFO ] [FORECASTER] Starting predict_future for QQQJ [2025-12-02T20:39:43.831981] [DEBUG] [LOCAL ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt [2025-12-02T20:39:43.832043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:43.832083] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:43.832117] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:43.832186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:43.887516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:43.888465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:43.888548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:43.888599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:44.010560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:44.010723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:44.010764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:44.010791] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:44.014145] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=11.18%) [2025-12-02T20:39:44.014431] [INFO ] [FORECASTER] Completed predict_future for QQQJ [2025-12-02T20:39:44.014553] [INFO ] [sig ] QQQJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:44.158066] [INFO ] [LOCAL ] Saved forecast: QQQJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QQQJ.txt [2025-12-02T20:39:44.158255] [INFO ] [sig ] [2606/3544] Completed QQQJ in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:44.158309] [INFO ] [sig ] [2607/3544] Forecasting QQQM... [2025-12-02T20:39:44.158338] [INFO ] [sig ] Generating forecast for: QQQM [2025-12-02T20:39:44.158372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'. [2025-12-02T20:39:44.170174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQM'. [2025-12-02T20:39:44.170542] [INFO ] [FORECASTER] Starting predict_future for QQQM [2025-12-02T20:39:44.171349] [DEBUG] [LOCAL ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt [2025-12-02T20:39:44.171407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:44.171446] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:44.171473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:44.171529] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:44.230689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:44.231524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:44.231625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:44.231838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:44.351189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:44.351341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:44.351382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:44.351449] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:44.354821] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=63.94%) [2025-12-02T20:39:44.355101] [INFO ] [FORECASTER] Completed predict_future for QQQM [2025-12-02T20:39:44.355227] [INFO ] [sig ] QQQM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:44.496696] [INFO ] [LOCAL ] Saved forecast: QQQM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QQQM.txt [2025-12-02T20:39:44.496847] [INFO ] [sig ] [2607/3544] Completed QQQM in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:44.496885] [INFO ] [sig ] [2608/3544] Forecasting QQQX... [2025-12-02T20:39:44.496914] [INFO ] [sig ] Generating forecast for: QQQX [2025-12-02T20:39:44.496943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'. [2025-12-02T20:39:44.511429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQX'. [2025-12-02T20:39:44.511855] [INFO ] [FORECASTER] Starting predict_future for QQQX [2025-12-02T20:39:44.512670] [DEBUG] [LOCAL ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt [2025-12-02T20:39:44.512719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:44.512749] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:44.512775] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:44.512828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:44.569958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:44.570839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:44.570922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:44.570954] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:44.692002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:44.692148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:44.692187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:44.692214] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:44.695447] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-12-02T20:39:44.695719] [INFO ] [FORECASTER] Completed predict_future for QQQX [2025-12-02T20:39:44.695833] [INFO ] [sig ] QQQX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:44.833068] [INFO ] [LOCAL ] Saved forecast: QQQX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QQQX.txt [2025-12-02T20:39:44.833202] [INFO ] [sig ] [2608/3544] Completed QQQX in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:44.833238] [INFO ] [sig ] [2609/3544] Forecasting QQQY... [2025-12-02T20:39:44.833265] [INFO ] [sig ] Generating forecast for: QQQY [2025-12-02T20:39:44.833293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'. [2025-12-02T20:39:44.844845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQY'. [2025-12-02T20:39:44.845201] [INFO ] [FORECASTER] Starting predict_future for QQQY [2025-12-02T20:39:44.846075] [DEBUG] [LOCAL ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt [2025-12-02T20:39:44.846124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:44.846155] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:44.846181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:44.846236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:44.901913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:44.902723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:44.902804] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:44.902835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:45.019587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:45.019735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:45.019774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:45.019801] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:45.023051] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=74.07%) [2025-12-02T20:39:45.023326] [INFO ] [FORECASTER] Completed predict_future for QQQY [2025-12-02T20:39:45.023447] [INFO ] [sig ] QQQY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:45.159436] [INFO ] [LOCAL ] Saved forecast: QQQY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QQQY.txt [2025-12-02T20:39:45.159567] [INFO ] [sig ] [2609/3544] Completed QQQY in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:45.159631] [INFO ] [sig ] [2610/3544] Forecasting QRHC... [2025-12-02T20:39:45.159661] [INFO ] [sig ] Generating forecast for: QRHC [2025-12-02T20:39:45.159691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'. [2025-12-02T20:39:45.171752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRHC'. [2025-12-02T20:39:45.172144] [INFO ] [FORECASTER] Starting predict_future for QRHC [2025-12-02T20:39:45.173018] [DEBUG] [LOCAL ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt [2025-12-02T20:39:45.173068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:45.173099] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:45.173125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:45.173179] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:45.229920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:45.230813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:45.230893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:45.230925] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:45.347227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:45.347385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:45.347441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:45.347482] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:45.350890] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=44.50%) [2025-12-02T20:39:45.351161] [INFO ] [FORECASTER] Completed predict_future for QRHC [2025-12-02T20:39:45.351284] [INFO ] [sig ] QRHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:45.496451] [INFO ] [LOCAL ] Saved forecast: QRHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QRHC.txt [2025-12-02T20:39:45.496617] [INFO ] [sig ] [2610/3544] Completed QRHC in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:45.496658] [INFO ] [sig ] [2611/3544] Forecasting QRVO... [2025-12-02T20:39:45.496687] [INFO ] [sig ] Generating forecast for: QRVO [2025-12-02T20:39:45.496718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'. [2025-12-02T20:39:45.507840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRVO'. [2025-12-02T20:39:45.508133] [INFO ] [FORECASTER] Starting predict_future for QRVO [2025-12-02T20:39:45.508898] [DEBUG] [LOCAL ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt [2025-12-02T20:39:45.508947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:45.508977] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:45.509003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:45.509057] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:45.567461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:45.568150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:45.568229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:45.568261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:45.682807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:45.682921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:45.682956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:45.682983] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:45.686098] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=85.75%) [2025-12-02T20:39:45.686368] [INFO ] [FORECASTER] Completed predict_future for QRVO [2025-12-02T20:39:45.686489] [INFO ] [sig ] QRVO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:45.822240] [INFO ] [LOCAL ] Saved forecast: QRVO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QRVO.txt [2025-12-02T20:39:45.822374] [INFO ] [sig ] [2611/3544] Completed QRVO in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:45.822411] [INFO ] [sig ] [2612/3544] Forecasting QS... [2025-12-02T20:39:45.822440] [INFO ] [sig ] Generating forecast for: QS [2025-12-02T20:39:45.822469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-12-02T20:39:45.833524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QS'. [2025-12-02T20:39:45.833876] [INFO ] [FORECASTER] Starting predict_future for QS [2025-12-02T20:39:45.834650] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-12-02T20:39:45.834698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:45.834729] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:45.834755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:45.834809] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:45.890158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:45.890931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:45.891008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:45.891040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:46.011729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:46.011881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:46.011920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:46.011947] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:46.015255] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=92.84%) [2025-12-02T20:39:46.015528] [INFO ] [FORECASTER] Completed predict_future for QS [2025-12-02T20:39:46.015669] [INFO ] [sig ] QS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:46.153292] [INFO ] [LOCAL ] Saved forecast: QS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QS.txt [2025-12-02T20:39:46.153434] [INFO ] [sig ] [2612/3544] Completed QS in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:46.153471] [INFO ] [sig ] [2613/3544] Forecasting QSI... [2025-12-02T20:39:46.153503] [INFO ] [sig ] Generating forecast for: QSI [2025-12-02T20:39:46.153533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'. [2025-12-02T20:39:46.165091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QSI'. [2025-12-02T20:39:46.165440] [INFO ] [FORECASTER] Starting predict_future for QSI [2025-12-02T20:39:46.166221] [DEBUG] [LOCAL ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt [2025-12-02T20:39:46.166270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:46.166299] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:46.166324] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:46.166378] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:46.221811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:46.222664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:46.222744] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:46.222775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:46.345721] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:46.345884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:46.345944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:46.345972] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:46.349332] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=43.10%) [2025-12-02T20:39:46.349630] [INFO ] [FORECASTER] Completed predict_future for QSI [2025-12-02T20:39:46.349758] [INFO ] [sig ] QSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:46.489185] [INFO ] [LOCAL ] Saved forecast: QSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QSI.txt [2025-12-02T20:39:46.489333] [INFO ] [sig ] [2613/3544] Completed QSI in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:46.489370] [INFO ] [sig ] [2614/3544] Forecasting QTEC... [2025-12-02T20:39:46.489399] [INFO ] [sig ] Generating forecast for: QTEC [2025-12-02T20:39:46.489427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'. [2025-12-02T20:39:46.501218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTEC'. [2025-12-02T20:39:46.501606] [INFO ] [FORECASTER] Starting predict_future for QTEC [2025-12-02T20:39:46.502391] [DEBUG] [LOCAL ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt [2025-12-02T20:39:46.502441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:46.502471] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:46.502497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:46.502555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:46.562124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:46.562949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:46.563062] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:46.563095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:46.685338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:46.685489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:46.685528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:46.685555] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:46.688995] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=97.81%) [2025-12-02T20:39:46.689260] [INFO ] [FORECASTER] Completed predict_future for QTEC [2025-12-02T20:39:46.689383] [INFO ] [sig ] QTEC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:46.828593] [INFO ] [LOCAL ] Saved forecast: QTEC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QTEC.txt [2025-12-02T20:39:46.828740] [INFO ] [sig ] [2614/3544] Completed QTEC in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:46.828776] [INFO ] [sig ] [2615/3544] Forecasting QTRX... [2025-12-02T20:39:46.828805] [INFO ] [sig ] Generating forecast for: QTRX [2025-12-02T20:39:46.828834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'. [2025-12-02T20:39:46.840719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTRX'. [2025-12-02T20:39:46.841142] [INFO ] [FORECASTER] Starting predict_future for QTRX [2025-12-02T20:39:46.842048] [DEBUG] [LOCAL ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt [2025-12-02T20:39:46.842101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:46.842134] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:46.842161] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:46.842218] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:46.899077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:46.900030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:46.900121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:46.900155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:47.020308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:47.020458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:47.020499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:47.020530] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:47.023812] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=97.62%) [2025-12-02T20:39:47.024071] [INFO ] [FORECASTER] Completed predict_future for QTRX [2025-12-02T20:39:47.024186] [INFO ] [sig ] QTRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:47.159820] [INFO ] [LOCAL ] Saved forecast: QTRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QTRX.txt [2025-12-02T20:39:47.159950] [INFO ] [sig ] [2615/3544] Completed QTRX in 0.3s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:47.159986] [INFO ] [sig ] [2616/3544] Forecasting QTTB... [2025-12-02T20:39:47.160014] [INFO ] [sig ] Generating forecast for: QTTB [2025-12-02T20:39:47.160043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'. [2025-12-02T20:39:47.170728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTTB'. [2025-12-02T20:39:47.171002] [INFO ] [FORECASTER] Starting predict_future for QTTB [2025-12-02T20:39:47.171781] [DEBUG] [LOCAL ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt [2025-12-02T20:39:47.171830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:47.171860] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:47.171885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:47.171939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:47.227001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:47.227631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:47.227708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:47.227739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:47.347229] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:47.347373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:47.347414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:47.347442] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:47.350893] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=3.29%) [2025-12-02T20:39:47.351163] [INFO ] [FORECASTER] Completed predict_future for QTTB [2025-12-02T20:39:47.351282] [INFO ] [sig ] QTTB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:47.511296] [INFO ] [LOCAL ] Saved forecast: QTTB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QTTB.txt [2025-12-02T20:39:47.511501] [INFO ] [sig ] [2616/3544] Completed QTTB in 0.4s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:47.511591] [INFO ] [sig ] [2617/3544] Forecasting QTUM... [2025-12-02T20:39:47.511649] [INFO ] [sig ] Generating forecast for: QTUM [2025-12-02T20:39:47.511700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'. [2025-12-02T20:39:47.524597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTUM'. [2025-12-02T20:39:47.524971] [INFO ] [FORECASTER] Starting predict_future for QTUM [2025-12-02T20:39:47.525794] [DEBUG] [LOCAL ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt [2025-12-02T20:39:47.526038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:47.526081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:47.526107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:47.526161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:47.585100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:47.585989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:47.586070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:47.586104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:47.720190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:47.720355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:47.720397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:47.720425] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:47.724036] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=97.13%) [2025-12-02T20:39:47.724387] [INFO ] [FORECASTER] Completed predict_future for QTUM [2025-12-02T20:39:47.724545] [INFO ] [sig ] QTUM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:47.882945] [INFO ] [LOCAL ] Saved forecast: QTUM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QTUM.txt [2025-12-02T20:39:47.883140] [INFO ] [sig ] [2617/3544] Completed QTUM in 0.4s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:47.883181] [INFO ] [sig ] [2618/3544] Forecasting QTWO... [2025-12-02T20:39:47.883210] [INFO ] [sig ] Generating forecast for: QTWO [2025-12-02T20:39:47.883239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-12-02T20:39:47.896335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTWO'. [2025-12-02T20:39:47.896752] [INFO ] [FORECASTER] Starting predict_future for QTWO [2025-12-02T20:39:47.897557] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-12-02T20:39:47.897626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:47.897658] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:47.897683] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:47.897739] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:47.959817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:47.960719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:47.960806] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:47.960837] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:48.092056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:48.092236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:48.092309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:48.092347] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:48.095994] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=96.92%) [2025-12-02T20:39:48.096369] [INFO ] [FORECASTER] Completed predict_future for QTWO [2025-12-02T20:39:48.096528] [INFO ] [sig ] QTWO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:48.314665] [INFO ] [LOCAL ] Saved forecast: QTWO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QTWO.txt [2025-12-02T20:39:48.314832] [INFO ] [sig ] [2618/3544] Completed QTWO in 0.4s | 2.98 sym/s | Total: 14.6m | ETA: 5.2m [2025-12-02T20:39:48.314871] [INFO ] [sig ] [2619/3544] Forecasting QUAD... [2025-12-02T20:39:48.314901] [INFO ] [sig ] Generating forecast for: QUAD [2025-12-02T20:39:48.314930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-12-02T20:39:48.326730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUAD'. [2025-12-02T20:39:48.327126] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-12-02T20:39:48.327998] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-12-02T20:39:48.328050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:48.328098] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:48.328146] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:48.328212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:48.389498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:48.390401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:48.390491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:48.390522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:48.526489] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:48.526668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:48.526711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:48.526739] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:48.530318] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=32.21%) [2025-12-02T20:39:48.530614] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-12-02T20:39:48.530743] [INFO ] [sig ] QUAD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:48.724560] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QUAD.txt [2025-12-02T20:39:48.724751] [INFO ] [sig ] [2619/3544] Completed QUAD in 0.4s | 2.98 sym/s | Total: 14.7m | ETA: 5.2m [2025-12-02T20:39:48.724807] [INFO ] [sig ] [2620/3544] Forecasting QUIK... [2025-12-02T20:39:48.724859] [INFO ] [sig ] Generating forecast for: QUIK [2025-12-02T20:39:48.724898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'. [2025-12-02T20:39:48.737343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUIK'. [2025-12-02T20:39:48.737734] [INFO ] [FORECASTER] Starting predict_future for QUIK [2025-12-02T20:39:48.738608] [DEBUG] [LOCAL ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt [2025-12-02T20:39:48.738659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:48.738691] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:48.738716] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:48.738770] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:48.808850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:48.809987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:48.810097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:48.810144] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:48.935869] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:48.936040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:48.936081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:48.936108] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:48.939507] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=57.34%) [2025-12-02T20:39:48.939823] [INFO ] [FORECASTER] Completed predict_future for QUIK [2025-12-02T20:39:48.939954] [INFO ] [sig ] QUIK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:49.086010] [INFO ] [LOCAL ] Saved forecast: QUIK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QUIK.txt [2025-12-02T20:39:49.086159] [INFO ] [sig ] [2620/3544] Completed QUIK in 0.4s | 2.98 sym/s | Total: 14.7m | ETA: 5.2m [2025-12-02T20:39:49.086202] [INFO ] [sig ] [2621/3544] Forecasting QURE... [2025-12-02T20:39:49.086232] [INFO ] [sig ] Generating forecast for: QURE [2025-12-02T20:39:49.086261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'. [2025-12-02T20:39:49.097523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QURE'. [2025-12-02T20:39:49.097934] [INFO ] [FORECASTER] Starting predict_future for QURE [2025-12-02T20:39:49.098751] [DEBUG] [LOCAL ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt [2025-12-02T20:39:49.098803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:49.098861] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:49.098888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:49.098942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:49.161986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:49.163081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:49.163202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:49.163250] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:49.302698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:49.302857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:49.302898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:49.302926] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:49.306364] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=5.44%) [2025-12-02T20:39:49.306665] [INFO ] [FORECASTER] Completed predict_future for QURE [2025-12-02T20:39:49.306796] [INFO ] [sig ] QURE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:49.446130] [INFO ] [LOCAL ] Saved forecast: QURE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QURE.txt [2025-12-02T20:39:49.446252] [INFO ] [sig ] [2621/3544] Completed QURE in 0.4s | 2.98 sym/s | Total: 14.7m | ETA: 5.2m [2025-12-02T20:39:49.446289] [INFO ] [sig ] [2622/3544] Forecasting QVAL... [2025-12-02T20:39:49.446316] [INFO ] [sig ] Generating forecast for: QVAL [2025-12-02T20:39:49.446345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'. [2025-12-02T20:39:49.457063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVAL'. [2025-12-02T20:39:49.457349] [INFO ] [FORECASTER] Starting predict_future for QVAL [2025-12-02T20:39:49.458166] [DEBUG] [LOCAL ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt [2025-12-02T20:39:49.458215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:49.458246] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:49.458272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:49.458326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:49.514730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:49.515328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:49.515404] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:49.515436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:49.632538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:49.632707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:49.632753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:49.632782] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:49.636222] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=35.14%) [2025-12-02T20:39:49.636489] [INFO ] [FORECASTER] Completed predict_future for QVAL [2025-12-02T20:39:49.636649] [INFO ] [sig ] QVAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:49.781590] [INFO ] [LOCAL ] Saved forecast: QVAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QVAL.txt [2025-12-02T20:39:49.781711] [INFO ] [sig ] [2622/3544] Completed QVAL in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.2m [2025-12-02T20:39:49.781749] [INFO ] [sig ] [2623/3544] Forecasting QVCC... [2025-12-02T20:39:49.781778] [INFO ] [sig ] Generating forecast for: QVCC [2025-12-02T20:39:49.781806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-12-02T20:39:49.792765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVCC'. [2025-12-02T20:39:49.793051] [INFO ] [FORECASTER] Starting predict_future for QVCC [2025-12-02T20:39:49.793855] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-12-02T20:39:49.793903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:49.793935] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:49.793961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:49.794016] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:49.850077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:49.850670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:49.850745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:49.850776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:49.967161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:49.967280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:49.967315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:49.967342] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:49.970530] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=92.61%) [2025-12-02T20:39:49.970803] [INFO ] [FORECASTER] Completed predict_future for QVCC [2025-12-02T20:39:49.970916] [INFO ] [sig ] QVCC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:50.105750] [INFO ] [LOCAL ] Saved forecast: QVCC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/QVCC.txt [2025-12-02T20:39:50.105862] [INFO ] [sig ] [2623/3544] Completed QVCC in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.2m [2025-12-02T20:39:50.105898] [INFO ] [sig ] [2624/3544] Forecasting QYLD... [2025-12-02T20:39:50.105925] [INFO ] [sig ] Generating forecast for: QYLD [2025-12-02T20:39:50.105954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'. [2025-12-02T20:39:50.117018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLD'. [2025-12-02T20:39:50.117298] [INFO ] [FORECASTER] Starting predict_future for QYLD [2025-12-02T20:39:50.118112] [DEBUG] [LOCAL ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt [2025-12-02T20:39:50.118161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:50.118191] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:50.118217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:50.118271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:50.173505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:50.174212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:50.174287] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:50.174318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:50.296818] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:50.296985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:50.297030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:50.297121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:50.300605] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=28.11%) [2025-12-02T20:39:50.300883] [INFO ] [FORECASTER] Completed predict_future for QYLD [2025-12-02T20:39:50.301005] [INFO ] [sig ] QYLD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:50.438642] [INFO ] [LOCAL ] Saved forecast: QYLD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QYLD.txt [2025-12-02T20:39:50.438763] [INFO ] [sig ] [2624/3544] Completed QYLD in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:50.438800] [INFO ] [sig ] [2625/3544] Forecasting QYLG... [2025-12-02T20:39:50.438827] [INFO ] [sig ] Generating forecast for: QYLG [2025-12-02T20:39:50.438856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'. [2025-12-02T20:39:50.449934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLG'. [2025-12-02T20:39:50.450205] [INFO ] [FORECASTER] Starting predict_future for QYLG [2025-12-02T20:39:50.450999] [DEBUG] [LOCAL ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt [2025-12-02T20:39:50.451048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:50.451081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:50.451108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:50.451163] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:50.507097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:50.507718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:50.507792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:50.507823] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:50.624267] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:50.624408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:50.624447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:50.624473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:50.627715] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=40.71%) [2025-12-02T20:39:50.628001] [INFO ] [FORECASTER] Completed predict_future for QYLG [2025-12-02T20:39:50.628117] [INFO ] [sig ] QYLG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:50.764933] [INFO ] [LOCAL ] Saved forecast: QYLG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/QYLG.txt [2025-12-02T20:39:50.765062] [INFO ] [sig ] [2625/3544] Completed QYLG in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:50.765100] [INFO ] [sig ] [2626/3544] Forecasting RA... [2025-12-02T20:39:50.765128] [INFO ] [sig ] Generating forecast for: RA [2025-12-02T20:39:50.765158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-12-02T20:39:50.776707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RA'. [2025-12-02T20:39:50.777081] [INFO ] [FORECASTER] Starting predict_future for RA [2025-12-02T20:39:50.777950] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-12-02T20:39:50.778002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:50.778033] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:50.778059] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:50.778115] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:50.835176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:50.835970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:50.836065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:50.836099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:50.957322] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:50.957488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:50.957532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:50.957562] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:50.961023] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=46.33%) [2025-12-02T20:39:50.961297] [INFO ] [FORECASTER] Completed predict_future for RA [2025-12-02T20:39:50.961422] [INFO ] [sig ] RA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:51.100159] [INFO ] [LOCAL ] Saved forecast: RA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RA.txt [2025-12-02T20:39:51.100287] [INFO ] [sig ] [2626/3544] Completed RA in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:51.100324] [INFO ] [sig ] [2627/3544] Forecasting RACE... [2025-12-02T20:39:51.100352] [INFO ] [sig ] Generating forecast for: RACE [2025-12-02T20:39:51.100380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-12-02T20:39:51.111714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RACE'. [2025-12-02T20:39:51.112050] [INFO ] [FORECASTER] Starting predict_future for RACE [2025-12-02T20:39:51.112875] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-12-02T20:39:51.112926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:51.112957] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:51.112982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:51.113038] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:51.169202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:51.169891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:51.169971] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:51.170003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:51.293724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:51.293872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:51.293910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:51.293937] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:51.297162] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=25.48%) [2025-12-02T20:39:51.297415] [INFO ] [FORECASTER] Completed predict_future for RACE [2025-12-02T20:39:51.297534] [INFO ] [sig ] RACE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:51.436774] [INFO ] [LOCAL ] Saved forecast: RACE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RACE.txt [2025-12-02T20:39:51.436911] [INFO ] [sig ] [2627/3544] Completed RACE in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:51.436948] [INFO ] [sig ] [2628/3544] Forecasting RAIL... [2025-12-02T20:39:51.436976] [INFO ] [sig ] Generating forecast for: RAIL [2025-12-02T20:39:51.437003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'. [2025-12-02T20:39:51.451460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAIL'. [2025-12-02T20:39:51.451795] [INFO ] [FORECASTER] Starting predict_future for RAIL [2025-12-02T20:39:51.452563] [DEBUG] [LOCAL ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt [2025-12-02T20:39:51.452629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:51.452671] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:51.452698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:51.452752] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:51.510835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:51.511493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:51.511595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:51.511631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:51.640055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:51.640217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:51.640259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:51.640287] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:51.643701] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=93.54%) [2025-12-02T20:39:51.643977] [INFO ] [FORECASTER] Completed predict_future for RAIL [2025-12-02T20:39:51.644098] [INFO ] [sig ] RAIL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:51.784637] [INFO ] [LOCAL ] Saved forecast: RAIL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RAIL.txt [2025-12-02T20:39:51.784767] [INFO ] [sig ] [2628/3544] Completed RAIL in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:51.784804] [INFO ] [sig ] [2629/3544] Forecasting RAMP... [2025-12-02T20:39:51.784835] [INFO ] [sig ] Generating forecast for: RAMP [2025-12-02T20:39:51.784865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-12-02T20:39:51.795861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAMP'. [2025-12-02T20:39:51.796181] [INFO ] [FORECASTER] Starting predict_future for RAMP [2025-12-02T20:39:51.797006] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-12-02T20:39:51.797056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:51.797088] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:51.797115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:51.797172] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:51.853125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:51.853834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:51.853910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:51.853941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:51.974638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:51.974802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:51.974843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:51.974871] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:51.978292] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=52.66%) [2025-12-02T20:39:51.978564] [INFO ] [FORECASTER] Completed predict_future for RAMP [2025-12-02T20:39:51.978712] [INFO ] [sig ] RAMP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:52.118837] [INFO ] [LOCAL ] Saved forecast: RAMP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RAMP.txt [2025-12-02T20:39:52.118973] [INFO ] [sig ] [2629/3544] Completed RAMP in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:52.119010] [INFO ] [sig ] [2630/3544] Forecasting RAPP... [2025-12-02T20:39:52.119039] [INFO ] [sig ] Generating forecast for: RAPP [2025-12-02T20:39:52.119067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'. [2025-12-02T20:39:52.129892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAPP'. [2025-12-02T20:39:52.130205] [INFO ] [FORECASTER] Starting predict_future for RAPP [2025-12-02T20:39:52.130994] [DEBUG] [LOCAL ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt [2025-12-02T20:39:52.131045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:52.131077] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:52.131104] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:52.131160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:52.186723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:52.187341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:52.187417] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:52.187450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:52.310408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:52.310597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:52.310656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:52.310700] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:52.315098] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=18.98%) [2025-12-02T20:39:52.315429] [INFO ] [FORECASTER] Completed predict_future for RAPP [2025-12-02T20:39:52.315601] [INFO ] [sig ] RAPP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:52.471189] [INFO ] [LOCAL ] Saved forecast: RAPP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RAPP.txt [2025-12-02T20:39:52.471315] [INFO ] [sig ] [2630/3544] Completed RAPP in 0.4s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:52.471351] [INFO ] [sig ] [2631/3544] Forecasting RARE... [2025-12-02T20:39:52.471379] [INFO ] [sig ] Generating forecast for: RARE [2025-12-02T20:39:52.471408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'. [2025-12-02T20:39:52.482839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RARE'. [2025-12-02T20:39:52.483149] [INFO ] [FORECASTER] Starting predict_future for RARE [2025-12-02T20:39:52.483982] [DEBUG] [LOCAL ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt [2025-12-02T20:39:52.484034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:52.484065] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:52.484094] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:52.484153] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:52.542535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:52.543327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:52.543435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:52.543467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:52.664099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:52.664243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:52.664282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:52.664309] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:52.667592] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=87.94%) [2025-12-02T20:39:52.667851] [INFO ] [FORECASTER] Completed predict_future for RARE [2025-12-02T20:39:52.667984] [INFO ] [sig ] RARE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:52.811384] [INFO ] [LOCAL ] Saved forecast: RARE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RARE.txt [2025-12-02T20:39:52.811557] [INFO ] [sig ] [2631/3544] Completed RARE in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:52.811616] [INFO ] [sig ] [2632/3544] Forecasting RAVE... [2025-12-02T20:39:52.811676] [INFO ] [sig ] Generating forecast for: RAVE [2025-12-02T20:39:52.811710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'. [2025-12-02T20:39:52.823056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAVE'. [2025-12-02T20:39:52.823376] [INFO ] [FORECASTER] Starting predict_future for RAVE [2025-12-02T20:39:52.824209] [DEBUG] [LOCAL ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt [2025-12-02T20:39:52.824260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:52.824292] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:52.824318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:52.824374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:52.881698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:52.882355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:52.882434] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:52.882467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:52.997564] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:52.997726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:52.997768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:52.997796] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:53.001154] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=1.50%) [2025-12-02T20:39:53.001419] [INFO ] [FORECASTER] Completed predict_future for RAVE [2025-12-02T20:39:53.001537] [INFO ] [sig ] RAVE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:53.142107] [INFO ] [LOCAL ] Saved forecast: RAVE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RAVE.txt [2025-12-02T20:39:53.142241] [INFO ] [sig ] [2632/3544] Completed RAVE in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:53.142277] [INFO ] [sig ] [2633/3544] Forecasting RAY... [2025-12-02T20:39:53.142304] [INFO ] [sig ] Generating forecast for: RAY [2025-12-02T20:39:53.142333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'. [2025-12-02T20:39:53.152701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAY'. [2025-12-02T20:39:53.152984] [INFO ] [FORECASTER] Starting predict_future for RAY [2025-12-02T20:39:53.153786] [DEBUG] [LOCAL ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt [2025-12-02T20:39:53.153836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:53.153866] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:53.153891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:53.153947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:53.210703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:53.211422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:53.211505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:53.211548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:53.326061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:53.326207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:53.326248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:53.326275] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:53.329747] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=1.60%) [2025-12-02T20:39:53.330025] [INFO ] [FORECASTER] Completed predict_future for RAY [2025-12-02T20:39:53.330145] [INFO ] [sig ] RAY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:53.473916] [INFO ] [LOCAL ] Saved forecast: RAY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RAY.txt [2025-12-02T20:39:53.474062] [INFO ] [sig ] [2633/3544] Completed RAY in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:53.474099] [INFO ] [sig ] [2634/3544] Forecasting RBA... [2025-12-02T20:39:53.474128] [INFO ] [sig ] Generating forecast for: RBA [2025-12-02T20:39:53.474156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-12-02T20:39:53.484842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBA'. [2025-12-02T20:39:53.485149] [INFO ] [FORECASTER] Starting predict_future for RBA [2025-12-02T20:39:53.485922] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-12-02T20:39:53.485970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:53.486000] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:53.486025] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:53.486078] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:53.543673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:53.544312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:53.544388] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:53.544420] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:53.667047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:53.667192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:53.667231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:53.667259] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:53.670651] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=57.20%) [2025-12-02T20:39:53.670915] [INFO ] [FORECASTER] Completed predict_future for RBA [2025-12-02T20:39:53.671033] [INFO ] [sig ] RBA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:53.809722] [INFO ] [LOCAL ] Saved forecast: RBA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RBA.txt [2025-12-02T20:39:53.809878] [INFO ] [sig ] [2634/3544] Completed RBA in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:53.809916] [INFO ] [sig ] [2635/3544] Forecasting RBB... [2025-12-02T20:39:53.809946] [INFO ] [sig ] Generating forecast for: RBB [2025-12-02T20:39:53.809975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'. [2025-12-02T20:39:53.820540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBB'. [2025-12-02T20:39:53.820848] [INFO ] [FORECASTER] Starting predict_future for RBB [2025-12-02T20:39:53.821619] [DEBUG] [LOCAL ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt [2025-12-02T20:39:53.821669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:53.821699] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:53.821725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:53.821779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:53.879521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:53.880239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:53.880315] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:53.880346] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:54.006237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:54.006387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:54.006428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:54.006473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:54.009926] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=66.35%) [2025-12-02T20:39:54.010193] [INFO ] [FORECASTER] Completed predict_future for RBB [2025-12-02T20:39:54.010314] [INFO ] [sig ] RBB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:54.151094] [INFO ] [LOCAL ] Saved forecast: RBB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RBB.txt [2025-12-02T20:39:54.151247] [INFO ] [sig ] [2635/3544] Completed RBB in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:54.151287] [INFO ] [sig ] [2636/3544] Forecasting RBBN... [2025-12-02T20:39:54.151315] [INFO ] [sig ] Generating forecast for: RBBN [2025-12-02T20:39:54.151345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'. [2025-12-02T20:39:54.162188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBBN'. [2025-12-02T20:39:54.162517] [INFO ] [FORECASTER] Starting predict_future for RBBN [2025-12-02T20:39:54.163365] [DEBUG] [LOCAL ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt [2025-12-02T20:39:54.163417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:54.163449] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:54.163478] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:54.163536] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:54.221998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:54.222816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:54.222897] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:54.222931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:54.347500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:54.347661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:54.347703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:54.347732] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:54.351136] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=7.31%) [2025-12-02T20:39:54.351407] [INFO ] [FORECASTER] Completed predict_future for RBBN [2025-12-02T20:39:54.351530] [INFO ] [sig ] RBBN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:54.495119] [INFO ] [LOCAL ] Saved forecast: RBBN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RBBN.txt [2025-12-02T20:39:54.495276] [INFO ] [sig ] [2636/3544] Completed RBBN in 0.3s | 2.98 sym/s | Total: 14.7m | ETA: 5.1m [2025-12-02T20:39:54.495316] [INFO ] [sig ] [2637/3544] Forecasting RBC... [2025-12-02T20:39:54.495347] [INFO ] [sig ] Generating forecast for: RBC [2025-12-02T20:39:54.495378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-12-02T20:39:54.506792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBC'. [2025-12-02T20:39:54.507174] [INFO ] [FORECASTER] Starting predict_future for RBC [2025-12-02T20:39:54.508072] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-12-02T20:39:54.508123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:54.508154] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:54.508181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:54.508265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:54.565693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:54.566449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:54.566529] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:54.566561] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:54.686677] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:54.686826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:54.686868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:54.686898] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:54.690348] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=36.04%) [2025-12-02T20:39:54.690624] [INFO ] [FORECASTER] Completed predict_future for RBC [2025-12-02T20:39:54.690742] [INFO ] [sig ] RBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:54.833562] [INFO ] [LOCAL ] Saved forecast: RBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RBC.txt [2025-12-02T20:39:54.833734] [INFO ] [sig ] [2637/3544] Completed RBC in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.1m [2025-12-02T20:39:54.833780] [INFO ] [sig ] [2638/3544] Forecasting RBCAA... [2025-12-02T20:39:54.833815] [INFO ] [sig ] Generating forecast for: RBCAA [2025-12-02T20:39:54.833850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'. [2025-12-02T20:39:54.844488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'. [2025-12-02T20:39:54.844785] [INFO ] [FORECASTER] Starting predict_future for RBCAA [2025-12-02T20:39:54.845621] [DEBUG] [LOCAL ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt [2025-12-02T20:39:54.845672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:54.845730] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:54.845767] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:54.845841] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:54.902445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:54.903070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:54.903142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:54.903173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:55.013675] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:55.013828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:55.013869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:55.013896] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:55.017152] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=10.22%) [2025-12-02T20:39:55.017413] [INFO ] [FORECASTER] Completed predict_future for RBCAA [2025-12-02T20:39:55.017529] [INFO ] [sig ] RBCAA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:55.153458] [INFO ] [LOCAL ] Saved forecast: RBCAA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RBCAA.txt [2025-12-02T20:39:55.153595] [INFO ] [sig ] [2638/3544] Completed RBCAA in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.1m [2025-12-02T20:39:55.153634] [INFO ] [sig ] [2639/3544] Forecasting RBLX... [2025-12-02T20:39:55.153662] [INFO ] [sig ] Generating forecast for: RBLX [2025-12-02T20:39:55.153690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-12-02T20:39:55.164441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBLX'. [2025-12-02T20:39:55.164750] [INFO ] [FORECASTER] Starting predict_future for RBLX [2025-12-02T20:39:55.165494] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-12-02T20:39:55.165542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:55.165590] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:55.165619] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:55.165683] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:55.220912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:55.221499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:55.221588] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:55.221621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:55.343450] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:55.343599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:55.343640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:55.343667] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:55.346936] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=53.87%) [2025-12-02T20:39:55.347192] [INFO ] [FORECASTER] Completed predict_future for RBLX [2025-12-02T20:39:55.347308] [INFO ] [sig ] RBLX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:55.531018] [INFO ] [LOCAL ] Saved forecast: RBLX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RBLX.txt [2025-12-02T20:39:55.531171] [INFO ] [sig ] [2639/3544] Completed RBLX in 0.4s | 2.98 sym/s | Total: 14.8m | ETA: 5.1m [2025-12-02T20:39:55.531209] [INFO ] [sig ] [2640/3544] Forecasting RC... [2025-12-02T20:39:55.531239] [INFO ] [sig ] Generating forecast for: RC [2025-12-02T20:39:55.531267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-12-02T20:39:55.542148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RC'. [2025-12-02T20:39:55.542457] [INFO ] [FORECASTER] Starting predict_future for RC [2025-12-02T20:39:55.543282] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-12-02T20:39:55.543333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:55.543364] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:55.543390] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:55.543446] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:55.599185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:55.600004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:55.600083] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:55.600114] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:55.719661] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:55.719807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:55.719851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:55.719884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:55.723148] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=21.49%) [2025-12-02T20:39:55.723402] [INFO ] [FORECASTER] Completed predict_future for RC [2025-12-02T20:39:55.723517] [INFO ] [sig ] RC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:55.861757] [INFO ] [LOCAL ] Saved forecast: RC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RC.txt [2025-12-02T20:39:55.861877] [INFO ] [sig ] [2640/3544] Completed RC in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.1m [2025-12-02T20:39:55.861913] [INFO ] [sig ] [2641/3544] Forecasting RCEL... [2025-12-02T20:39:55.861942] [INFO ] [sig ] Generating forecast for: RCEL [2025-12-02T20:39:55.861971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'. [2025-12-02T20:39:55.872846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCEL'. [2025-12-02T20:39:55.873158] [INFO ] [FORECASTER] Starting predict_future for RCEL [2025-12-02T20:39:55.873988] [DEBUG] [LOCAL ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt [2025-12-02T20:39:55.874046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:55.874077] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:55.874101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:55.874155] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:55.931641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:55.932248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:55.932324] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:55.932355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:56.051865] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:56.052002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:56.052041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:56.052101] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:56.056472] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-12-02T20:39:56.056772] [INFO ] [FORECASTER] Completed predict_future for RCEL [2025-12-02T20:39:56.056913] [INFO ] [sig ] RCEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:56.204030] [INFO ] [LOCAL ] Saved forecast: RCEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RCEL.txt [2025-12-02T20:39:56.204245] [INFO ] [sig ] [2641/3544] Completed RCEL in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.1m [2025-12-02T20:39:56.204286] [INFO ] [sig ] [2642/3544] Forecasting RCI... [2025-12-02T20:39:56.204328] [INFO ] [sig ] Generating forecast for: RCI [2025-12-02T20:39:56.204376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-12-02T20:39:56.217512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCI'. [2025-12-02T20:39:56.218160] [INFO ] [FORECASTER] Starting predict_future for RCI [2025-12-02T20:39:56.219151] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-12-02T20:39:56.219204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:56.219237] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:56.219263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:56.219322] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:56.277005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:56.278223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:56.278329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:56.278361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:56.403331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:56.403646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:56.403702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:56.403731] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:56.408176] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=34.47%) [2025-12-02T20:39:56.408635] [INFO ] [FORECASTER] Completed predict_future for RCI [2025-12-02T20:39:56.408798] [INFO ] [sig ] RCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:56.558550] [INFO ] [LOCAL ] Saved forecast: RCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RCI.txt [2025-12-02T20:39:56.558783] [INFO ] [sig ] [2642/3544] Completed RCI in 0.4s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:56.558824] [INFO ] [sig ] [2643/3544] Forecasting RCKY... [2025-12-02T20:39:56.558854] [INFO ] [sig ] Generating forecast for: RCKY [2025-12-02T20:39:56.558884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'. [2025-12-02T20:39:56.572223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCKY'. [2025-12-02T20:39:56.572770] [INFO ] [FORECASTER] Starting predict_future for RCKY [2025-12-02T20:39:56.573720] [DEBUG] [LOCAL ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt [2025-12-02T20:39:56.573780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:56.573814] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:56.573841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:56.573901] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:56.634589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:56.635820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:56.635931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:56.635980] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:56.763967] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:56.764122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:56.764165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:56.764194] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:56.767536] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: UP (p=55.62%) [2025-12-02T20:39:56.767827] [INFO ] [FORECASTER] Completed predict_future for RCKY [2025-12-02T20:39:56.767972] [INFO ] [sig ] RCKY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:56.912265] [INFO ] [LOCAL ] Saved forecast: RCKY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RCKY.txt [2025-12-02T20:39:56.912417] [INFO ] [sig ] [2643/3544] Completed RCKY in 0.4s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:56.912456] [INFO ] [sig ] [2644/3544] Forecasting RCL... [2025-12-02T20:39:56.912486] [INFO ] [sig ] Generating forecast for: RCL [2025-12-02T20:39:56.912516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'. [2025-12-02T20:39:56.923560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCL'. [2025-12-02T20:39:56.923877] [INFO ] [FORECASTER] Starting predict_future for RCL [2025-12-02T20:39:56.924658] [DEBUG] [LOCAL ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt [2025-12-02T20:39:56.924713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:56.924752] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:56.924778] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:56.924833] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:56.983740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:56.984562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:56.984663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:56.984695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:57.112710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:57.112896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:57.112953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:57.112990] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:57.116495] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=52.94%) [2025-12-02T20:39:57.116811] [INFO ] [FORECASTER] Completed predict_future for RCL [2025-12-02T20:39:57.116937] [INFO ] [sig ] RCL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:57.259095] [INFO ] [LOCAL ] Saved forecast: RCL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RCL.txt [2025-12-02T20:39:57.259247] [INFO ] [sig ] [2644/3544] Completed RCL in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:57.259285] [INFO ] [sig ] [2645/3544] Forecasting RCS... [2025-12-02T20:39:57.259313] [INFO ] [sig ] Generating forecast for: RCS [2025-12-02T20:39:57.259342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-12-02T20:39:57.271891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCS'. [2025-12-02T20:39:57.272210] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-12-02T20:39:57.273084] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-12-02T20:39:57.273136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:57.273168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:57.273195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:57.273252] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:57.328645] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:57.329432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:57.329510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:57.329542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:57.443956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:57.444108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:57.444147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:57.444174] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:57.447414] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=89.85%) [2025-12-02T20:39:57.447690] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-12-02T20:39:57.447829] [INFO ] [sig ] RCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:57.589489] [INFO ] [LOCAL ] Saved forecast: RCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RCS.txt [2025-12-02T20:39:57.589649] [INFO ] [sig ] [2645/3544] Completed RCS in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:57.589689] [INFO ] [sig ] [2646/3544] Forecasting RCUS... [2025-12-02T20:39:57.589718] [INFO ] [sig ] Generating forecast for: RCUS [2025-12-02T20:39:57.589747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-12-02T20:39:57.601446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCUS'. [2025-12-02T20:39:57.601795] [INFO ] [FORECASTER] Starting predict_future for RCUS [2025-12-02T20:39:57.602601] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-12-02T20:39:57.602651] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:57.602681] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:57.602706] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:57.602760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:57.659090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:57.659918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:57.659998] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:57.660029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:57.784937] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:57.785085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:57.785127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:57.785155] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:57.788648] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=44.16%) [2025-12-02T20:39:57.788987] [INFO ] [FORECASTER] Completed predict_future for RCUS [2025-12-02T20:39:57.789135] [INFO ] [sig ] RCUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:57.931108] [INFO ] [LOCAL ] Saved forecast: RCUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RCUS.txt [2025-12-02T20:39:57.931227] [INFO ] [sig ] [2646/3544] Completed RCUS in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:57.931262] [INFO ] [sig ] [2647/3544] Forecasting RDCM... [2025-12-02T20:39:57.931290] [INFO ] [sig ] Generating forecast for: RDCM [2025-12-02T20:39:57.931318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'. [2025-12-02T20:39:57.941948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDCM'. [2025-12-02T20:39:57.942220] [INFO ] [FORECASTER] Starting predict_future for RDCM [2025-12-02T20:39:57.943049] [DEBUG] [LOCAL ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt [2025-12-02T20:39:57.943099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:57.943128] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:57.943152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:57.943207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:57.998660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:57.999276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:57.999352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:57.999382] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:58.116695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:58.116844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:58.116884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:58.116910] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:58.120225] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=22.36%) [2025-12-02T20:39:58.120485] [INFO ] [FORECASTER] Completed predict_future for RDCM [2025-12-02T20:39:58.120620] [INFO ] [sig ] RDCM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:58.257219] [INFO ] [LOCAL ] Saved forecast: RDCM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RDCM.txt [2025-12-02T20:39:58.257335] [INFO ] [sig ] [2647/3544] Completed RDCM in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:58.257372] [INFO ] [sig ] [2648/3544] Forecasting RDHL... [2025-12-02T20:39:58.257400] [INFO ] [sig ] Generating forecast for: RDHL [2025-12-02T20:39:58.257427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'. [2025-12-02T20:39:58.267854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDHL'. [2025-12-02T20:39:58.268150] [INFO ] [FORECASTER] Starting predict_future for RDHL [2025-12-02T20:39:58.268932] [DEBUG] [LOCAL ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt [2025-12-02T20:39:58.268979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:58.269009] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:58.269035] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:58.269090] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:58.324130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:58.324882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:58.324986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:58.325018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:58.438545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:58.438710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:58.438750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:58.438784] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:58.442004] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=4.05%) [2025-12-02T20:39:58.442258] [INFO ] [FORECASTER] Completed predict_future for RDHL [2025-12-02T20:39:58.442380] [INFO ] [sig ] RDHL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:58.580310] [INFO ] [LOCAL ] Saved forecast: RDHL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RDHL.txt [2025-12-02T20:39:58.580463] [INFO ] [sig ] [2648/3544] Completed RDHL in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:58.580500] [INFO ] [sig ] [2649/3544] Forecasting RDN... [2025-12-02T20:39:58.580530] [INFO ] [sig ] Generating forecast for: RDN [2025-12-02T20:39:58.580558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'. [2025-12-02T20:39:58.591758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDN'. [2025-12-02T20:39:58.592107] [INFO ] [FORECASTER] Starting predict_future for RDN [2025-12-02T20:39:58.592971] [DEBUG] [LOCAL ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt [2025-12-02T20:39:58.593021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:58.593053] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:58.593079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:58.593134] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:58.649463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:58.650332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:58.650423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:58.650454] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:58.768402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:58.768498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:58.768536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:58.768563] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:58.771866] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=26.00%) [2025-12-02T20:39:58.772143] [INFO ] [FORECASTER] Completed predict_future for RDN [2025-12-02T20:39:58.772273] [INFO ] [sig ] RDN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:58.908474] [INFO ] [LOCAL ] Saved forecast: RDN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RDN.txt [2025-12-02T20:39:58.908636] [INFO ] [sig ] [2649/3544] Completed RDN in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:58.908675] [INFO ] [sig ] [2650/3544] Forecasting RDVY... [2025-12-02T20:39:58.908703] [INFO ] [sig ] Generating forecast for: RDVY [2025-12-02T20:39:58.908733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'. [2025-12-02T20:39:58.919855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDVY'. [2025-12-02T20:39:58.920206] [INFO ] [FORECASTER] Starting predict_future for RDVY [2025-12-02T20:39:58.921002] [DEBUG] [LOCAL ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt [2025-12-02T20:39:58.921051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:58.921082] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:58.921107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:58.921161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:58.978677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:58.979478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:58.979556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:58.979609] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:59.103078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:59.103225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:59.103264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:59.103291] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:59.106522] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=20.44%) [2025-12-02T20:39:59.106801] [INFO ] [FORECASTER] Completed predict_future for RDVY [2025-12-02T20:39:59.106922] [INFO ] [sig ] RDVY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:59.259653] [INFO ] [LOCAL ] Saved forecast: RDVY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RDVY.txt [2025-12-02T20:39:59.259774] [INFO ] [sig ] [2650/3544] Completed RDVY in 0.4s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:59.259811] [INFO ] [sig ] [2651/3544] Forecasting RDY... [2025-12-02T20:39:59.259839] [INFO ] [sig ] Generating forecast for: RDY [2025-12-02T20:39:59.259867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-12-02T20:39:59.271312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDY'. [2025-12-02T20:39:59.271621] [INFO ] [FORECASTER] Starting predict_future for RDY [2025-12-02T20:39:59.272404] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-12-02T20:39:59.272454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:59.272486] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:59.272513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:59.272570] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:59.327680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:59.328445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:59.328525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:59.328557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:59.451481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:59.451656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:59.451697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:59.451725] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:59.455042] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=52.52%) [2025-12-02T20:39:59.455304] [INFO ] [FORECASTER] Completed predict_future for RDY [2025-12-02T20:39:59.455429] [INFO ] [sig ] RDY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:39:59.593436] [INFO ] [LOCAL ] Saved forecast: RDY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RDY.txt [2025-12-02T20:39:59.593597] [INFO ] [sig ] [2651/3544] Completed RDY in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:59.593637] [INFO ] [sig ] [2652/3544] Forecasting REAL... [2025-12-02T20:39:59.593666] [INFO ] [sig ] Generating forecast for: REAL [2025-12-02T20:39:59.593693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'. [2025-12-02T20:39:59.605182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAL'. [2025-12-02T20:39:59.605494] [INFO ] [FORECASTER] Starting predict_future for REAL [2025-12-02T20:39:59.606293] [DEBUG] [LOCAL ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt [2025-12-02T20:39:59.606343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:59.606386] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:59.606414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:59.606470] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:59.663061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:59.664016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:59.664098] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:59.664131] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:39:59.781192] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:39:59.781333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:39:59.781371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:39:59.781397] [INFO ] [FORECASTER] Training complete [2025-12-02T20:39:59.784621] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=16.09%) [2025-12-02T20:39:59.784876] [INFO ] [FORECASTER] Completed predict_future for REAL [2025-12-02T20:39:59.784993] [INFO ] [sig ] REAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:39:59.921674] [INFO ] [LOCAL ] Saved forecast: REAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/REAL.txt [2025-12-02T20:39:59.921789] [INFO ] [sig ] [2652/3544] Completed REAL in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:39:59.921825] [INFO ] [sig ] [2653/3544] Forecasting REAX... [2025-12-02T20:39:59.921852] [INFO ] [sig ] Generating forecast for: REAX [2025-12-02T20:39:59.921880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'. [2025-12-02T20:39:59.934411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAX'. [2025-12-02T20:39:59.934730] [INFO ] [FORECASTER] Starting predict_future for REAX [2025-12-02T20:39:59.935527] [DEBUG] [LOCAL ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt [2025-12-02T20:39:59.935603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:39:59.935646] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:39:59.935678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:39:59.935735] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:39:59.990462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:39:59.991081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:39:59.991156] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:39:59.991185] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:00.107106] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:00.107258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:00.107298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:00.107325] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:00.110649] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=65.12%) [2025-12-02T20:40:00.110922] [INFO ] [FORECASTER] Completed predict_future for REAX [2025-12-02T20:40:00.111047] [INFO ] [sig ] REAX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:00.248423] [INFO ] [LOCAL ] Saved forecast: REAX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/REAX.txt [2025-12-02T20:40:00.248552] [INFO ] [sig ] [2653/3544] Completed REAX in 0.3s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:40:00.248606] [INFO ] [sig ] [2654/3544] Forecasting REBN... [2025-12-02T20:40:00.248635] [INFO ] [sig ] Generating forecast for: REBN [2025-12-02T20:40:00.248663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'. [2025-12-02T20:40:00.259219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REBN'. [2025-12-02T20:40:00.259486] [INFO ] [FORECASTER] Starting predict_future for REBN [2025-12-02T20:40:00.260251] [DEBUG] [LOCAL ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt [2025-12-02T20:40:00.260299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:00.260330] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:00.260356] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:00.260411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:00.320205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:00.321002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:00.321085] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:00.321118] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:00.455235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:00.455392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:00.455433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:00.455462] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:00.458925] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=79.00%) [2025-12-02T20:40:00.459220] [INFO ] [FORECASTER] Completed predict_future for REBN [2025-12-02T20:40:00.459344] [INFO ] [sig ] REBN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:00.604567] [INFO ] [LOCAL ] Saved forecast: REBN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/REBN.txt [2025-12-02T20:40:00.604748] [INFO ] [sig ] [2654/3544] Completed REBN in 0.4s | 2.98 sym/s | Total: 14.8m | ETA: 5.0m [2025-12-02T20:40:00.604787] [INFO ] [sig ] [2655/3544] Forecasting REFI... [2025-12-02T20:40:00.604816] [INFO ] [sig ] Generating forecast for: REFI [2025-12-02T20:40:00.604856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'. [2025-12-02T20:40:00.618914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REFI'. [2025-12-02T20:40:00.619278] [INFO ] [FORECASTER] Starting predict_future for REFI [2025-12-02T20:40:00.620065] [DEBUG] [LOCAL ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt [2025-12-02T20:40:00.620114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:00.620170] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:00.620196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:00.620251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:00.681020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:00.681818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:00.681907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:00.681937] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:00.800423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:00.800593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:00.800636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:00.800663] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:00.803907] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=89.63%) [2025-12-02T20:40:00.804165] [INFO ] [FORECASTER] Completed predict_future for REFI [2025-12-02T20:40:00.804286] [INFO ] [sig ] REFI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:00.939427] [INFO ] [LOCAL ] Saved forecast: REFI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/REFI.txt [2025-12-02T20:40:00.939552] [INFO ] [sig ] [2655/3544] Completed REFI in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 5.0m [2025-12-02T20:40:00.939614] [INFO ] [sig ] [2656/3544] Forecasting REG... [2025-12-02T20:40:00.939645] [INFO ] [sig ] Generating forecast for: REG [2025-12-02T20:40:00.939673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'. [2025-12-02T20:40:00.950968] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REG'. [2025-12-02T20:40:00.951307] [INFO ] [FORECASTER] Starting predict_future for REG [2025-12-02T20:40:00.952180] [DEBUG] [LOCAL ] No optimal features file found for REG: ./output/feature-sets/REG.txt [2025-12-02T20:40:00.952231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:00.952262] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:00.952288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:00.952343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:01.009663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:01.010508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:01.010621] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:01.010666] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:01.129609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:01.129741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:01.129780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:01.129807] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:01.133203] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=98.35%) [2025-12-02T20:40:01.133473] [INFO ] [FORECASTER] Completed predict_future for REG [2025-12-02T20:40:01.133615] [INFO ] [sig ] REG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:01.278593] [INFO ] [LOCAL ] Saved forecast: REG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/REG.txt [2025-12-02T20:40:01.278722] [INFO ] [sig ] [2656/3544] Completed REG in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 5.0m [2025-12-02T20:40:01.278760] [INFO ] [sig ] [2657/3544] Forecasting REGN... [2025-12-02T20:40:01.278790] [INFO ] [sig ] Generating forecast for: REGN [2025-12-02T20:40:01.278824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'. [2025-12-02T20:40:01.289908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REGN'. [2025-12-02T20:40:01.290213] [INFO ] [FORECASTER] Starting predict_future for REGN [2025-12-02T20:40:01.291093] [DEBUG] [LOCAL ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt [2025-12-02T20:40:01.291144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:01.291175] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:01.291200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:01.291254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:01.348291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:01.349111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:01.349190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:01.349221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:01.468569] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:01.468737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:01.468776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:01.468804] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:01.472339] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=39.03%) [2025-12-02T20:40:01.472659] [INFO ] [FORECASTER] Completed predict_future for REGN [2025-12-02T20:40:01.472807] [INFO ] [sig ] REGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:01.611056] [INFO ] [LOCAL ] Saved forecast: REGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/REGN.txt [2025-12-02T20:40:01.611208] [INFO ] [sig ] [2657/3544] Completed REGN in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 5.0m [2025-12-02T20:40:01.611245] [INFO ] [sig ] [2658/3544] Forecasting RELL... [2025-12-02T20:40:01.611274] [INFO ] [sig ] Generating forecast for: RELL [2025-12-02T20:40:01.611303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'. [2025-12-02T20:40:01.622454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELL'. [2025-12-02T20:40:01.622863] [INFO ] [FORECASTER] Starting predict_future for RELL [2025-12-02T20:40:01.623672] [DEBUG] [LOCAL ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt [2025-12-02T20:40:01.623720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:01.623750] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:01.623775] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:01.623829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:01.679595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:01.680434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:01.680519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:01.680549] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:01.802703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:01.802819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:01.802859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:01.802925] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:01.806422] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=75.72%) [2025-12-02T20:40:01.806766] [INFO ] [FORECASTER] Completed predict_future for RELL [2025-12-02T20:40:01.806905] [INFO ] [sig ] RELL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:01.945496] [INFO ] [LOCAL ] Saved forecast: RELL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RELL.txt [2025-12-02T20:40:01.945661] [INFO ] [sig ] [2658/3544] Completed RELL in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 5.0m [2025-12-02T20:40:01.945701] [INFO ] [sig ] [2659/3544] Forecasting RELX... [2025-12-02T20:40:01.945730] [INFO ] [sig ] Generating forecast for: RELX [2025-12-02T20:40:01.945759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-12-02T20:40:01.956951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELX'. [2025-12-02T20:40:01.957291] [INFO ] [FORECASTER] Starting predict_future for RELX [2025-12-02T20:40:01.958123] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-12-02T20:40:01.958171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:01.958201] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:01.958225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:01.958279] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:02.015409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:02.016283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:02.016360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:02.016391] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:02.139522] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:02.139682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:02.139737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:02.139765] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:02.142984] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=10.28%) [2025-12-02T20:40:02.143239] [INFO ] [FORECASTER] Completed predict_future for RELX [2025-12-02T20:40:02.143356] [INFO ] [sig ] RELX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:02.283547] [INFO ] [LOCAL ] Saved forecast: RELX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RELX.txt [2025-12-02T20:40:02.283685] [INFO ] [sig ] [2659/3544] Completed RELX in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 5.0m [2025-12-02T20:40:02.283722] [INFO ] [sig ] [2660/3544] Forecasting RELY... [2025-12-02T20:40:02.283750] [INFO ] [sig ] Generating forecast for: RELY [2025-12-02T20:40:02.283778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'. [2025-12-02T20:40:02.294470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELY'. [2025-12-02T20:40:02.294758] [INFO ] [FORECASTER] Starting predict_future for RELY [2025-12-02T20:40:02.295519] [DEBUG] [LOCAL ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt [2025-12-02T20:40:02.295567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:02.295618] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:02.295644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:02.295699] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:02.350529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:02.351123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:02.351409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:02.351443] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:02.469040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:02.469198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:02.469237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:02.469265] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:02.472609] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=22.41%) [2025-12-02T20:40:02.472907] [INFO ] [FORECASTER] Completed predict_future for RELY [2025-12-02T20:40:02.473038] [INFO ] [sig ] RELY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:02.609964] [INFO ] [LOCAL ] Saved forecast: RELY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RELY.txt [2025-12-02T20:40:02.610093] [INFO ] [sig ] [2660/3544] Completed RELY in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:02.610130] [INFO ] [sig ] [2661/3544] Forecasting REPL... [2025-12-02T20:40:02.610158] [INFO ] [sig ] Generating forecast for: REPL [2025-12-02T20:40:02.610187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'. [2025-12-02T20:40:02.652995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REPL'. [2025-12-02T20:40:02.653280] [INFO ] [FORECASTER] Starting predict_future for REPL [2025-12-02T20:40:02.654058] [DEBUG] [LOCAL ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt [2025-12-02T20:40:02.654106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:02.654136] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:02.654160] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:02.654214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:02.709056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:02.709674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:02.709760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:02.709792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:02.827308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:02.827457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:02.827496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:02.827523] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:02.830793] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=22.62%) [2025-12-02T20:40:02.831047] [INFO ] [FORECASTER] Completed predict_future for REPL [2025-12-02T20:40:02.831164] [INFO ] [sig ] REPL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:02.967957] [INFO ] [LOCAL ] Saved forecast: REPL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/REPL.txt [2025-12-02T20:40:02.968113] [INFO ] [sig ] [2661/3544] Completed REPL in 0.4s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:02.968151] [INFO ] [sig ] [2662/3544] Forecasting RERE... [2025-12-02T20:40:02.968179] [INFO ] [sig ] Generating forecast for: RERE [2025-12-02T20:40:02.968208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-12-02T20:40:02.979082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RERE'. [2025-12-02T20:40:02.979444] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-12-02T20:40:02.980251] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-12-02T20:40:02.980301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:02.980332] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:02.980357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:02.980417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:03.035676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:03.036485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:03.036565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:03.036618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:03.154160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:03.154304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:03.154342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:03.154370] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:03.157597] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-12-02T20:40:03.157856] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-12-02T20:40:03.157994] [INFO ] [sig ] RERE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:03.293183] [INFO ] [LOCAL ] Saved forecast: RERE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RERE.txt [2025-12-02T20:40:03.293304] [INFO ] [sig ] [2662/3544] Completed RERE in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:03.293341] [INFO ] [sig ] [2663/3544] Forecasting RES... [2025-12-02T20:40:03.293369] [INFO ] [sig ] Generating forecast for: RES [2025-12-02T20:40:03.293396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-12-02T20:40:03.304111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RES'. [2025-12-02T20:40:03.304371] [INFO ] [FORECASTER] Starting predict_future for RES [2025-12-02T20:40:03.305156] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-12-02T20:40:03.305205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:03.305245] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:03.305272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:03.305327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:03.363095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:03.363746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:03.363823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:03.363855] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:03.484060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:03.484204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:03.484241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:03.484268] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:03.487898] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=88.22%) [2025-12-02T20:40:03.488153] [INFO ] [FORECASTER] Completed predict_future for RES [2025-12-02T20:40:03.488267] [INFO ] [sig ] RES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:03.630009] [INFO ] [LOCAL ] Saved forecast: RES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RES.txt [2025-12-02T20:40:03.630126] [INFO ] [sig ] [2663/3544] Completed RES in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:03.630163] [INFO ] [sig ] [2664/3544] Forecasting REVG... [2025-12-02T20:40:03.630192] [INFO ] [sig ] Generating forecast for: REVG [2025-12-02T20:40:03.630221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-12-02T20:40:03.641114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REVG'. [2025-12-02T20:40:03.641389] [INFO ] [FORECASTER] Starting predict_future for REVG [2025-12-02T20:40:03.642162] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-12-02T20:40:03.642211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:03.642241] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:03.642266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:03.642319] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:03.697627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:03.698227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:03.698301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:03.698331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:03.821984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:03.822132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:03.822171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:03.822196] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:03.825413] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=7.83%) [2025-12-02T20:40:03.825687] [INFO ] [FORECASTER] Completed predict_future for REVG [2025-12-02T20:40:03.825807] [INFO ] [sig ] REVG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:03.963503] [INFO ] [LOCAL ] Saved forecast: REVG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/REVG.txt [2025-12-02T20:40:03.963657] [INFO ] [sig ] [2664/3544] Completed REVG in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:03.963698] [INFO ] [sig ] [2665/3544] Forecasting REX... [2025-12-02T20:40:03.963727] [INFO ] [sig ] Generating forecast for: REX [2025-12-02T20:40:03.963755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-12-02T20:40:03.974514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REX'. [2025-12-02T20:40:03.974809] [INFO ] [FORECASTER] Starting predict_future for REX [2025-12-02T20:40:03.975614] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-12-02T20:40:03.975664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:03.975694] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:03.975724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:03.975784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:04.030532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:04.031114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:04.031214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:04.031245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:04.146523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:04.146657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:04.146695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:04.146721] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:04.149897] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=62.31%) [2025-12-02T20:40:04.150161] [INFO ] [FORECASTER] Completed predict_future for REX [2025-12-02T20:40:04.150278] [INFO ] [sig ] REX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:04.289671] [INFO ] [LOCAL ] Saved forecast: REX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/REX.txt [2025-12-02T20:40:04.289786] [INFO ] [sig ] [2665/3544] Completed REX in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:04.289821] [INFO ] [sig ] [2666/3544] Forecasting REYN... [2025-12-02T20:40:04.289852] [INFO ] [sig ] Generating forecast for: REYN [2025-12-02T20:40:04.289882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'. [2025-12-02T20:40:04.300911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REYN'. [2025-12-02T20:40:04.301196] [INFO ] [FORECASTER] Starting predict_future for REYN [2025-12-02T20:40:04.301996] [DEBUG] [LOCAL ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt [2025-12-02T20:40:04.302046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:04.302078] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:04.302105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:04.302170] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:04.358329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:04.358926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:04.358999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:04.359029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:04.475138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:04.475238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:04.475274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:04.475300] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:04.478430] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=17.41%) [2025-12-02T20:40:04.478700] [INFO ] [FORECASTER] Completed predict_future for REYN [2025-12-02T20:40:04.478814] [INFO ] [sig ] REYN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:04.613857] [INFO ] [LOCAL ] Saved forecast: REYN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/REYN.txt [2025-12-02T20:40:04.613968] [INFO ] [sig ] [2666/3544] Completed REYN in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:04.614004] [INFO ] [sig ] [2667/3544] Forecasting REZI... [2025-12-02T20:40:04.614038] [INFO ] [sig ] Generating forecast for: REZI [2025-12-02T20:40:04.614067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-12-02T20:40:04.624934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REZI'. [2025-12-02T20:40:04.625223] [INFO ] [FORECASTER] Starting predict_future for REZI [2025-12-02T20:40:04.626045] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-12-02T20:40:04.626096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:04.626129] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:04.626156] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:04.626212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:04.681313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:04.681909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:04.681985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:04.682015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:04.797813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:04.797946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:04.797988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:04.798024] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:04.801395] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=62.72%) [2025-12-02T20:40:04.801675] [INFO ] [FORECASTER] Completed predict_future for REZI [2025-12-02T20:40:04.801794] [INFO ] [sig ] REZI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:04.945974] [INFO ] [LOCAL ] Saved forecast: REZI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/REZI.txt [2025-12-02T20:40:04.946131] [INFO ] [sig ] [2667/3544] Completed REZI in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:04.946168] [INFO ] [sig ] [2668/3544] Forecasting RF... [2025-12-02T20:40:04.946197] [INFO ] [sig ] Generating forecast for: RF [2025-12-02T20:40:04.946226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-12-02T20:40:04.957808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RF'. [2025-12-02T20:40:04.958239] [INFO ] [FORECASTER] Starting predict_future for RF [2025-12-02T20:40:04.959136] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-12-02T20:40:04.959188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:04.959220] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:04.959247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:04.959303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:05.016426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:05.017255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:05.017331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:05.017363] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:05.136659] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:05.136801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:05.136839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:05.136866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:05.140079] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=48.76%) [2025-12-02T20:40:05.140335] [INFO ] [FORECASTER] Completed predict_future for RF [2025-12-02T20:40:05.140451] [INFO ] [sig ] RF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:05.275968] [INFO ] [LOCAL ] Saved forecast: RF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RF.txt [2025-12-02T20:40:05.276112] [INFO ] [sig ] [2668/3544] Completed RF in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:05.276149] [INFO ] [sig ] [2669/3544] Forecasting RFI... [2025-12-02T20:40:05.276177] [INFO ] [sig ] Generating forecast for: RFI [2025-12-02T20:40:05.276204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-12-02T20:40:05.286806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFI'. [2025-12-02T20:40:05.287075] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-12-02T20:40:05.287840] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-12-02T20:40:05.287912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:05.287946] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:05.287971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:05.288025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:05.342833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:05.343390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:05.343464] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:05.343494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:05.451241] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:05.451364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:05.451401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:05.451427] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:05.454597] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=86.21%) [2025-12-02T20:40:05.454852] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-12-02T20:40:05.454966] [INFO ] [sig ] RFI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:05.589988] [INFO ] [LOCAL ] Saved forecast: RFI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RFI.txt [2025-12-02T20:40:05.590096] [INFO ] [sig ] [2669/3544] Completed RFI in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:05.590132] [INFO ] [sig ] [2670/3544] Forecasting RFL... [2025-12-02T20:40:05.590160] [INFO ] [sig ] Generating forecast for: RFL [2025-12-02T20:40:05.590188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-12-02T20:40:05.604158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFL'. [2025-12-02T20:40:05.604455] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-12-02T20:40:05.605228] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-12-02T20:40:05.605276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:05.605306] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:05.605331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:05.605385] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:05.659906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:05.660474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:05.660548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:05.660597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:05.776379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:05.776505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:05.776542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:05.776602] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:05.779784] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=5.23%) [2025-12-02T20:40:05.780039] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-12-02T20:40:05.780156] [INFO ] [sig ] RFL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:05.915043] [INFO ] [LOCAL ] Saved forecast: RFL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RFL.txt [2025-12-02T20:40:05.915188] [INFO ] [sig ] [2670/3544] Completed RFL in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:05.915225] [INFO ] [sig ] [2671/3544] Forecasting RFM... [2025-12-02T20:40:05.915255] [INFO ] [sig ] Generating forecast for: RFM [2025-12-02T20:40:05.915283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-12-02T20:40:05.926364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFM'. [2025-12-02T20:40:05.926649] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-12-02T20:40:05.927402] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-12-02T20:40:05.927450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:05.927481] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:05.927506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:05.927560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:05.982274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:05.982986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:05.983062] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:05.983093] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:06.091096] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:06.091243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:06.091287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:06.091315] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:06.094652] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=58.38%) [2025-12-02T20:40:06.094917] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-12-02T20:40:06.095039] [INFO ] [sig ] RFM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:06.234169] [INFO ] [LOCAL ] Saved forecast: RFM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RFM.txt [2025-12-02T20:40:06.234328] [INFO ] [sig ] [2671/3544] Completed RFM in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:06.234367] [INFO ] [sig ] [2672/3544] Forecasting RFMZ... [2025-12-02T20:40:06.234402] [INFO ] [sig ] Generating forecast for: RFMZ [2025-12-02T20:40:06.234437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-12-02T20:40:06.245945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'. [2025-12-02T20:40:06.246233] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-12-02T20:40:06.247011] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-12-02T20:40:06.247059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:06.247115] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:06.247142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:06.247197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:06.302520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:06.303181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:06.303256] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:06.303287] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:06.420911] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:06.421031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:06.421068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:06.421094] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:06.424423] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=5.54%) [2025-12-02T20:40:06.424700] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-12-02T20:40:06.424824] [INFO ] [sig ] RFMZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:06.566327] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RFMZ.txt [2025-12-02T20:40:06.566450] [INFO ] [sig ] [2672/3544] Completed RFMZ in 0.3s | 2.98 sym/s | Total: 14.9m | ETA: 4.9m [2025-12-02T20:40:06.566485] [INFO ] [sig ] [2673/3544] Forecasting RGA... [2025-12-02T20:40:06.566513] [INFO ] [sig ] Generating forecast for: RGA [2025-12-02T20:40:06.566541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-12-02T20:40:06.578241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGA'. [2025-12-02T20:40:06.578517] [INFO ] [FORECASTER] Starting predict_future for RGA [2025-12-02T20:40:06.579285] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-12-02T20:40:06.579332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:06.579362] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:06.579388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:06.579442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:06.635683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:06.636299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:06.636373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:06.636405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:06.754670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:06.754787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:06.754824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:06.754851] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:06.757976] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=68.21%) [2025-12-02T20:40:06.758226] [INFO ] [FORECASTER] Completed predict_future for RGA [2025-12-02T20:40:06.758343] [INFO ] [sig ] RGA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:06.894047] [INFO ] [LOCAL ] Saved forecast: RGA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RGA.txt [2025-12-02T20:40:06.894148] [INFO ] [sig ] [2673/3544] Completed RGA in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.9m [2025-12-02T20:40:06.894184] [INFO ] [sig ] [2674/3544] Forecasting RGCO... [2025-12-02T20:40:06.894212] [INFO ] [sig ] Generating forecast for: RGCO [2025-12-02T20:40:06.894240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'. [2025-12-02T20:40:06.905281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGCO'. [2025-12-02T20:40:06.905588] [INFO ] [FORECASTER] Starting predict_future for RGCO [2025-12-02T20:40:06.906337] [DEBUG] [LOCAL ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt [2025-12-02T20:40:06.906385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:06.906416] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:06.906441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:06.906505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:06.960615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:06.961173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:06.961247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:06.961277] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:07.059294] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:07.059390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:07.059425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:07.059451] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:07.062450] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=84.81%) [2025-12-02T20:40:07.062728] [INFO ] [FORECASTER] Completed predict_future for RGCO [2025-12-02T20:40:07.062842] [INFO ] [sig ] RGCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:07.199336] [INFO ] [LOCAL ] Saved forecast: RGCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RGCO.txt [2025-12-02T20:40:07.199485] [INFO ] [sig ] [2674/3544] Completed RGCO in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.9m [2025-12-02T20:40:07.199522] [INFO ] [sig ] [2675/3544] Forecasting RGEN... [2025-12-02T20:40:07.199551] [INFO ] [sig ] Generating forecast for: RGEN [2025-12-02T20:40:07.199600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'. [2025-12-02T20:40:07.210731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGEN'. [2025-12-02T20:40:07.211070] [INFO ] [FORECASTER] Starting predict_future for RGEN [2025-12-02T20:40:07.211861] [DEBUG] [LOCAL ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt [2025-12-02T20:40:07.211909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:07.211939] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:07.211964] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:07.212023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:07.266983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:07.267807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:07.267901] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:07.267933] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:07.382889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:07.382989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:07.383024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:07.383080] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:07.386113] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=27.86%) [2025-12-02T20:40:07.386366] [INFO ] [FORECASTER] Completed predict_future for RGEN [2025-12-02T20:40:07.386484] [INFO ] [sig ] RGEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:07.523561] [INFO ] [LOCAL ] Saved forecast: RGEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RGEN.txt [2025-12-02T20:40:07.523690] [INFO ] [sig ] [2675/3544] Completed RGEN in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.9m [2025-12-02T20:40:07.523726] [INFO ] [sig ] [2676/3544] Forecasting RGLD... [2025-12-02T20:40:07.523753] [INFO ] [sig ] Generating forecast for: RGLD [2025-12-02T20:40:07.523782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'. [2025-12-02T20:40:07.534703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGLD'. [2025-12-02T20:40:07.534962] [INFO ] [FORECASTER] Starting predict_future for RGLD [2025-12-02T20:40:07.535735] [DEBUG] [LOCAL ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt [2025-12-02T20:40:07.535794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:07.535832] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:07.535858] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:07.535911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:07.590526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:07.591125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:07.591198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:07.591228] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:07.707507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:07.707633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:07.707670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:07.707697] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:07.710802] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-12-02T20:40:07.711054] [INFO ] [FORECASTER] Completed predict_future for RGLD [2025-12-02T20:40:07.711170] [INFO ] [sig ] RGLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:07.852392] [INFO ] [LOCAL ] Saved forecast: RGLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RGLD.txt [2025-12-02T20:40:07.852497] [INFO ] [sig ] [2676/3544] Completed RGLD in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.9m [2025-12-02T20:40:07.852532] [INFO ] [sig ] [2677/3544] Forecasting RGNX... [2025-12-02T20:40:07.852559] [INFO ] [sig ] Generating forecast for: RGNX [2025-12-02T20:40:07.852605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'. [2025-12-02T20:40:07.863184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGNX'. [2025-12-02T20:40:07.863443] [INFO ] [FORECASTER] Starting predict_future for RGNX [2025-12-02T20:40:07.864222] [DEBUG] [LOCAL ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt [2025-12-02T20:40:07.864270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:07.864300] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:07.864325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:07.864381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:07.918912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:07.919504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:07.919595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:07.919631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:08.037637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:08.037750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:08.037794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:08.037823] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:08.041151] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=6.86%) [2025-12-02T20:40:08.041421] [INFO ] [FORECASTER] Completed predict_future for RGNX [2025-12-02T20:40:08.041540] [INFO ] [sig ] RGNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:08.177928] [INFO ] [LOCAL ] Saved forecast: RGNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RGNX.txt [2025-12-02T20:40:08.178034] [INFO ] [sig ] [2677/3544] Completed RGNX in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.9m [2025-12-02T20:40:08.178071] [INFO ] [sig ] [2678/3544] Forecasting RGP... [2025-12-02T20:40:08.178099] [INFO ] [sig ] Generating forecast for: RGP [2025-12-02T20:40:08.178128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'. [2025-12-02T20:40:08.190776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGP'. [2025-12-02T20:40:08.191046] [INFO ] [FORECASTER] Starting predict_future for RGP [2025-12-02T20:40:08.191882] [DEBUG] [LOCAL ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt [2025-12-02T20:40:08.191934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:08.191965] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:08.191990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:08.192051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:08.254560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:08.255427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:08.255519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:08.255566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:08.371834] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:08.371951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:08.371987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:08.372016] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:08.375141] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=78.27%) [2025-12-02T20:40:08.375394] [INFO ] [FORECASTER] Completed predict_future for RGP [2025-12-02T20:40:08.375508] [INFO ] [sig ] RGP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:08.514932] [INFO ] [LOCAL ] Saved forecast: RGP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RGP.txt [2025-12-02T20:40:08.515044] [INFO ] [sig ] [2678/3544] Completed RGP in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:08.515079] [INFO ] [sig ] [2679/3544] Forecasting RGS... [2025-12-02T20:40:08.515105] [INFO ] [sig ] Generating forecast for: RGS [2025-12-02T20:40:08.515132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'. [2025-12-02T20:40:08.525829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGS'. [2025-12-02T20:40:08.526124] [INFO ] [FORECASTER] Starting predict_future for RGS [2025-12-02T20:40:08.526916] [DEBUG] [LOCAL ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt [2025-12-02T20:40:08.526965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:08.526995] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:08.527021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:08.527074] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:08.582483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:08.583067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:08.583142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:08.583173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:08.692636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:08.692741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:08.692776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:08.692802] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:08.695872] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=42.97%) [2025-12-02T20:40:08.696155] [INFO ] [FORECASTER] Completed predict_future for RGS [2025-12-02T20:40:08.696275] [INFO ] [sig ] RGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:08.831984] [INFO ] [LOCAL ] Saved forecast: RGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RGS.txt [2025-12-02T20:40:08.832095] [INFO ] [sig ] [2679/3544] Completed RGS in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:08.832131] [INFO ] [sig ] [2680/3544] Forecasting RGTI... [2025-12-02T20:40:08.832159] [INFO ] [sig ] Generating forecast for: RGTI [2025-12-02T20:40:08.832187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'. [2025-12-02T20:40:08.843655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGTI'. [2025-12-02T20:40:08.843928] [INFO ] [FORECASTER] Starting predict_future for RGTI [2025-12-02T20:40:08.844693] [DEBUG] [LOCAL ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt [2025-12-02T20:40:08.844741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:08.844771] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:08.844796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:08.844850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:08.899725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:08.900284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:08.900359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:08.900388] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:09.018139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:09.018280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:09.018316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:09.018341] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:09.021614] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=94.11%) [2025-12-02T20:40:09.021913] [INFO ] [FORECASTER] Completed predict_future for RGTI [2025-12-02T20:40:09.022053] [INFO ] [sig ] RGTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:09.156958] [INFO ] [LOCAL ] Saved forecast: RGTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RGTI.txt [2025-12-02T20:40:09.157099] [INFO ] [sig ] [2680/3544] Completed RGTI in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:09.157135] [INFO ] [sig ] [2681/3544] Forecasting RH... [2025-12-02T20:40:09.157163] [INFO ] [sig ] Generating forecast for: RH [2025-12-02T20:40:09.157193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-12-02T20:40:09.168325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RH'. [2025-12-02T20:40:09.168666] [INFO ] [FORECASTER] Starting predict_future for RH [2025-12-02T20:40:09.169431] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-12-02T20:40:09.169480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:09.169510] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:09.169535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:09.169607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:09.223537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:09.224262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:09.224338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:09.224368] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:09.342414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:09.342547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:09.342602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:09.342630] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:09.345796] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=73.29%) [2025-12-02T20:40:09.346066] [INFO ] [FORECASTER] Completed predict_future for RH [2025-12-02T20:40:09.346182] [INFO ] [sig ] RH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:09.481118] [INFO ] [LOCAL ] Saved forecast: RH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RH.txt [2025-12-02T20:40:09.481247] [INFO ] [sig ] [2681/3544] Completed RH in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:09.481283] [INFO ] [sig ] [2682/3544] Forecasting RHI... [2025-12-02T20:40:09.481310] [INFO ] [sig ] Generating forecast for: RHI [2025-12-02T20:40:09.481339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-12-02T20:40:09.492483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHI'. [2025-12-02T20:40:09.492801] [INFO ] [FORECASTER] Starting predict_future for RHI [2025-12-02T20:40:09.493637] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-12-02T20:40:09.493688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:09.493718] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:09.493745] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:09.493800] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:09.547944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:09.548712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:09.548832] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:09.548878] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:09.671138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:09.671289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:09.671330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:09.671357] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:09.674606] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=88.44%) [2025-12-02T20:40:09.674866] [INFO ] [FORECASTER] Completed predict_future for RHI [2025-12-02T20:40:09.674983] [INFO ] [sig ] RHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:09.811989] [INFO ] [LOCAL ] Saved forecast: RHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RHI.txt [2025-12-02T20:40:09.812127] [INFO ] [sig ] [2682/3544] Completed RHI in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:09.812163] [INFO ] [sig ] [2683/3544] Forecasting RHP... [2025-12-02T20:40:09.812191] [INFO ] [sig ] Generating forecast for: RHP [2025-12-02T20:40:09.812220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-12-02T20:40:09.823954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHP'. [2025-12-02T20:40:09.824284] [INFO ] [FORECASTER] Starting predict_future for RHP [2025-12-02T20:40:09.825073] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-12-02T20:40:09.825122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:09.825152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:09.825180] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:09.825255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:09.883965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:09.884768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:09.884848] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:09.884881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:10.004955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:10.005109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:10.005167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:10.005195] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:10.008493] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=34.11%) [2025-12-02T20:40:10.008772] [INFO ] [FORECASTER] Completed predict_future for RHP [2025-12-02T20:40:10.008893] [INFO ] [sig ] RHP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:10.143247] [INFO ] [LOCAL ] Saved forecast: RHP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RHP.txt [2025-12-02T20:40:10.143374] [INFO ] [sig ] [2683/3544] Completed RHP in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:10.143410] [INFO ] [sig ] [2684/3544] Forecasting RICK... [2025-12-02T20:40:10.143438] [INFO ] [sig ] Generating forecast for: RICK [2025-12-02T20:40:10.143467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'. [2025-12-02T20:40:10.154158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RICK'. [2025-12-02T20:40:10.154478] [INFO ] [FORECASTER] Starting predict_future for RICK [2025-12-02T20:40:10.155241] [DEBUG] [LOCAL ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt [2025-12-02T20:40:10.155289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:10.155319] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:10.155345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:10.155399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:10.212823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:10.213493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:10.213569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:10.213620] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:10.335711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:10.335864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:10.335904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:10.335930] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:10.339187] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=90.11%) [2025-12-02T20:40:10.339442] [INFO ] [FORECASTER] Completed predict_future for RICK [2025-12-02T20:40:10.339557] [INFO ] [sig ] RICK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:10.474148] [INFO ] [LOCAL ] Saved forecast: RICK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RICK.txt [2025-12-02T20:40:10.474296] [INFO ] [sig ] [2684/3544] Completed RICK in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:10.474333] [INFO ] [sig ] [2685/3544] Forecasting RIG... [2025-12-02T20:40:10.474362] [INFO ] [sig ] Generating forecast for: RIG [2025-12-02T20:40:10.474390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-12-02T20:40:10.485521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIG'. [2025-12-02T20:40:10.485856] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-12-02T20:40:10.486659] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-12-02T20:40:10.486706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:10.486736] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:10.486762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:10.486816] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:10.541833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:10.542509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:10.542599] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:10.542632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:10.659888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:10.659989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:10.660023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:10.660050] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:10.663089] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=70.04%) [2025-12-02T20:40:10.663340] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-12-02T20:40:10.663453] [INFO ] [sig ] RIG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:10.798008] [INFO ] [LOCAL ] Saved forecast: RIG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RIG.txt [2025-12-02T20:40:10.798146] [INFO ] [sig ] [2685/3544] Completed RIG in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:10.798182] [INFO ] [sig ] [2686/3544] Forecasting RIGL... [2025-12-02T20:40:10.798209] [INFO ] [sig ] Generating forecast for: RIGL [2025-12-02T20:40:10.798238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'. [2025-12-02T20:40:10.808737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIGL'. [2025-12-02T20:40:10.808996] [INFO ] [FORECASTER] Starting predict_future for RIGL [2025-12-02T20:40:10.809767] [DEBUG] [LOCAL ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt [2025-12-02T20:40:10.809814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:10.809844] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:10.809870] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:10.809923] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:10.864847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:10.865426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:10.865498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:10.865528] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:10.983870] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:10.983987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:10.984026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:10.984053] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:10.987243] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=66.80%) [2025-12-02T20:40:10.987495] [INFO ] [FORECASTER] Completed predict_future for RIGL [2025-12-02T20:40:10.987625] [INFO ] [sig ] RIGL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:11.122877] [INFO ] [LOCAL ] Saved forecast: RIGL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RIGL.txt [2025-12-02T20:40:11.122993] [INFO ] [sig ] [2686/3544] Completed RIGL in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:11.123029] [INFO ] [sig ] [2687/3544] Forecasting RILY... [2025-12-02T20:40:11.123061] [INFO ] [sig ] Generating forecast for: RILY [2025-12-02T20:40:11.123089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'. [2025-12-02T20:40:11.133962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILY'. [2025-12-02T20:40:11.134244] [INFO ] [FORECASTER] Starting predict_future for RILY [2025-12-02T20:40:11.135009] [DEBUG] [LOCAL ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt [2025-12-02T20:40:11.135058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:11.135099] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:11.135126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:11.135180] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:11.192997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:11.193842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:11.193925] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:11.193961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:11.310926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:11.311062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:11.311101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:11.311129] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:11.314337] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=6.97%) [2025-12-02T20:40:11.314611] [INFO ] [FORECASTER] Completed predict_future for RILY [2025-12-02T20:40:11.314727] [INFO ] [sig ] RILY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:11.449723] [INFO ] [LOCAL ] Saved forecast: RILY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RILY.txt [2025-12-02T20:40:11.449827] [INFO ] [sig ] [2687/3544] Completed RILY in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:11.449864] [INFO ] [sig ] [2688/3544] Forecasting RILYN... [2025-12-02T20:40:11.449892] [INFO ] [sig ] Generating forecast for: RILYN [2025-12-02T20:40:11.449921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'. [2025-12-02T20:40:11.460467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYN'. [2025-12-02T20:40:11.460736] [INFO ] [FORECASTER] Starting predict_future for RILYN [2025-12-02T20:40:11.461481] [DEBUG] [LOCAL ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt [2025-12-02T20:40:11.461530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:11.461562] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:11.461618] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:11.461674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:11.517407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:11.518004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:11.518077] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:11.518108] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:11.630605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:11.630716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:11.630753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:11.630781] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:11.633941] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=83.11%) [2025-12-02T20:40:11.634197] [INFO ] [FORECASTER] Completed predict_future for RILYN [2025-12-02T20:40:11.634313] [INFO ] [sig ] RILYN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:11.769727] [INFO ] [LOCAL ] Saved forecast: RILYN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RILYN.txt [2025-12-02T20:40:11.769832] [INFO ] [sig ] [2688/3544] Completed RILYN in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:11.769869] [INFO ] [sig ] [2689/3544] Forecasting RILYZ... [2025-12-02T20:40:11.769898] [INFO ] [sig ] Generating forecast for: RILYZ [2025-12-02T20:40:11.769927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'. [2025-12-02T20:40:11.780354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'. [2025-12-02T20:40:11.780655] [INFO ] [FORECASTER] Starting predict_future for RILYZ [2025-12-02T20:40:11.781412] [DEBUG] [LOCAL ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt [2025-12-02T20:40:11.781460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:11.781522] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:11.781561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:11.781662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:11.837231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:11.837816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:11.837905] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:11.837937] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:11.955425] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:11.955530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:11.955565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:11.955611] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:11.958686] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=7.20%) [2025-12-02T20:40:11.958936] [INFO ] [FORECASTER] Completed predict_future for RILYZ [2025-12-02T20:40:11.959052] [INFO ] [sig ] RILYZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:12.096584] [INFO ] [LOCAL ] Saved forecast: RILYZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RILYZ.txt [2025-12-02T20:40:12.096696] [INFO ] [sig ] [2689/3544] Completed RILYZ in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:12.096734] [INFO ] [sig ] [2690/3544] Forecasting RIME... [2025-12-02T20:40:12.096762] [INFO ] [sig ] Generating forecast for: RIME [2025-12-02T20:40:12.096789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'. [2025-12-02T20:40:12.107558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIME'. [2025-12-02T20:40:12.107910] [INFO ] [FORECASTER] Starting predict_future for RIME [2025-12-02T20:40:12.108714] [DEBUG] [LOCAL ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt [2025-12-02T20:40:12.108764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:12.108796] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:12.108824] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:12.108881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:12.164249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:12.164830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:12.164904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:12.164935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:12.278025] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:12.278137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:12.278174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:12.278201] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:12.281286] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=85.72%) [2025-12-02T20:40:12.281536] [INFO ] [FORECASTER] Completed predict_future for RIME [2025-12-02T20:40:12.281671] [INFO ] [sig ] RIME: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:12.418803] [INFO ] [LOCAL ] Saved forecast: RIME 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RIME.txt [2025-12-02T20:40:12.418919] [INFO ] [sig ] [2690/3544] Completed RIME in 0.3s | 2.98 sym/s | Total: 15.0m | ETA: 4.8m [2025-12-02T20:40:12.418974] [INFO ] [sig ] [2691/3544] Forecasting RING... [2025-12-02T20:40:12.419004] [INFO ] [sig ] Generating forecast for: RING [2025-12-02T20:40:12.419032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'. [2025-12-02T20:40:12.429716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RING'. [2025-12-02T20:40:12.429981] [INFO ] [FORECASTER] Starting predict_future for RING [2025-12-02T20:40:12.430767] [DEBUG] [LOCAL ] No optimal features file found for RING: ./output/feature-sets/RING.txt [2025-12-02T20:40:12.430816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:12.430847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:12.430872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:12.430929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:12.486098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:12.486700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:12.486776] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:12.486805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:12.607622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:12.607739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:12.607776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:12.607805] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:12.610997] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=76.38%) [2025-12-02T20:40:12.611268] [INFO ] [FORECASTER] Completed predict_future for RING [2025-12-02T20:40:12.611393] [INFO ] [sig ] RING: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:12.747447] [INFO ] [LOCAL ] Saved forecast: RING 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RING.txt [2025-12-02T20:40:12.747552] [INFO ] [sig ] [2691/3544] Completed RING in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.8m [2025-12-02T20:40:12.747605] [INFO ] [sig ] [2692/3544] Forecasting RIO... [2025-12-02T20:40:12.747634] [INFO ] [sig ] Generating forecast for: RIO [2025-12-02T20:40:12.747663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-12-02T20:40:12.761053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIO'. [2025-12-02T20:40:12.761360] [INFO ] [FORECASTER] Starting predict_future for RIO [2025-12-02T20:40:12.762146] [DEBUG] [LOCAL ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt [2025-12-02T20:40:12.762195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:12.762225] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:12.762250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:12.762305] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:12.817201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:12.817783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:12.817858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:12.817909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:12.940350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:12.940457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:12.940491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:12.940548] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:12.943755] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=87.47%) [2025-12-02T20:40:12.944016] [INFO ] [FORECASTER] Completed predict_future for RIO [2025-12-02T20:40:12.944151] [INFO ] [sig ] RIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:13.081232] [INFO ] [LOCAL ] Saved forecast: RIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RIO.txt [2025-12-02T20:40:13.081339] [INFO ] [sig ] [2692/3544] Completed RIO in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.8m [2025-12-02T20:40:13.081374] [INFO ] [sig ] [2693/3544] Forecasting RITM... [2025-12-02T20:40:13.081402] [INFO ] [sig ] Generating forecast for: RITM [2025-12-02T20:40:13.081430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-12-02T20:40:13.092921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RITM'. [2025-12-02T20:40:13.093196] [INFO ] [FORECASTER] Starting predict_future for RITM [2025-12-02T20:40:13.094009] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-12-02T20:40:13.094059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:13.094091] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:13.094118] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:13.094180] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:13.152529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:13.153132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:13.153207] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:13.153241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:13.271158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:13.271264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:13.271297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:13.271323] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:13.274425] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=96.29%) [2025-12-02T20:40:13.274696] [INFO ] [FORECASTER] Completed predict_future for RITM [2025-12-02T20:40:13.274814] [INFO ] [sig ] RITM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:13.410190] [INFO ] [LOCAL ] Saved forecast: RITM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RITM.txt [2025-12-02T20:40:13.410298] [INFO ] [sig ] [2693/3544] Completed RITM in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.8m [2025-12-02T20:40:13.410333] [INFO ] [sig ] [2694/3544] Forecasting RIVN... [2025-12-02T20:40:13.410359] [INFO ] [sig ] Generating forecast for: RIVN [2025-12-02T20:40:13.410388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'. [2025-12-02T20:40:13.422081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIVN'. [2025-12-02T20:40:13.422378] [INFO ] [FORECASTER] Starting predict_future for RIVN [2025-12-02T20:40:13.423193] [DEBUG] [LOCAL ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt [2025-12-02T20:40:13.423242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:13.423274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:13.423299] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:13.423356] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:13.478272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:13.478862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:13.478934] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:13.478964] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:13.596655] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:13.596786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:13.596823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:13.596867] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:13.600057] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=85.42%) [2025-12-02T20:40:13.600343] [INFO ] [FORECASTER] Completed predict_future for RIVN [2025-12-02T20:40:13.600459] [INFO ] [sig ] RIVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:13.736846] [INFO ] [LOCAL ] Saved forecast: RIVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RIVN.txt [2025-12-02T20:40:13.736949] [INFO ] [sig ] [2694/3544] Completed RIVN in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.8m [2025-12-02T20:40:13.736983] [INFO ] [sig ] [2695/3544] Forecasting RKLB... [2025-12-02T20:40:13.737011] [INFO ] [sig ] Generating forecast for: RKLB [2025-12-02T20:40:13.737039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'. [2025-12-02T20:40:13.748535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RKLB'. [2025-12-02T20:40:13.748846] [INFO ] [FORECASTER] Starting predict_future for RKLB [2025-12-02T20:40:13.749643] [DEBUG] [LOCAL ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt [2025-12-02T20:40:13.749692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:13.749723] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:13.749749] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:13.749808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:13.808118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:13.808808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:13.808884] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:13.808915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:13.928014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:13.928127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:13.928162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:13.928187] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:13.931273] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=72.75%) [2025-12-02T20:40:13.931524] [INFO ] [FORECASTER] Completed predict_future for RKLB [2025-12-02T20:40:13.931656] [INFO ] [sig ] RKLB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:14.068998] [INFO ] [LOCAL ] Saved forecast: RKLB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RKLB.txt [2025-12-02T20:40:14.069121] [INFO ] [sig ] [2695/3544] Completed RKLB in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:14.069159] [INFO ] [sig ] [2696/3544] Forecasting RL... [2025-12-02T20:40:14.069189] [INFO ] [sig ] Generating forecast for: RL [2025-12-02T20:40:14.069218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-12-02T20:40:14.080272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RL'. [2025-12-02T20:40:14.080537] [INFO ] [FORECASTER] Starting predict_future for RL [2025-12-02T20:40:14.081308] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-12-02T20:40:14.081356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:14.081386] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:14.081412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:14.081466] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:14.136863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:14.137464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:14.137553] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:14.137603] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:14.254932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:14.255061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:14.255100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:14.255127] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:14.258373] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=95.59%) [2025-12-02T20:40:14.258650] [INFO ] [FORECASTER] Completed predict_future for RL [2025-12-02T20:40:14.258768] [INFO ] [sig ] RL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:14.403157] [INFO ] [LOCAL ] Saved forecast: RL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RL.txt [2025-12-02T20:40:14.403322] [INFO ] [sig ] [2696/3544] Completed RL in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:14.403360] [INFO ] [sig ] [2697/3544] Forecasting RLAY... [2025-12-02T20:40:14.403388] [INFO ] [sig ] Generating forecast for: RLAY [2025-12-02T20:40:14.403415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'. [2025-12-02T20:40:14.414759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLAY'. [2025-12-02T20:40:14.415059] [INFO ] [FORECASTER] Starting predict_future for RLAY [2025-12-02T20:40:14.415852] [DEBUG] [LOCAL ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt [2025-12-02T20:40:14.415901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:14.415930] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:14.415955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:14.416008] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:14.471345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:14.471946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:14.472023] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:14.472053] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:14.595511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:14.595646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:14.595683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:14.595708] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:14.598893] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=6.82%) [2025-12-02T20:40:14.599149] [INFO ] [FORECASTER] Completed predict_future for RLAY [2025-12-02T20:40:14.599268] [INFO ] [sig ] RLAY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:14.734453] [INFO ] [LOCAL ] Saved forecast: RLAY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RLAY.txt [2025-12-02T20:40:14.734561] [INFO ] [sig ] [2697/3544] Completed RLAY in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:14.734612] [INFO ] [sig ] [2698/3544] Forecasting RLI... [2025-12-02T20:40:14.734641] [INFO ] [sig ] Generating forecast for: RLI [2025-12-02T20:40:14.734668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-12-02T20:40:14.745239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLI'. [2025-12-02T20:40:14.745500] [INFO ] [FORECASTER] Starting predict_future for RLI [2025-12-02T20:40:14.746272] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-12-02T20:40:14.746320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:14.746350] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:14.746385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:14.746440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:14.801543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:14.802137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:14.802215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:14.802245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:14.921964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:14.922092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:14.922134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:14.922161] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:14.925356] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=1.14%) [2025-12-02T20:40:14.925626] [INFO ] [FORECASTER] Completed predict_future for RLI [2025-12-02T20:40:14.925764] [INFO ] [sig ] RLI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:15.061099] [INFO ] [LOCAL ] Saved forecast: RLI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RLI.txt [2025-12-02T20:40:15.061218] [INFO ] [sig ] [2698/3544] Completed RLI in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:15.061253] [INFO ] [sig ] [2699/3544] Forecasting RLJ... [2025-12-02T20:40:15.061279] [INFO ] [sig ] Generating forecast for: RLJ [2025-12-02T20:40:15.061312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-12-02T20:40:15.073739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLJ'. [2025-12-02T20:40:15.074013] [INFO ] [FORECASTER] Starting predict_future for RLJ [2025-12-02T20:40:15.074873] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-12-02T20:40:15.074923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:15.074954] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:15.074980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:15.075040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:15.131595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:15.132203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:15.132308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:15.132342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:15.250210] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:15.250345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:15.250382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:15.250409] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:15.253638] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=19.87%) [2025-12-02T20:40:15.253898] [INFO ] [FORECASTER] Completed predict_future for RLJ [2025-12-02T20:40:15.254017] [INFO ] [sig ] RLJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:15.391908] [INFO ] [LOCAL ] Saved forecast: RLJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RLJ.txt [2025-12-02T20:40:15.392027] [INFO ] [sig ] [2699/3544] Completed RLJ in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:15.392062] [INFO ] [sig ] [2700/3544] Forecasting RLMD... [2025-12-02T20:40:15.392090] [INFO ] [sig ] Generating forecast for: RLMD [2025-12-02T20:40:15.392118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'. [2025-12-02T20:40:15.403252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLMD'. [2025-12-02T20:40:15.403567] [INFO ] [FORECASTER] Starting predict_future for RLMD [2025-12-02T20:40:15.404404] [DEBUG] [LOCAL ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt [2025-12-02T20:40:15.404453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:15.404483] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:15.404509] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:15.404563] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:15.461056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:15.461716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:15.461795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:15.461829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:15.585237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:15.585374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:15.585413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:15.585440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:15.588778] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=56.26%) [2025-12-02T20:40:15.589055] [INFO ] [FORECASTER] Completed predict_future for RLMD [2025-12-02T20:40:15.589188] [INFO ] [sig ] RLMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:15.728754] [INFO ] [LOCAL ] Saved forecast: RLMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RLMD.txt [2025-12-02T20:40:15.728873] [INFO ] [sig ] [2700/3544] Completed RLMD in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:15.728910] [INFO ] [sig ] [2701/3544] Forecasting RLTY... [2025-12-02T20:40:15.728937] [INFO ] [sig ] Generating forecast for: RLTY [2025-12-02T20:40:15.728965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-12-02T20:40:15.740225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLTY'. [2025-12-02T20:40:15.740506] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-12-02T20:40:15.741279] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-12-02T20:40:15.741327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:15.741357] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:15.741383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:15.741436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:15.797502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:15.798530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:15.798631] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:15.798664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:15.913694] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:15.913820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:15.913856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:15.913883] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:15.917032] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=89.76%) [2025-12-02T20:40:15.917286] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-12-02T20:40:15.917427] [INFO ] [sig ] RLTY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:16.053165] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RLTY.txt [2025-12-02T20:40:16.053277] [INFO ] [sig ] [2701/3544] Completed RLTY in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:16.053312] [INFO ] [sig ] [2702/3544] Forecasting RLX... [2025-12-02T20:40:16.053339] [INFO ] [sig ] Generating forecast for: RLX [2025-12-02T20:40:16.053375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-12-02T20:40:16.064391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLX'. [2025-12-02T20:40:16.064702] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-12-02T20:40:16.065458] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-12-02T20:40:16.065507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:16.065537] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:16.065562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:16.065637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:16.122185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:16.122952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:16.123025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:16.123055] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:16.239022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:16.239134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:16.239169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:16.239195] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:16.242303] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=23.77%) [2025-12-02T20:40:16.242552] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-12-02T20:40:16.242686] [INFO ] [sig ] RLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:16.380827] [INFO ] [LOCAL ] Saved forecast: RLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RLX.txt [2025-12-02T20:40:16.380986] [INFO ] [sig ] [2702/3544] Completed RLX in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:16.381036] [INFO ] [sig ] [2703/3544] Forecasting RM... [2025-12-02T20:40:16.381073] [INFO ] [sig ] Generating forecast for: RM [2025-12-02T20:40:16.381114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-12-02T20:40:16.392045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RM'. [2025-12-02T20:40:16.392347] [INFO ] [FORECASTER] Starting predict_future for RM [2025-12-02T20:40:16.393116] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-12-02T20:40:16.393164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:16.393194] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:16.393220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:16.393274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:16.448026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:16.448622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:16.448696] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:16.448726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:16.564183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:16.564306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:16.564342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:16.564369] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:16.567504] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-12-02T20:40:16.567773] [INFO ] [FORECASTER] Completed predict_future for RM [2025-12-02T20:40:16.567918] [INFO ] [sig ] RM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:16.702406] [INFO ] [LOCAL ] Saved forecast: RM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RM.txt [2025-12-02T20:40:16.702522] [INFO ] [sig ] [2703/3544] Completed RM in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:16.702558] [INFO ] [sig ] [2704/3544] Forecasting RMAX... [2025-12-02T20:40:16.702604] [INFO ] [sig ] Generating forecast for: RMAX [2025-12-02T20:40:16.702633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-12-02T20:40:16.713802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMAX'. [2025-12-02T20:40:16.714089] [INFO ] [FORECASTER] Starting predict_future for RMAX [2025-12-02T20:40:16.714915] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-12-02T20:40:16.714965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:16.714996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:16.715023] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:16.715079] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:16.770122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:16.770699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:16.770772] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:16.770802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:16.880929] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:16.881034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:16.881068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:16.881095] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:16.884141] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=27.07%) [2025-12-02T20:40:16.884390] [INFO ] [FORECASTER] Completed predict_future for RMAX [2025-12-02T20:40:16.884506] [INFO ] [sig ] RMAX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:17.032735] [INFO ] [LOCAL ] Saved forecast: RMAX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RMAX.txt [2025-12-02T20:40:17.032874] [INFO ] [sig ] [2704/3544] Completed RMAX in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:17.032913] [INFO ] [sig ] [2705/3544] Forecasting RMBI... [2025-12-02T20:40:17.032941] [INFO ] [sig ] Generating forecast for: RMBI [2025-12-02T20:40:17.032970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'. [2025-12-02T20:40:17.043315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBI'. [2025-12-02T20:40:17.043590] [INFO ] [FORECASTER] Starting predict_future for RMBI [2025-12-02T20:40:17.044363] [DEBUG] [LOCAL ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt [2025-12-02T20:40:17.044411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:17.044442] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:17.044467] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:17.044521] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:17.100080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:17.100670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:17.100746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:17.100776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:17.210034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:17.210156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:17.210199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:17.210233] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:17.213440] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=3.39%) [2025-12-02T20:40:17.213722] [INFO ] [FORECASTER] Completed predict_future for RMBI [2025-12-02T20:40:17.213837] [INFO ] [sig ] RMBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:17.352442] [INFO ] [LOCAL ] Saved forecast: RMBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RMBI.txt [2025-12-02T20:40:17.352587] [INFO ] [sig ] [2705/3544] Completed RMBI in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:17.352626] [INFO ] [sig ] [2706/3544] Forecasting RMBS... [2025-12-02T20:40:17.352655] [INFO ] [sig ] Generating forecast for: RMBS [2025-12-02T20:40:17.352683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'. [2025-12-02T20:40:17.363513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBS'. [2025-12-02T20:40:17.363834] [INFO ] [FORECASTER] Starting predict_future for RMBS [2025-12-02T20:40:17.364673] [DEBUG] [LOCAL ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt [2025-12-02T20:40:17.364722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:17.364780] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:17.364813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:17.364887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:17.421752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:17.422347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:17.422421] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:17.422452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:17.536262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:17.536401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:17.536439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:17.536465] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:17.539717] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=43.14%) [2025-12-02T20:40:17.539979] [INFO ] [FORECASTER] Completed predict_future for RMBS [2025-12-02T20:40:17.540098] [INFO ] [sig ] RMBS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:17.677718] [INFO ] [LOCAL ] Saved forecast: RMBS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RMBS.txt [2025-12-02T20:40:17.677848] [INFO ] [sig ] [2706/3544] Completed RMBS in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:17.677905] [INFO ] [sig ] [2707/3544] Forecasting RMD... [2025-12-02T20:40:17.677936] [INFO ] [sig ] Generating forecast for: RMD [2025-12-02T20:40:17.677969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-12-02T20:40:17.689101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMD'. [2025-12-02T20:40:17.689384] [INFO ] [FORECASTER] Starting predict_future for RMD [2025-12-02T20:40:17.690188] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-12-02T20:40:17.690237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:17.690273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:17.690300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:17.690354] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:17.744692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:17.745283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:17.745357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:17.745387] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:17.867625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:17.867739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:17.867775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:17.867802] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:17.870906] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=66.62%) [2025-12-02T20:40:17.871156] [INFO ] [FORECASTER] Completed predict_future for RMD [2025-12-02T20:40:17.871276] [INFO ] [sig ] RMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:18.005671] [INFO ] [LOCAL ] Saved forecast: RMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RMD.txt [2025-12-02T20:40:18.005794] [INFO ] [sig ] [2707/3544] Completed RMD in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:18.005831] [INFO ] [sig ] [2708/3544] Forecasting RMI... [2025-12-02T20:40:18.005858] [INFO ] [sig ] Generating forecast for: RMI [2025-12-02T20:40:18.005886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-12-02T20:40:18.016780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMI'. [2025-12-02T20:40:18.017064] [INFO ] [FORECASTER] Starting predict_future for RMI [2025-12-02T20:40:18.017856] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-12-02T20:40:18.017935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:18.017973] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:18.017999] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:18.018056] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:18.073430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:18.074049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:18.074122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:18.074152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:18.183299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:18.183410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:18.183445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:18.183471] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:18.186527] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=95.16%) [2025-12-02T20:40:18.186797] [INFO ] [FORECASTER] Completed predict_future for RMI [2025-12-02T20:40:18.186909] [INFO ] [sig ] RMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:18.322071] [INFO ] [LOCAL ] Saved forecast: RMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RMI.txt [2025-12-02T20:40:18.322184] [INFO ] [sig ] [2708/3544] Completed RMI in 0.3s | 2.98 sym/s | Total: 15.1m | ETA: 4.7m [2025-12-02T20:40:18.322219] [INFO ] [sig ] [2709/3544] Forecasting RMM... [2025-12-02T20:40:18.322246] [INFO ] [sig ] Generating forecast for: RMM [2025-12-02T20:40:18.322275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-12-02T20:40:18.333747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMM'. [2025-12-02T20:40:18.334028] [INFO ] [FORECASTER] Starting predict_future for RMM [2025-12-02T20:40:18.334802] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-12-02T20:40:18.334849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:18.334879] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:18.334904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:18.334958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:18.392456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:18.393305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:18.393387] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:18.393419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:18.516034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:18.516150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:18.516186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:18.516241] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:18.519415] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=75.60%) [2025-12-02T20:40:18.519692] [INFO ] [FORECASTER] Completed predict_future for RMM [2025-12-02T20:40:18.519809] [INFO ] [sig ] RMM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:18.655031] [INFO ] [LOCAL ] Saved forecast: RMM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RMM.txt [2025-12-02T20:40:18.655136] [INFO ] [sig ] [2709/3544] Completed RMM in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.7m [2025-12-02T20:40:18.655171] [INFO ] [sig ] [2710/3544] Forecasting RMMZ... [2025-12-02T20:40:18.655199] [INFO ] [sig ] Generating forecast for: RMMZ [2025-12-02T20:40:18.655227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-12-02T20:40:18.665985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'. [2025-12-02T20:40:18.666260] [INFO ] [FORECASTER] Starting predict_future for RMMZ [2025-12-02T20:40:18.667067] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-12-02T20:40:18.667117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:18.667147] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:18.667172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:18.667227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:18.721613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:18.722191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:18.722263] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:18.722293] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:18.835514] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:18.835662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:18.835705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:18.835732] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:18.838967] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=49.38%) [2025-12-02T20:40:18.839230] [INFO ] [FORECASTER] Completed predict_future for RMMZ [2025-12-02T20:40:18.839347] [INFO ] [sig ] RMMZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:18.975680] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RMMZ.txt [2025-12-02T20:40:18.975814] [INFO ] [sig ] [2710/3544] Completed RMMZ in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.7m [2025-12-02T20:40:18.975851] [INFO ] [sig ] [2711/3544] Forecasting RMNI... [2025-12-02T20:40:18.975879] [INFO ] [sig ] Generating forecast for: RMNI [2025-12-02T20:40:18.975908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'. [2025-12-02T20:40:18.988314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMNI'. [2025-12-02T20:40:18.988694] [INFO ] [FORECASTER] Starting predict_future for RMNI [2025-12-02T20:40:18.989486] [DEBUG] [LOCAL ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt [2025-12-02T20:40:18.989546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:18.989594] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:18.989622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:18.989677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:19.044819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:19.045697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:19.045782] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:19.045812] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:19.163610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:19.163774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:19.163813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:19.163840] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:19.167105] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=11.98%) [2025-12-02T20:40:19.167367] [INFO ] [FORECASTER] Completed predict_future for RMNI [2025-12-02T20:40:19.167483] [INFO ] [sig ] RMNI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:19.303179] [INFO ] [LOCAL ] Saved forecast: RMNI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RMNI.txt [2025-12-02T20:40:19.303326] [INFO ] [sig ] [2711/3544] Completed RMNI in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.7m [2025-12-02T20:40:19.303364] [INFO ] [sig ] [2712/3544] Forecasting RNA... [2025-12-02T20:40:19.303391] [INFO ] [sig ] Generating forecast for: RNA [2025-12-02T20:40:19.303421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'. [2025-12-02T20:40:19.315043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNA'. [2025-12-02T20:40:19.315362] [INFO ] [FORECASTER] Starting predict_future for RNA [2025-12-02T20:40:19.316232] [DEBUG] [LOCAL ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt [2025-12-02T20:40:19.316285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:19.316318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:19.316344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:19.316399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:19.372405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:19.373054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:19.373132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:19.373163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:19.490022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:19.490177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:19.490217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:19.490244] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:19.493472] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=4.39%) [2025-12-02T20:40:19.493745] [INFO ] [FORECASTER] Completed predict_future for RNA [2025-12-02T20:40:19.493859] [INFO ] [sig ] RNA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:19.635888] [INFO ] [LOCAL ] Saved forecast: RNA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RNA.txt [2025-12-02T20:40:19.636037] [INFO ] [sig ] [2712/3544] Completed RNA in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.7m [2025-12-02T20:40:19.636074] [INFO ] [sig ] [2713/3544] Forecasting RNAC... [2025-12-02T20:40:19.636101] [INFO ] [sig ] Generating forecast for: RNAC [2025-12-02T20:40:19.636130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'. [2025-12-02T20:40:19.648472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNAC'. [2025-12-02T20:40:19.648882] [INFO ] [FORECASTER] Starting predict_future for RNAC [2025-12-02T20:40:19.649686] [DEBUG] [LOCAL ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt [2025-12-02T20:40:19.649745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:19.649787] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:19.649814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:19.649875] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:19.706953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:19.707961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:19.708055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:19.708092] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:19.827585] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:19.827744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:19.827784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:19.827811] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:19.831154] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=81.60%) [2025-12-02T20:40:19.831436] [INFO ] [FORECASTER] Completed predict_future for RNAC [2025-12-02T20:40:19.831561] [INFO ] [sig ] RNAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:19.970441] [INFO ] [LOCAL ] Saved forecast: RNAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RNAC.txt [2025-12-02T20:40:19.970608] [INFO ] [sig ] [2713/3544] Completed RNAC in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:19.970648] [INFO ] [sig ] [2714/3544] Forecasting RNG... [2025-12-02T20:40:19.970676] [INFO ] [sig ] Generating forecast for: RNG [2025-12-02T20:40:19.970705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-12-02T20:40:19.981651] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNG'. [2025-12-02T20:40:19.981920] [INFO ] [FORECASTER] Starting predict_future for RNG [2025-12-02T20:40:19.982696] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-12-02T20:40:19.982745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:19.982775] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:19.982800] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:19.982855] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:20.040911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:20.041739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:20.041828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:20.041861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:20.160807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:20.160957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:20.161000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:20.161029] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:20.164372] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=26.17%) [2025-12-02T20:40:20.164654] [INFO ] [FORECASTER] Completed predict_future for RNG [2025-12-02T20:40:20.164777] [INFO ] [sig ] RNG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:20.303669] [INFO ] [LOCAL ] Saved forecast: RNG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RNG.txt [2025-12-02T20:40:20.303823] [INFO ] [sig ] [2714/3544] Completed RNG in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:20.303869] [INFO ] [sig ] [2715/3544] Forecasting RNP... [2025-12-02T20:40:20.303900] [INFO ] [sig ] Generating forecast for: RNP [2025-12-02T20:40:20.303931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-12-02T20:40:20.316196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNP'. [2025-12-02T20:40:20.316562] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-12-02T20:40:20.317356] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-12-02T20:40:20.317404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:20.317434] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:20.317459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:20.317512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:20.373098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:20.373919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:20.374001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:20.374034] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:20.489081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:20.489233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:20.489274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:20.489306] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:20.492689] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=97.45%) [2025-12-02T20:40:20.492961] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-12-02T20:40:20.493081] [INFO ] [sig ] RNP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:20.636272] [INFO ] [LOCAL ] Saved forecast: RNP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RNP.txt [2025-12-02T20:40:20.636434] [INFO ] [sig ] [2715/3544] Completed RNP in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:20.636473] [INFO ] [sig ] [2716/3544] Forecasting ROAD... [2025-12-02T20:40:20.636503] [INFO ] [sig ] Generating forecast for: ROAD [2025-12-02T20:40:20.636534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'. [2025-12-02T20:40:20.652717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROAD'. [2025-12-02T20:40:20.653308] [INFO ] [FORECASTER] Starting predict_future for ROAD [2025-12-02T20:40:20.654361] [DEBUG] [LOCAL ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt [2025-12-02T20:40:20.654417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:20.654449] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:20.654479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:20.654536] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:20.714151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:20.715303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:20.715469] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:20.715505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:20.846628] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:20.846859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:20.846944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:20.846975] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:20.851499] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=89.89%) [2025-12-02T20:40:20.852070] [INFO ] [FORECASTER] Completed predict_future for ROAD [2025-12-02T20:40:20.852281] [INFO ] [sig ] ROAD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:21.014517] [INFO ] [LOCAL ] Saved forecast: ROAD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ROAD.txt [2025-12-02T20:40:21.014709] [INFO ] [sig ] [2716/3544] Completed ROAD in 0.4s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:21.014748] [INFO ] [sig ] [2717/3544] Forecasting ROCK... [2025-12-02T20:40:21.014775] [INFO ] [sig ] Generating forecast for: ROCK [2025-12-02T20:40:21.014805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'. [2025-12-02T20:40:21.028448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROCK'. [2025-12-02T20:40:21.028828] [INFO ] [FORECASTER] Starting predict_future for ROCK [2025-12-02T20:40:21.029633] [DEBUG] [LOCAL ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt [2025-12-02T20:40:21.029682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:21.029712] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:21.029737] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:21.029791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:21.084447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:21.085351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:21.085435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:21.085467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:21.199448] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:21.199624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:21.199666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:21.199693] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:21.202923] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=62.80%) [2025-12-02T20:40:21.203185] [INFO ] [FORECASTER] Completed predict_future for ROCK [2025-12-02T20:40:21.203303] [INFO ] [sig ] ROCK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:21.337625] [INFO ] [LOCAL ] Saved forecast: ROCK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ROCK.txt [2025-12-02T20:40:21.337771] [INFO ] [sig ] [2717/3544] Completed ROCK in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:21.337809] [INFO ] [sig ] [2718/3544] Forecasting ROE... [2025-12-02T20:40:21.337836] [INFO ] [sig ] Generating forecast for: ROE [2025-12-02T20:40:21.337864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'. [2025-12-02T20:40:21.349310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROE'. [2025-12-02T20:40:21.349643] [INFO ] [FORECASTER] Starting predict_future for ROE [2025-12-02T20:40:21.350417] [DEBUG] [LOCAL ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt [2025-12-02T20:40:21.350464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:21.350495] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:21.350520] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:21.350610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:21.408156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:21.408882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:21.408964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:21.408997] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:21.524747] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:21.524895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:21.524950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:21.524979] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:21.528227] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=3.49%) [2025-12-02T20:40:21.528518] [INFO ] [FORECASTER] Completed predict_future for ROE [2025-12-02T20:40:21.528667] [INFO ] [sig ] ROE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:21.665398] [INFO ] [LOCAL ] Saved forecast: ROE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ROE.txt [2025-12-02T20:40:21.665519] [INFO ] [sig ] [2718/3544] Completed ROE in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:21.665554] [INFO ] [sig ] [2719/3544] Forecasting ROP... [2025-12-02T20:40:21.665600] [INFO ] [sig ] Generating forecast for: ROP [2025-12-02T20:40:21.665630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'. [2025-12-02T20:40:21.677175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROP'. [2025-12-02T20:40:21.677462] [INFO ] [FORECASTER] Starting predict_future for ROP [2025-12-02T20:40:21.678266] [DEBUG] [LOCAL ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt [2025-12-02T20:40:21.678318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:21.678348] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:21.678376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:21.678430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:21.734927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:21.735788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:21.735872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:21.735904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:21.862190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:21.862349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:21.862397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:21.862433] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:21.865841] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-12-02T20:40:21.866104] [INFO ] [FORECASTER] Completed predict_future for ROP [2025-12-02T20:40:21.866225] [INFO ] [sig ] ROP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:22.007547] [INFO ] [LOCAL ] Saved forecast: ROP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ROP.txt [2025-12-02T20:40:22.007812] [INFO ] [sig ] [2719/3544] Completed ROP in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:22.007854] [INFO ] [sig ] [2720/3544] Forecasting RPAY... [2025-12-02T20:40:22.007902] [INFO ] [sig ] Generating forecast for: RPAY [2025-12-02T20:40:22.007936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'. [2025-12-02T20:40:22.018667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPAY'. [2025-12-02T20:40:22.019030] [INFO ] [FORECASTER] Starting predict_future for RPAY [2025-12-02T20:40:22.019862] [DEBUG] [LOCAL ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt [2025-12-02T20:40:22.019910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:22.019941] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:22.019966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:22.020019] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:22.075714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:22.076568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:22.076688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:22.076718] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:22.193532] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:22.193703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:22.193743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:22.193770] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:22.197015] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=7.64%) [2025-12-02T20:40:22.197275] [INFO ] [FORECASTER] Completed predict_future for RPAY [2025-12-02T20:40:22.197394] [INFO ] [sig ] RPAY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:22.335811] [INFO ] [LOCAL ] Saved forecast: RPAY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RPAY.txt [2025-12-02T20:40:22.335961] [INFO ] [sig ] [2720/3544] Completed RPAY in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:22.335998] [INFO ] [sig ] [2721/3544] Forecasting RPD... [2025-12-02T20:40:22.336026] [INFO ] [sig ] Generating forecast for: RPD [2025-12-02T20:40:22.336057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'. [2025-12-02T20:40:22.347658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPD'. [2025-12-02T20:40:22.348043] [INFO ] [FORECASTER] Starting predict_future for RPD [2025-12-02T20:40:22.348812] [DEBUG] [LOCAL ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt [2025-12-02T20:40:22.348859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:22.348889] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:22.348914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:22.348967] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:22.404423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:22.405249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:22.405328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:22.405358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:22.530523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:22.530690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:22.530730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:22.530757] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:22.534125] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=92.12%) [2025-12-02T20:40:22.534403] [INFO ] [FORECASTER] Completed predict_future for RPD [2025-12-02T20:40:22.534539] [INFO ] [sig ] RPD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:22.673670] [INFO ] [LOCAL ] Saved forecast: RPD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RPD.txt [2025-12-02T20:40:22.673818] [INFO ] [sig ] [2721/3544] Completed RPD in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:22.673856] [INFO ] [sig ] [2722/3544] Forecasting RPID... [2025-12-02T20:40:22.673884] [INFO ] [sig ] Generating forecast for: RPID [2025-12-02T20:40:22.673923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'. [2025-12-02T20:40:22.685407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPID'. [2025-12-02T20:40:22.685728] [INFO ] [FORECASTER] Starting predict_future for RPID [2025-12-02T20:40:22.686488] [DEBUG] [LOCAL ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt [2025-12-02T20:40:22.686536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:22.686593] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:22.686622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:22.686677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:22.743210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:22.743917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:22.743995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:22.744027] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:22.862823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:22.862977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:22.863016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:22.863045] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:22.866429] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=97.16%) [2025-12-02T20:40:22.866727] [INFO ] [FORECASTER] Completed predict_future for RPID [2025-12-02T20:40:22.866854] [INFO ] [sig ] RPID: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:23.010343] [INFO ] [LOCAL ] Saved forecast: RPID 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RPID.txt [2025-12-02T20:40:23.010488] [INFO ] [sig ] [2722/3544] Completed RPID in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:23.010524] [INFO ] [sig ] [2723/3544] Forecasting RPRX... [2025-12-02T20:40:23.010552] [INFO ] [sig ] Generating forecast for: RPRX [2025-12-02T20:40:23.010596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'. [2025-12-02T20:40:23.022081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPRX'. [2025-12-02T20:40:23.022467] [INFO ] [FORECASTER] Starting predict_future for RPRX [2025-12-02T20:40:23.023267] [DEBUG] [LOCAL ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt [2025-12-02T20:40:23.023316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:23.023377] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:23.023404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:23.023459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:23.079328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:23.080188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:23.080270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:23.080300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:23.209885] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:23.210044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:23.210085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:23.210116] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:23.213603] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=99.12%) [2025-12-02T20:40:23.213877] [INFO ] [FORECASTER] Completed predict_future for RPRX [2025-12-02T20:40:23.214003] [INFO ] [sig ] RPRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:23.360422] [INFO ] [LOCAL ] Saved forecast: RPRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RPRX.txt [2025-12-02T20:40:23.360567] [INFO ] [sig ] [2723/3544] Completed RPRX in 0.4s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:23.360628] [INFO ] [sig ] [2724/3544] Forecasting RPTX... [2025-12-02T20:40:23.360657] [INFO ] [sig ] Generating forecast for: RPTX [2025-12-02T20:40:23.360687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'. [2025-12-02T20:40:23.372132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPTX'. [2025-12-02T20:40:23.372459] [INFO ] [FORECASTER] Starting predict_future for RPTX [2025-12-02T20:40:23.373283] [DEBUG] [LOCAL ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt [2025-12-02T20:40:23.373335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:23.373366] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:23.373392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:23.373447] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:23.433632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:23.434357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:23.434445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:23.434480] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:23.561569] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:23.561750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:23.561793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:23.561822] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:23.565333] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=83.28%) [2025-12-02T20:40:23.565621] [INFO ] [FORECASTER] Completed predict_future for RPTX [2025-12-02T20:40:23.565746] [INFO ] [sig ] RPTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:23.713005] [INFO ] [LOCAL ] Saved forecast: RPTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RPTX.txt [2025-12-02T20:40:23.713150] [INFO ] [sig ] [2724/3544] Completed RPTX in 0.4s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:23.713204] [INFO ] [sig ] [2725/3544] Forecasting RQI... [2025-12-02T20:40:23.713236] [INFO ] [sig ] Generating forecast for: RQI [2025-12-02T20:40:23.713267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-12-02T20:40:23.725701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RQI'. [2025-12-02T20:40:23.726070] [INFO ] [FORECASTER] Starting predict_future for RQI [2025-12-02T20:40:23.727007] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-12-02T20:40:23.727057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:23.727090] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:23.727117] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:23.727189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:23.786504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:23.787335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:23.787416] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:23.787449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:23.913494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:23.913663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:23.913705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:23.913733] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:23.917299] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=23.16%) [2025-12-02T20:40:23.917563] [INFO ] [FORECASTER] Completed predict_future for RQI [2025-12-02T20:40:23.917703] [INFO ] [sig ] RQI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:24.059945] [INFO ] [LOCAL ] Saved forecast: RQI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RQI.txt [2025-12-02T20:40:24.060102] [INFO ] [sig ] [2725/3544] Completed RQI in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:24.060146] [INFO ] [sig ] [2726/3544] Forecasting RRBI... [2025-12-02T20:40:24.060182] [INFO ] [sig ] Generating forecast for: RRBI [2025-12-02T20:40:24.060216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'. [2025-12-02T20:40:24.071933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRBI'. [2025-12-02T20:40:24.072298] [INFO ] [FORECASTER] Starting predict_future for RRBI [2025-12-02T20:40:24.073206] [DEBUG] [LOCAL ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt [2025-12-02T20:40:24.073255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:24.073285] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:24.073309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:24.073363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:24.129164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:24.130033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:24.130117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:24.130147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:24.229219] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:24.229372] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:40:24.229411] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:24.229484] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:24.232753] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=3.94%) [2025-12-02T20:40:24.233030] [INFO ] [FORECASTER] Completed predict_future for RRBI [2025-12-02T20:40:24.233151] [INFO ] [sig ] RRBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:24.371213] [INFO ] [LOCAL ] Saved forecast: RRBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RRBI.txt [2025-12-02T20:40:24.371366] [INFO ] [sig ] [2726/3544] Completed RRBI in 0.3s | 2.98 sym/s | Total: 15.2m | ETA: 4.6m [2025-12-02T20:40:24.371402] [INFO ] [sig ] [2727/3544] Forecasting RRC... [2025-12-02T20:40:24.371431] [INFO ] [sig ] Generating forecast for: RRC [2025-12-02T20:40:24.371459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-12-02T20:40:24.382516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRC'. [2025-12-02T20:40:24.382871] [INFO ] [FORECASTER] Starting predict_future for RRC [2025-12-02T20:40:24.383641] [DEBUG] [LOCAL ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt [2025-12-02T20:40:24.383689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:24.383719] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:24.383745] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:24.383798] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:24.441220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:24.442059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:24.442141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:24.442172] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:24.560962] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:24.561114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:24.561155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:24.561185] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:24.564641] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=22.07%) [2025-12-02T20:40:24.564922] [INFO ] [FORECASTER] Completed predict_future for RRC [2025-12-02T20:40:24.565048] [INFO ] [sig ] RRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:24.716772] [INFO ] [LOCAL ] Saved forecast: RRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RRC.txt [2025-12-02T20:40:24.716935] [INFO ] [sig ] [2727/3544] Completed RRC in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.6m [2025-12-02T20:40:24.716974] [INFO ] [sig ] [2728/3544] Forecasting RRGB... [2025-12-02T20:40:24.717001] [INFO ] [sig ] Generating forecast for: RRGB [2025-12-02T20:40:24.717031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'. [2025-12-02T20:40:24.729519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRGB'. [2025-12-02T20:40:24.729882] [INFO ] [FORECASTER] Starting predict_future for RRGB [2025-12-02T20:40:24.730709] [DEBUG] [LOCAL ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt [2025-12-02T20:40:24.730760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:24.730791] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:24.730817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:24.730873] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:24.803643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:24.804543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:24.804653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:24.804686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:24.930135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:24.930283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:24.930325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:24.930354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:24.933887] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=0.15%) [2025-12-02T20:40:24.934153] [INFO ] [FORECASTER] Completed predict_future for RRGB [2025-12-02T20:40:24.934275] [INFO ] [sig ] RRGB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:25.076892] [INFO ] [LOCAL ] Saved forecast: RRGB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RRGB.txt [2025-12-02T20:40:25.077029] [INFO ] [sig ] [2728/3544] Completed RRGB in 0.4s | 2.98 sym/s | Total: 15.3m | ETA: 4.6m [2025-12-02T20:40:25.077066] [INFO ] [sig ] [2729/3544] Forecasting RRX... [2025-12-02T20:40:25.077093] [INFO ] [sig ] Generating forecast for: RRX [2025-12-02T20:40:25.077123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-12-02T20:40:25.089100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRX'. [2025-12-02T20:40:25.089465] [INFO ] [FORECASTER] Starting predict_future for RRX [2025-12-02T20:40:25.090258] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-12-02T20:40:25.090306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:25.090337] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:25.090361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:25.090414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:25.145743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:25.146495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:25.146595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:25.146628] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:25.264311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:25.264472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:25.264511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:25.264554] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:25.267899] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=17.60%) [2025-12-02T20:40:25.268178] [INFO ] [FORECASTER] Completed predict_future for RRX [2025-12-02T20:40:25.268300] [INFO ] [sig ] RRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:25.405719] [INFO ] [LOCAL ] Saved forecast: RRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RRX.txt [2025-12-02T20:40:25.405867] [INFO ] [sig ] [2729/3544] Completed RRX in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.6m [2025-12-02T20:40:25.405904] [INFO ] [sig ] [2730/3544] Forecasting RS... [2025-12-02T20:40:25.405931] [INFO ] [sig ] Generating forecast for: RS [2025-12-02T20:40:25.405959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-12-02T20:40:25.432291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RS'. [2025-12-02T20:40:25.432665] [INFO ] [FORECASTER] Starting predict_future for RS [2025-12-02T20:40:25.433485] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-12-02T20:40:25.433546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:25.433618] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:25.433654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:25.433711] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:25.494179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:25.494948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:25.495048] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:25.495094] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:25.623795] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:25.623941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:25.623985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:25.624023] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:25.627441] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=3.04%) [2025-12-02T20:40:25.627728] [INFO ] [FORECASTER] Completed predict_future for RS [2025-12-02T20:40:25.627851] [INFO ] [sig ] RS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:25.773821] [INFO ] [LOCAL ] Saved forecast: RS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RS.txt [2025-12-02T20:40:25.773974] [INFO ] [sig ] [2730/3544] Completed RS in 0.4s | 2.98 sym/s | Total: 15.3m | ETA: 4.6m [2025-12-02T20:40:25.774028] [INFO ] [sig ] [2731/3544] Forecasting RSG... [2025-12-02T20:40:25.774068] [INFO ] [sig ] Generating forecast for: RSG [2025-12-02T20:40:25.774102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-12-02T20:40:25.786229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSG'. [2025-12-02T20:40:25.786599] [INFO ] [FORECASTER] Starting predict_future for RSG [2025-12-02T20:40:25.787365] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-12-02T20:40:25.787413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:25.787444] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:25.787469] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:25.787524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:25.843422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:25.844262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:25.844346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:25.844377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:25.965144] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:25.965300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:25.965339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:25.965365] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:25.968753] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=98.76%) [2025-12-02T20:40:25.969019] [INFO ] [FORECASTER] Completed predict_future for RSG [2025-12-02T20:40:25.969138] [INFO ] [sig ] RSG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:26.106802] [INFO ] [LOCAL ] Saved forecast: RSG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RSG.txt [2025-12-02T20:40:26.106951] [INFO ] [sig ] [2731/3544] Completed RSG in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:26.106987] [INFO ] [sig ] [2732/3544] Forecasting RSI... [2025-12-02T20:40:26.107014] [INFO ] [sig ] Generating forecast for: RSI [2025-12-02T20:40:26.107043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-12-02T20:40:26.122055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSI'. [2025-12-02T20:40:26.122442] [INFO ] [FORECASTER] Starting predict_future for RSI [2025-12-02T20:40:26.123248] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-12-02T20:40:26.123296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:26.123326] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:26.123350] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:26.123405] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:26.178976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:26.179848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:26.179928] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:26.179958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:26.300048] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:26.300200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:26.300240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:26.300267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:26.303508] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=67.00%) [2025-12-02T20:40:26.303789] [INFO ] [FORECASTER] Completed predict_future for RSI [2025-12-02T20:40:26.303910] [INFO ] [sig ] RSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:26.443203] [INFO ] [LOCAL ] Saved forecast: RSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RSI.txt [2025-12-02T20:40:26.443342] [INFO ] [sig ] [2732/3544] Completed RSI in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:26.443378] [INFO ] [sig ] [2733/3544] Forecasting RSKD... [2025-12-02T20:40:26.443405] [INFO ] [sig ] Generating forecast for: RSKD [2025-12-02T20:40:26.443434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-12-02T20:40:26.454718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSKD'. [2025-12-02T20:40:26.455044] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-12-02T20:40:26.455835] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-12-02T20:40:26.455883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:26.455912] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:26.455938] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:26.456003] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:26.511446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:26.512216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:26.512294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:26.512361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:26.627070] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:26.627223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:26.627263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:26.627290] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:26.630762] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=40.43%) [2025-12-02T20:40:26.631037] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-12-02T20:40:26.631162] [INFO ] [sig ] RSKD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:26.773098] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RSKD.txt [2025-12-02T20:40:26.773244] [INFO ] [sig ] [2733/3544] Completed RSKD in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:26.773284] [INFO ] [sig ] [2734/3544] Forecasting RSSS... [2025-12-02T20:40:26.773314] [INFO ] [sig ] Generating forecast for: RSSS [2025-12-02T20:40:26.773345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'. [2025-12-02T20:40:26.784905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSSS'. [2025-12-02T20:40:26.785253] [INFO ] [FORECASTER] Starting predict_future for RSSS [2025-12-02T20:40:26.786181] [DEBUG] [LOCAL ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt [2025-12-02T20:40:26.786232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:26.786264] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:26.786290] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:26.786345] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:26.848322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:26.849253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:26.849337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:26.849370] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:26.962741] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:26.962891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:26.962931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:26.962958] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:26.966197] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=68.02%) [2025-12-02T20:40:26.966458] [INFO ] [FORECASTER] Completed predict_future for RSSS [2025-12-02T20:40:26.966592] [INFO ] [sig ] RSSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:27.108031] [INFO ] [LOCAL ] Saved forecast: RSSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RSSS.txt [2025-12-02T20:40:27.108202] [INFO ] [sig ] [2734/3544] Completed RSSS in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:27.108253] [INFO ] [sig ] [2735/3544] Forecasting RTO... [2025-12-02T20:40:27.108284] [INFO ] [sig ] Generating forecast for: RTO [2025-12-02T20:40:27.108314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-12-02T20:40:27.122773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RTO'. [2025-12-02T20:40:27.123095] [INFO ] [FORECASTER] Starting predict_future for RTO [2025-12-02T20:40:27.123964] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-12-02T20:40:27.124030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:27.124075] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:27.124111] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:27.124171] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:27.181922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:27.182662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:27.182741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:27.182774] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:27.307716] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:27.307866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:27.307932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:27.307961] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:27.311404] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-12-02T20:40:27.311761] [INFO ] [FORECASTER] Completed predict_future for RTO [2025-12-02T20:40:27.311904] [INFO ] [sig ] RTO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:27.453923] [INFO ] [LOCAL ] Saved forecast: RTO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RTO.txt [2025-12-02T20:40:27.454098] [INFO ] [sig ] [2735/3544] Completed RTO in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:27.454137] [INFO ] [sig ] [2736/3544] Forecasting RUM... [2025-12-02T20:40:27.454164] [INFO ] [sig ] Generating forecast for: RUM [2025-12-02T20:40:27.454193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'. [2025-12-02T20:40:27.466044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUM'. [2025-12-02T20:40:27.466430] [INFO ] [FORECASTER] Starting predict_future for RUM [2025-12-02T20:40:27.467247] [DEBUG] [LOCAL ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt [2025-12-02T20:40:27.467297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:27.467329] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:27.467356] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:27.467414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:27.525765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:27.526649] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:27.526736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:27.526767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:27.651178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:27.651348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:27.651393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:27.651422] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:27.654831] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=17.61%) [2025-12-02T20:40:27.655099] [INFO ] [FORECASTER] Completed predict_future for RUM [2025-12-02T20:40:27.655217] [INFO ] [sig ] RUM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:27.790781] [INFO ] [LOCAL ] Saved forecast: RUM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RUM.txt [2025-12-02T20:40:27.790951] [INFO ] [sig ] [2736/3544] Completed RUM in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:27.790989] [INFO ] [sig ] [2737/3544] Forecasting RUN... [2025-12-02T20:40:27.791018] [INFO ] [sig ] Generating forecast for: RUN [2025-12-02T20:40:27.791047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'. [2025-12-02T20:40:27.802542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUN'. [2025-12-02T20:40:27.802844] [INFO ] [FORECASTER] Starting predict_future for RUN [2025-12-02T20:40:27.803623] [DEBUG] [LOCAL ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt [2025-12-02T20:40:27.803672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:27.803704] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:27.803730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:27.803784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:27.858762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:27.859392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:27.859475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:27.859513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:27.977238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:27.977383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:27.977423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:27.977450] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:27.980769] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=21.57%) [2025-12-02T20:40:27.981026] [INFO ] [FORECASTER] Completed predict_future for RUN [2025-12-02T20:40:27.981147] [INFO ] [sig ] RUN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:28.115945] [INFO ] [LOCAL ] Saved forecast: RUN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RUN.txt [2025-12-02T20:40:28.116090] [INFO ] [sig ] [2737/3544] Completed RUN in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:28.116127] [INFO ] [sig ] [2738/3544] Forecasting RUNN... [2025-12-02T20:40:28.116157] [INFO ] [sig ] Generating forecast for: RUNN [2025-12-02T20:40:28.116187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'. [2025-12-02T20:40:28.128063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUNN'. [2025-12-02T20:40:28.128493] [INFO ] [FORECASTER] Starting predict_future for RUNN [2025-12-02T20:40:28.129330] [DEBUG] [LOCAL ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt [2025-12-02T20:40:28.129380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:28.129411] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:28.129438] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:28.129493] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:28.187080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:28.187996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:28.188085] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:28.188116] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:28.308712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:28.308863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:28.308905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:28.308934] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:28.312271] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=80.82%) [2025-12-02T20:40:28.312554] [INFO ] [FORECASTER] Completed predict_future for RUNN [2025-12-02T20:40:28.312697] [INFO ] [sig ] RUNN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:28.455418] [INFO ] [LOCAL ] Saved forecast: RUNN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RUNN.txt [2025-12-02T20:40:28.455609] [INFO ] [sig ] [2738/3544] Completed RUNN in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:28.455649] [INFO ] [sig ] [2739/3544] Forecasting RUSHA... [2025-12-02T20:40:28.455694] [INFO ] [sig ] Generating forecast for: RUSHA [2025-12-02T20:40:28.455724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'. [2025-12-02T20:40:28.467417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'. [2025-12-02T20:40:28.467727] [INFO ] [FORECASTER] Starting predict_future for RUSHA [2025-12-02T20:40:28.468531] [DEBUG] [LOCAL ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt [2025-12-02T20:40:28.468603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:28.468637] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:28.468664] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:28.468719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:28.525201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:28.525815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:28.525892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:28.525924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:28.643666] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:28.643812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:28.643853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:28.643882] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:28.647103] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=96.58%) [2025-12-02T20:40:28.647369] [INFO ] [FORECASTER] Completed predict_future for RUSHA [2025-12-02T20:40:28.647489] [INFO ] [sig ] RUSHA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:28.789401] [INFO ] [LOCAL ] Saved forecast: RUSHA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RUSHA.txt [2025-12-02T20:40:28.789538] [INFO ] [sig ] [2739/3544] Completed RUSHA in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:28.789593] [INFO ] [sig ] [2740/3544] Forecasting RUSHB... [2025-12-02T20:40:28.789623] [INFO ] [sig ] Generating forecast for: RUSHB [2025-12-02T20:40:28.789652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'. [2025-12-02T20:40:28.801565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'. [2025-12-02T20:40:28.801886] [INFO ] [FORECASTER] Starting predict_future for RUSHB [2025-12-02T20:40:28.802672] [DEBUG] [LOCAL ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt [2025-12-02T20:40:28.802720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:28.802778] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:28.802804] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:28.802858] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:28.857401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:28.858103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:28.858182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:28.858212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:28.963880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:28.964044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:28.964096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:28.964125] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:28.967483] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=22.08%) [2025-12-02T20:40:28.967785] [INFO ] [FORECASTER] Completed predict_future for RUSHB [2025-12-02T20:40:28.967924] [INFO ] [sig ] RUSHB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:29.104186] [INFO ] [LOCAL ] Saved forecast: RUSHB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RUSHB.txt [2025-12-02T20:40:29.104314] [INFO ] [sig ] [2740/3544] Completed RUSHB in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:29.104350] [INFO ] [sig ] [2741/3544] Forecasting RVMD... [2025-12-02T20:40:29.104378] [INFO ] [sig ] Generating forecast for: RVMD [2025-12-02T20:40:29.104407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'. [2025-12-02T20:40:29.115900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVMD'. [2025-12-02T20:40:29.116259] [INFO ] [FORECASTER] Starting predict_future for RVMD [2025-12-02T20:40:29.117067] [DEBUG] [LOCAL ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt [2025-12-02T20:40:29.117117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:29.117148] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:29.117173] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:29.117228] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:29.173360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:29.174222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:29.174308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:29.174341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:29.296010] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:29.296155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:29.296195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:29.296223] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:29.299501] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=87.66%) [2025-12-02T20:40:29.299783] [INFO ] [FORECASTER] Completed predict_future for RVMD [2025-12-02T20:40:29.299905] [INFO ] [sig ] RVMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:29.437704] [INFO ] [LOCAL ] Saved forecast: RVMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RVMD.txt [2025-12-02T20:40:29.437853] [INFO ] [sig ] [2741/3544] Completed RVMD in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:29.437907] [INFO ] [sig ] [2742/3544] Forecasting RVSB... [2025-12-02T20:40:29.437936] [INFO ] [sig ] Generating forecast for: RVSB [2025-12-02T20:40:29.437965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'. [2025-12-02T20:40:29.448442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVSB'. [2025-12-02T20:40:29.448741] [INFO ] [FORECASTER] Starting predict_future for RVSB [2025-12-02T20:40:29.449488] [DEBUG] [LOCAL ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt [2025-12-02T20:40:29.449536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:29.449566] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:29.449614] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:29.449669] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:29.505959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:29.506600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:29.506678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:29.506708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:29.623282] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:29.623457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:29.623507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:29.623537] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:29.626918] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=98.67%) [2025-12-02T20:40:29.627224] [INFO ] [FORECASTER] Completed predict_future for RVSB [2025-12-02T20:40:29.627352] [INFO ] [sig ] RVSB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:29.766199] [INFO ] [LOCAL ] Saved forecast: RVSB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RVSB.txt [2025-12-02T20:40:29.766324] [INFO ] [sig ] [2742/3544] Completed RVSB in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:29.766361] [INFO ] [sig ] [2743/3544] Forecasting RVTY... [2025-12-02T20:40:29.766391] [INFO ] [sig ] Generating forecast for: RVTY [2025-12-02T20:40:29.766422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-12-02T20:40:29.778082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVTY'. [2025-12-02T20:40:29.778374] [INFO ] [FORECASTER] Starting predict_future for RVTY [2025-12-02T20:40:29.779186] [DEBUG] [LOCAL ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt [2025-12-02T20:40:29.779236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:29.779267] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:29.779294] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:29.779351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:29.840531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:29.841405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:29.841489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:29.841527] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:29.961061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:29.961197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:29.961236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:29.961300] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:29.964641] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=30.66%) [2025-12-02T20:40:29.964949] [INFO ] [FORECASTER] Completed predict_future for RVTY [2025-12-02T20:40:29.965075] [INFO ] [sig ] RVTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:30.103865] [INFO ] [LOCAL ] Saved forecast: RVTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RVTY.txt [2025-12-02T20:40:30.103989] [INFO ] [sig ] [2743/3544] Completed RVTY in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:30.104025] [INFO ] [sig ] [2744/3544] Forecasting RWAY... [2025-12-02T20:40:30.104051] [INFO ] [sig ] Generating forecast for: RWAY [2025-12-02T20:40:30.104080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'. [2025-12-02T20:40:30.115284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RWAY'. [2025-12-02T20:40:30.115563] [INFO ] [FORECASTER] Starting predict_future for RWAY [2025-12-02T20:40:30.116327] [DEBUG] [LOCAL ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt [2025-12-02T20:40:30.116375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:30.116406] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:30.116431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:30.116486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:30.173252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:30.173941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:30.174017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:30.174050] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:30.294154] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:30.294299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:30.294338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:30.294365] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:30.297599] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=63.66%) [2025-12-02T20:40:30.297855] [INFO ] [FORECASTER] Completed predict_future for RWAY [2025-12-02T20:40:30.298002] [INFO ] [sig ] RWAY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:30.434835] [INFO ] [LOCAL ] Saved forecast: RWAY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RWAY.txt [2025-12-02T20:40:30.434959] [INFO ] [sig ] [2744/3544] Completed RWAY in 0.3s | 2.98 sym/s | Total: 15.3m | ETA: 4.5m [2025-12-02T20:40:30.434994] [INFO ] [sig ] [2745/3544] Forecasting RXO... [2025-12-02T20:40:30.435021] [INFO ] [sig ] Generating forecast for: RXO [2025-12-02T20:40:30.435049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-12-02T20:40:30.446533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXO'. [2025-12-02T20:40:30.446860] [INFO ] [FORECASTER] Starting predict_future for RXO [2025-12-02T20:40:30.447657] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-12-02T20:40:30.447704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:30.447735] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:30.447760] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:30.447815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:30.502654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:30.503269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:30.503346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:30.503376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:30.620703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:30.620858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:30.620899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:30.620927] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:30.624156] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=19.31%) [2025-12-02T20:40:30.624411] [INFO ] [FORECASTER] Completed predict_future for RXO [2025-12-02T20:40:30.624527] [INFO ] [sig ] RXO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:30.760863] [INFO ] [LOCAL ] Saved forecast: RXO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RXO.txt [2025-12-02T20:40:30.760983] [INFO ] [sig ] [2745/3544] Completed RXO in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.5m [2025-12-02T20:40:30.761019] [INFO ] [sig ] [2746/3544] Forecasting RXRX... [2025-12-02T20:40:30.761046] [INFO ] [sig ] Generating forecast for: RXRX [2025-12-02T20:40:30.761076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'. [2025-12-02T20:40:30.772272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXRX'. [2025-12-02T20:40:30.772617] [INFO ] [FORECASTER] Starting predict_future for RXRX [2025-12-02T20:40:30.773375] [DEBUG] [LOCAL ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt [2025-12-02T20:40:30.773433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:30.773463] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:30.773488] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:30.773542] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:30.829057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:30.829689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:30.829768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:30.829798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:30.950466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:30.950639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:30.950696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:30.950725] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:30.954156] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=29.48%) [2025-12-02T20:40:30.954413] [INFO ] [FORECASTER] Completed predict_future for RXRX [2025-12-02T20:40:30.954530] [INFO ] [sig ] RXRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:31.090454] [INFO ] [LOCAL ] Saved forecast: RXRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RXRX.txt [2025-12-02T20:40:31.090596] [INFO ] [sig ] [2746/3544] Completed RXRX in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.5m [2025-12-02T20:40:31.090635] [INFO ] [sig ] [2747/3544] Forecasting RY... [2025-12-02T20:40:31.090662] [INFO ] [sig ] Generating forecast for: RY [2025-12-02T20:40:31.090691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-12-02T20:40:31.102852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RY'. [2025-12-02T20:40:31.103244] [INFO ] [FORECASTER] Starting predict_future for RY [2025-12-02T20:40:31.104066] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-12-02T20:40:31.104115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:31.104146] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:31.104171] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:31.104226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:31.160351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:31.161274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:31.161359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:31.161390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:31.290012] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:31.290191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:31.290239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:31.290267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:31.293842] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=82.35%) [2025-12-02T20:40:31.294141] [INFO ] [FORECASTER] Completed predict_future for RY [2025-12-02T20:40:31.294272] [INFO ] [sig ] RY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:31.442970] [INFO ] [LOCAL ] Saved forecast: RY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RY.txt [2025-12-02T20:40:31.443143] [INFO ] [sig ] [2747/3544] Completed RY in 0.4s | 2.98 sym/s | Total: 15.4m | ETA: 4.5m [2025-12-02T20:40:31.443186] [INFO ] [sig ] [2748/3544] Forecasting RYAAY... [2025-12-02T20:40:31.443215] [INFO ] [sig ] Generating forecast for: RYAAY [2025-12-02T20:40:31.443244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'. [2025-12-02T20:40:31.455285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'. [2025-12-02T20:40:31.455676] [INFO ] [FORECASTER] Starting predict_future for RYAAY [2025-12-02T20:40:31.456480] [DEBUG] [LOCAL ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt [2025-12-02T20:40:31.456529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:31.456558] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:31.456610] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:31.456667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:31.515809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:31.516728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:31.516810] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:31.516842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:31.642023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:31.642184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:31.642224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:31.642250] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:31.645610] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=23.45%) [2025-12-02T20:40:31.645892] [INFO ] [FORECASTER] Completed predict_future for RYAAY [2025-12-02T20:40:31.646019] [INFO ] [sig ] RYAAY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:31.787398] [INFO ] [LOCAL ] Saved forecast: RYAAY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RYAAY.txt [2025-12-02T20:40:31.787552] [INFO ] [sig ] [2748/3544] Completed RYAAY in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.5m [2025-12-02T20:40:31.787608] [INFO ] [sig ] [2749/3544] Forecasting RYAM... [2025-12-02T20:40:31.787638] [INFO ] [sig ] Generating forecast for: RYAM [2025-12-02T20:40:31.787668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-12-02T20:40:31.799105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAM'. [2025-12-02T20:40:31.799459] [INFO ] [FORECASTER] Starting predict_future for RYAM [2025-12-02T20:40:31.800250] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-12-02T20:40:31.800298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:31.800328] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:31.800354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:31.800408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:31.857534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:31.858455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:31.858539] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:31.858589] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:31.988935] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:31.989140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:31.989191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:31.989220] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:31.992678] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=99.07%) [2025-12-02T20:40:31.992967] [INFO ] [FORECASTER] Completed predict_future for RYAM [2025-12-02T20:40:31.993095] [INFO ] [sig ] RYAM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:32.188460] [INFO ] [LOCAL ] Saved forecast: RYAM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RYAM.txt [2025-12-02T20:40:32.188641] [INFO ] [sig ] [2749/3544] Completed RYAM in 0.4s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:32.188688] [INFO ] [sig ] [2750/3544] Forecasting RYAN... [2025-12-02T20:40:32.188717] [INFO ] [sig ] Generating forecast for: RYAN [2025-12-02T20:40:32.188747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'. [2025-12-02T20:40:32.199871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAN'. [2025-12-02T20:40:32.200224] [INFO ] [FORECASTER] Starting predict_future for RYAN [2025-12-02T20:40:32.201015] [DEBUG] [LOCAL ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt [2025-12-02T20:40:32.201064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:32.201094] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:32.201121] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:32.201175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:32.255800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:32.256669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:32.256780] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:32.256813] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:32.372718] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:32.372876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:32.372915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:32.372943] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:32.376187] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=35.59%) [2025-12-02T20:40:32.376446] [INFO ] [FORECASTER] Completed predict_future for RYAN [2025-12-02T20:40:32.376566] [INFO ] [sig ] RYAN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:32.511221] [INFO ] [LOCAL ] Saved forecast: RYAN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RYAN.txt [2025-12-02T20:40:32.511363] [INFO ] [sig ] [2750/3544] Completed RYAN in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:32.511399] [INFO ] [sig ] [2751/3544] Forecasting RYI... [2025-12-02T20:40:32.511426] [INFO ] [sig ] Generating forecast for: RYI [2025-12-02T20:40:32.511455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-12-02T20:40:32.522325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYI'. [2025-12-02T20:40:32.522663] [INFO ] [FORECASTER] Starting predict_future for RYI [2025-12-02T20:40:32.523418] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-12-02T20:40:32.523466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:32.523496] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:32.523521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:32.523593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:32.577611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:32.578288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:32.578368] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:32.578398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:32.697347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:32.697502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:32.697542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:32.697595] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:32.700957] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=42.60%) [2025-12-02T20:40:32.701223] [INFO ] [FORECASTER] Completed predict_future for RYI [2025-12-02T20:40:32.701356] [INFO ] [sig ] RYI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:32.836029] [INFO ] [LOCAL ] Saved forecast: RYI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RYI.txt [2025-12-02T20:40:32.836157] [INFO ] [sig ] [2751/3544] Completed RYI in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:32.836193] [INFO ] [sig ] [2752/3544] Forecasting RYN... [2025-12-02T20:40:32.836220] [INFO ] [sig ] Generating forecast for: RYN [2025-12-02T20:40:32.836248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-12-02T20:40:32.848063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYN'. [2025-12-02T20:40:32.848432] [INFO ] [FORECASTER] Starting predict_future for RYN [2025-12-02T20:40:32.849257] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-12-02T20:40:32.849306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:32.849337] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:32.849360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:32.849414] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:32.904164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:32.904865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:32.904944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:32.904974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:33.018029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:33.018186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:33.018224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:33.018251] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:33.021479] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=90.06%) [2025-12-02T20:40:33.021754] [INFO ] [FORECASTER] Completed predict_future for RYN [2025-12-02T20:40:33.021874] [INFO ] [sig ] RYN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:33.157675] [INFO ] [LOCAL ] Saved forecast: RYN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RYN.txt [2025-12-02T20:40:33.157806] [INFO ] [sig ] [2752/3544] Completed RYN in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:33.157843] [INFO ] [sig ] [2753/3544] Forecasting RYTM... [2025-12-02T20:40:33.157871] [INFO ] [sig ] Generating forecast for: RYTM [2025-12-02T20:40:33.157914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'. [2025-12-02T20:40:33.169537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYTM'. [2025-12-02T20:40:33.169846] [INFO ] [FORECASTER] Starting predict_future for RYTM [2025-12-02T20:40:33.170629] [DEBUG] [LOCAL ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt [2025-12-02T20:40:33.170677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:33.170708] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:33.170732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:33.170786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:33.225683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:33.226312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:33.226386] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:33.226416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:33.350636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:33.350785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:33.350842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:33.350870] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:33.354095] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=44.86%) [2025-12-02T20:40:33.354352] [INFO ] [FORECASTER] Completed predict_future for RYTM [2025-12-02T20:40:33.354468] [INFO ] [sig ] RYTM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:33.496688] [INFO ] [LOCAL ] Saved forecast: RYTM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/RYTM.txt [2025-12-02T20:40:33.496842] [INFO ] [sig ] [2753/3544] Completed RYTM in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:33.496880] [INFO ] [sig ] [2754/3544] Forecasting RZB... [2025-12-02T20:40:33.496908] [INFO ] [sig ] Generating forecast for: RZB [2025-12-02T20:40:33.496936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-12-02T20:40:33.508547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZB'. [2025-12-02T20:40:33.509082] [INFO ] [FORECASTER] Starting predict_future for RZB [2025-12-02T20:40:33.510071] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-12-02T20:40:33.510120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:33.510152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:33.510178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:33.510233] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:33.567543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:33.568270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:33.568350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:33.568381] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:33.692695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:33.692837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:33.692875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:33.692902] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:33.696103] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=85.53%) [2025-12-02T20:40:33.696357] [INFO ] [FORECASTER] Completed predict_future for RZB [2025-12-02T20:40:33.696474] [INFO ] [sig ] RZB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:33.835627] [INFO ] [LOCAL ] Saved forecast: RZB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RZB.txt [2025-12-02T20:40:33.835764] [INFO ] [sig ] [2754/3544] Completed RZB in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:33.835800] [INFO ] [sig ] [2755/3544] Forecasting RZC... [2025-12-02T20:40:33.835827] [INFO ] [sig ] Generating forecast for: RZC [2025-12-02T20:40:33.835856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-12-02T20:40:33.848266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZC'. [2025-12-02T20:40:33.848601] [INFO ] [FORECASTER] Starting predict_future for RZC [2025-12-02T20:40:33.849412] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-12-02T20:40:33.849463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:33.849495] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:33.849523] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:33.849595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:33.909044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:33.909797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:33.909900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:33.909942] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:34.032961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:34.033123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:34.033167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:34.033195] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:34.036781] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=83.95%) [2025-12-02T20:40:34.037049] [INFO ] [FORECASTER] Completed predict_future for RZC [2025-12-02T20:40:34.037170] [INFO ] [sig ] RZC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:34.180849] [INFO ] [LOCAL ] Saved forecast: RZC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/RZC.txt [2025-12-02T20:40:34.181000] [INFO ] [sig ] [2755/3544] Completed RZC in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:34.181055] [INFO ] [sig ] [2756/3544] Forecasting S... [2025-12-02T20:40:34.181087] [INFO ] [sig ] Generating forecast for: S [2025-12-02T20:40:34.181116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-12-02T20:40:34.196671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'S'. [2025-12-02T20:40:34.197015] [INFO ] [FORECASTER] Starting predict_future for S [2025-12-02T20:40:34.197851] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-12-02T20:40:34.197928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:34.197960] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:34.197985] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:34.198039] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:34.254488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:34.255135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:34.255211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:34.255244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:34.381426] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:34.381593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:34.381634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:34.381662] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:34.384947] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=75.05%) [2025-12-02T20:40:34.385202] [INFO ] [FORECASTER] Completed predict_future for S [2025-12-02T20:40:34.385319] [INFO ] [sig ] S: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:34.530403] [INFO ] [LOCAL ] Saved forecast: S 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/S.txt [2025-12-02T20:40:34.530528] [INFO ] [sig ] [2756/3544] Completed S in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:34.530564] [INFO ] [sig ] [2757/3544] Forecasting SA... [2025-12-02T20:40:34.530609] [INFO ] [sig ] Generating forecast for: SA [2025-12-02T20:40:34.530638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-12-02T20:40:34.541708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SA'. [2025-12-02T20:40:34.542007] [INFO ] [FORECASTER] Starting predict_future for SA [2025-12-02T20:40:34.542779] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-12-02T20:40:34.542826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:34.542881] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:34.542918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:34.542974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:34.597688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:34.598353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:34.598431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:34.598462] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:34.720350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:34.720490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:34.720528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:34.720555] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:34.723757] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-12-02T20:40:34.724015] [INFO ] [FORECASTER] Completed predict_future for SA [2025-12-02T20:40:34.724129] [INFO ] [sig ] SA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:34.862002] [INFO ] [LOCAL ] Saved forecast: SA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SA.txt [2025-12-02T20:40:34.862132] [INFO ] [sig ] [2757/3544] Completed SA in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:34.862169] [INFO ] [sig ] [2758/3544] Forecasting SAFE... [2025-12-02T20:40:34.862197] [INFO ] [sig ] Generating forecast for: SAFE [2025-12-02T20:40:34.862225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-12-02T20:40:34.873676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAFE'. [2025-12-02T20:40:34.873995] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-12-02T20:40:34.874827] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-12-02T20:40:34.874877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:34.874907] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:34.874933] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:34.874988] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:34.931363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:34.932045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:34.932122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:34.932152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:35.049949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:35.050089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:35.050134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:35.050167] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:35.053372] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=94.19%) [2025-12-02T20:40:35.053646] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-12-02T20:40:35.053769] [INFO ] [sig ] SAFE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:35.192298] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SAFE.txt [2025-12-02T20:40:35.192417] [INFO ] [sig ] [2758/3544] Completed SAFE in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:35.192452] [INFO ] [sig ] [2759/3544] Forecasting SAH... [2025-12-02T20:40:35.192478] [INFO ] [sig ] Generating forecast for: SAH [2025-12-02T20:40:35.192506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-12-02T20:40:35.203990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAH'. [2025-12-02T20:40:35.204273] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-12-02T20:40:35.205061] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-12-02T20:40:35.205110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:35.205140] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:35.205165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:35.205219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:35.261072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:35.261817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:35.261910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:35.261957] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:35.386907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:35.387033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:35.387073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:35.387099] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:35.390367] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=23.73%) [2025-12-02T20:40:35.390644] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-12-02T20:40:35.390765] [INFO ] [sig ] SAH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:35.525984] [INFO ] [LOCAL ] Saved forecast: SAH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SAH.txt [2025-12-02T20:40:35.526108] [INFO ] [sig ] [2759/3544] Completed SAH in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:35.526144] [INFO ] [sig ] [2760/3544] Forecasting SAIA... [2025-12-02T20:40:35.526171] [INFO ] [sig ] Generating forecast for: SAIA [2025-12-02T20:40:35.526201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'. [2025-12-02T20:40:35.537238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIA'. [2025-12-02T20:40:35.537526] [INFO ] [FORECASTER] Starting predict_future for SAIA [2025-12-02T20:40:35.538326] [DEBUG] [LOCAL ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt [2025-12-02T20:40:35.538374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:35.538404] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:35.538429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:35.538483] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:35.593183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:35.593783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:35.593860] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:35.593891] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:35.713746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:35.713897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:35.713936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:35.713999] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:35.717261] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=5.55%) [2025-12-02T20:40:35.717521] [INFO ] [FORECASTER] Completed predict_future for SAIA [2025-12-02T20:40:35.717659] [INFO ] [sig ] SAIA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:35.857039] [INFO ] [LOCAL ] Saved forecast: SAIA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SAIA.txt [2025-12-02T20:40:35.857188] [INFO ] [sig ] [2760/3544] Completed SAIA in 0.3s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:35.857225] [INFO ] [sig ] [2761/3544] Forecasting SAIC... [2025-12-02T20:40:35.857253] [INFO ] [sig ] Generating forecast for: SAIC [2025-12-02T20:40:35.857293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'. [2025-12-02T20:40:35.872290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIC'. [2025-12-02T20:40:35.872738] [INFO ] [FORECASTER] Starting predict_future for SAIC [2025-12-02T20:40:35.873893] [DEBUG] [LOCAL ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt [2025-12-02T20:40:35.873960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:35.874012] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:35.874057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:35.874149] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:35.944973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:35.945859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:35.946132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:35.946165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:36.071352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:36.071514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:36.071557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:36.071606] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:36.075538] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=80.24%) [2025-12-02T20:40:36.075843] [INFO ] [FORECASTER] Completed predict_future for SAIC [2025-12-02T20:40:36.075972] [INFO ] [sig ] SAIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:36.215837] [INFO ] [LOCAL ] Saved forecast: SAIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SAIC.txt [2025-12-02T20:40:36.216002] [INFO ] [sig ] [2761/3544] Completed SAIC in 0.4s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:36.216040] [INFO ] [sig ] [2762/3544] Forecasting SAM... [2025-12-02T20:40:36.216067] [INFO ] [sig ] Generating forecast for: SAM [2025-12-02T20:40:36.216096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-12-02T20:40:36.228791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAM'. [2025-12-02T20:40:36.229214] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-12-02T20:40:36.230189] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-12-02T20:40:36.230241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:36.230274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:36.230299] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:36.230354] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:36.286351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:36.287255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:36.287340] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:36.287371] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:36.434027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:36.434205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:36.434255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:36.434284] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:36.438346] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=33.73%) [2025-12-02T20:40:36.438747] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-12-02T20:40:36.438908] [INFO ] [sig ] SAM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:36.599144] [INFO ] [LOCAL ] Saved forecast: SAM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SAM.txt [2025-12-02T20:40:36.599367] [INFO ] [sig ] [2762/3544] Completed SAM in 0.4s | 2.98 sym/s | Total: 15.4m | ETA: 4.4m [2025-12-02T20:40:36.599425] [INFO ] [sig ] [2763/3544] Forecasting SAMG... [2025-12-02T20:40:36.599469] [INFO ] [sig ] Generating forecast for: SAMG [2025-12-02T20:40:36.599522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'. [2025-12-02T20:40:36.615467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAMG'. [2025-12-02T20:40:36.615992] [INFO ] [FORECASTER] Starting predict_future for SAMG [2025-12-02T20:40:36.617203] [DEBUG] [LOCAL ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt [2025-12-02T20:40:36.617272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:36.617323] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:36.617367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:36.617457] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:36.706416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:36.707632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:36.707754] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:36.707804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:36.836677] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:36.836842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:36.836892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:36.836924] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:36.840564] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=79.92%) [2025-12-02T20:40:36.840908] [INFO ] [FORECASTER] Completed predict_future for SAMG [2025-12-02T20:40:36.841066] [INFO ] [sig ] SAMG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:37.002414] [INFO ] [LOCAL ] Saved forecast: SAMG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SAMG.txt [2025-12-02T20:40:37.002600] [INFO ] [sig ] [2763/3544] Completed SAMG in 0.4s | 2.98 sym/s | Total: 15.5m | ETA: 4.4m [2025-12-02T20:40:37.002641] [INFO ] [sig ] [2764/3544] Forecasting SAN... [2025-12-02T20:40:37.002669] [INFO ] [sig ] Generating forecast for: SAN [2025-12-02T20:40:37.002698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-12-02T20:40:37.014672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAN'. [2025-12-02T20:40:37.015100] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-12-02T20:40:37.016043] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-12-02T20:40:37.016096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:37.016127] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:37.016152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:37.016206] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:37.089982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:37.090883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:37.090974] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:37.091014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:37.254730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:37.254888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:37.254930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:37.254958] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:37.258367] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=93.64%) [2025-12-02T20:40:37.258670] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-12-02T20:40:37.258802] [INFO ] [sig ] SAN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:37.399143] [INFO ] [LOCAL ] Saved forecast: SAN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SAN.txt [2025-12-02T20:40:37.399300] [INFO ] [sig ] [2764/3544] Completed SAN in 0.4s | 2.98 sym/s | Total: 15.5m | ETA: 4.4m [2025-12-02T20:40:37.399338] [INFO ] [sig ] [2765/3544] Forecasting SANA... [2025-12-02T20:40:37.399365] [INFO ] [sig ] Generating forecast for: SANA [2025-12-02T20:40:37.399393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'. [2025-12-02T20:40:37.411750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANA'. [2025-12-02T20:40:37.412095] [INFO ] [FORECASTER] Starting predict_future for SANA [2025-12-02T20:40:37.413082] [DEBUG] [LOCAL ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt [2025-12-02T20:40:37.413131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:37.413161] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:37.413186] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:37.413239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:37.468640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:37.469705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:37.469786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:37.470007] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:37.591108] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:37.591254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:37.591293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:37.591320] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:37.594550] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=84.67%) [2025-12-02T20:40:37.594824] [INFO ] [FORECASTER] Completed predict_future for SANA [2025-12-02T20:40:37.594942] [INFO ] [sig ] SANA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:37.732176] [INFO ] [LOCAL ] Saved forecast: SANA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SANA.txt [2025-12-02T20:40:37.732324] [INFO ] [sig ] [2765/3544] Completed SANA in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.4m [2025-12-02T20:40:37.732361] [INFO ] [sig ] [2766/3544] Forecasting SANM... [2025-12-02T20:40:37.732388] [INFO ] [sig ] Generating forecast for: SANM [2025-12-02T20:40:37.732418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'. [2025-12-02T20:40:37.745312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANM'. [2025-12-02T20:40:37.745690] [INFO ] [FORECASTER] Starting predict_future for SANM [2025-12-02T20:40:37.746466] [DEBUG] [LOCAL ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt [2025-12-02T20:40:37.746515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:37.746545] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:37.746590] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:37.746647] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:37.803869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:37.804699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:37.804777] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:37.804809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:37.924262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:37.924382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:37.924419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:37.924445] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:37.927610] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=94.07%) [2025-12-02T20:40:37.927864] [INFO ] [FORECASTER] Completed predict_future for SANM [2025-12-02T20:40:37.928006] [INFO ] [sig ] SANM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:38.069649] [INFO ] [LOCAL ] Saved forecast: SANM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SANM.txt [2025-12-02T20:40:38.069766] [INFO ] [sig ] [2766/3544] Completed SANM in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.4m [2025-12-02T20:40:38.069803] [INFO ] [sig ] [2767/3544] Forecasting SAP... [2025-12-02T20:40:38.069831] [INFO ] [sig ] Generating forecast for: SAP [2025-12-02T20:40:38.069861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-12-02T20:40:38.080823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAP'. [2025-12-02T20:40:38.081099] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-12-02T20:40:38.081896] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-12-02T20:40:38.081945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:38.081974] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:38.081999] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:38.082053] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:38.137072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:38.137680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:38.137776] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:38.137808] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:38.257400] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:38.257515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:38.257550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:38.257594] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:38.260723] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=82.80%) [2025-12-02T20:40:38.260978] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-12-02T20:40:38.261094] [INFO ] [sig ] SAP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:38.399275] [INFO ] [LOCAL ] Saved forecast: SAP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SAP.txt [2025-12-02T20:40:38.399422] [INFO ] [sig ] [2767/3544] Completed SAP in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:38.399458] [INFO ] [sig ] [2768/3544] Forecasting SARK... [2025-12-02T20:40:38.399487] [INFO ] [sig ] Generating forecast for: SARK [2025-12-02T20:40:38.399515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'. [2025-12-02T20:40:38.412183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SARK'. [2025-12-02T20:40:38.412448] [INFO ] [FORECASTER] Starting predict_future for SARK [2025-12-02T20:40:38.413214] [DEBUG] [LOCAL ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt [2025-12-02T20:40:38.413262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:38.413292] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:38.413318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:38.413372] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:38.469568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:38.470358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:38.470431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:38.470461] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:38.587447] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:38.587602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:38.587642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:38.587669] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:38.591144] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=61.48%) [2025-12-02T20:40:38.591396] [INFO ] [FORECASTER] Completed predict_future for SARK [2025-12-02T20:40:38.591512] [INFO ] [sig ] SARK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:38.730153] [INFO ] [LOCAL ] Saved forecast: SARK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SARK.txt [2025-12-02T20:40:38.730269] [INFO ] [sig ] [2768/3544] Completed SARK in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:38.730304] [INFO ] [sig ] [2769/3544] Forecasting SATL... [2025-12-02T20:40:38.730332] [INFO ] [sig ] Generating forecast for: SATL [2025-12-02T20:40:38.730360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'. [2025-12-02T20:40:38.742610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATL'. [2025-12-02T20:40:38.742935] [INFO ] [FORECASTER] Starting predict_future for SATL [2025-12-02T20:40:38.743807] [DEBUG] [LOCAL ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt [2025-12-02T20:40:38.743857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:38.743888] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:38.743918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:38.743975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:38.802260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:38.802943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:38.803022] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:38.803054] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:38.918191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:38.918352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:38.918398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:38.918426] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:38.921877] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=67.49%) [2025-12-02T20:40:38.922187] [INFO ] [FORECASTER] Completed predict_future for SATL [2025-12-02T20:40:38.922322] [INFO ] [sig ] SATL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:39.063455] [INFO ] [LOCAL ] Saved forecast: SATL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SATL.txt [2025-12-02T20:40:39.063641] [INFO ] [sig ] [2769/3544] Completed SATL in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:39.063682] [INFO ] [sig ] [2770/3544] Forecasting SATS... [2025-12-02T20:40:39.063723] [INFO ] [sig ] Generating forecast for: SATS [2025-12-02T20:40:39.063752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'. [2025-12-02T20:40:39.075532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATS'. [2025-12-02T20:40:39.075859] [INFO ] [FORECASTER] Starting predict_future for SATS [2025-12-02T20:40:39.076669] [DEBUG] [LOCAL ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt [2025-12-02T20:40:39.076733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:39.076769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:39.076796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:39.076852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:39.133485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:39.134122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:39.134200] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:39.134231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:39.260669] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:39.260820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:39.260863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:39.260892] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:39.264759] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=45.69%) [2025-12-02T20:40:39.265127] [INFO ] [FORECASTER] Completed predict_future for SATS [2025-12-02T20:40:39.265297] [INFO ] [sig ] SATS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:39.435163] [INFO ] [LOCAL ] Saved forecast: SATS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SATS.txt [2025-12-02T20:40:39.435338] [INFO ] [sig ] [2770/3544] Completed SATS in 0.4s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:39.435377] [INFO ] [sig ] [2771/3544] Forecasting SAVA... [2025-12-02T20:40:39.435405] [INFO ] [sig ] Generating forecast for: SAVA [2025-12-02T20:40:39.435435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'. [2025-12-02T20:40:39.448649] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAVA'. [2025-12-02T20:40:39.449022] [INFO ] [FORECASTER] Starting predict_future for SAVA [2025-12-02T20:40:39.449831] [DEBUG] [LOCAL ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt [2025-12-02T20:40:39.449881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:39.449913] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:39.449940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:39.449994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:39.507234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:39.508086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:39.508166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:39.508197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:39.628900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:39.629051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:39.629090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:39.629117] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:39.632554] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=17.91%) [2025-12-02T20:40:39.632875] [INFO ] [FORECASTER] Completed predict_future for SAVA [2025-12-02T20:40:39.633005] [INFO ] [sig ] SAVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:39.774937] [INFO ] [LOCAL ] Saved forecast: SAVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SAVA.txt [2025-12-02T20:40:39.775083] [INFO ] [sig ] [2771/3544] Completed SAVA in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:39.775121] [INFO ] [sig ] [2772/3544] Forecasting SB... [2025-12-02T20:40:39.775149] [INFO ] [sig ] Generating forecast for: SB [2025-12-02T20:40:39.775178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-12-02T20:40:39.786247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SB'. [2025-12-02T20:40:39.786508] [INFO ] [FORECASTER] Starting predict_future for SB [2025-12-02T20:40:39.787318] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-12-02T20:40:39.787366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:39.787396] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:39.787422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:39.787475] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:39.843683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:39.844512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:39.844613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:39.844646] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:39.959099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:39.959252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:39.959291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:39.959318] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:39.962568] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=58.77%) [2025-12-02T20:40:39.962847] [INFO ] [FORECASTER] Completed predict_future for SB [2025-12-02T20:40:39.962961] [INFO ] [sig ] SB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:40.099305] [INFO ] [LOCAL ] Saved forecast: SB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SB.txt [2025-12-02T20:40:40.099454] [INFO ] [sig ] [2772/3544] Completed SB in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:40.099490] [INFO ] [sig ] [2773/3544] Forecasting SBAC... [2025-12-02T20:40:40.099518] [INFO ] [sig ] Generating forecast for: SBAC [2025-12-02T20:40:40.099546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'. [2025-12-02T20:40:40.111679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBAC'. [2025-12-02T20:40:40.112129] [INFO ] [FORECASTER] Starting predict_future for SBAC [2025-12-02T20:40:40.113003] [DEBUG] [LOCAL ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt [2025-12-02T20:40:40.113053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:40.113084] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:40.113109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:40.113162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:40.169271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:40.170120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:40.170199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:40.170231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:40.292697] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:40.292848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:40.292888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:40.292915] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:40.296117] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=75.51%) [2025-12-02T20:40:40.296371] [INFO ] [FORECASTER] Completed predict_future for SBAC [2025-12-02T20:40:40.296484] [INFO ] [sig ] SBAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:40.439014] [INFO ] [LOCAL ] Saved forecast: SBAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SBAC.txt [2025-12-02T20:40:40.439163] [INFO ] [sig ] [2773/3544] Completed SBAC in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:40.439207] [INFO ] [sig ] [2774/3544] Forecasting SBCF... [2025-12-02T20:40:40.439238] [INFO ] [sig ] Generating forecast for: SBCF [2025-12-02T20:40:40.439267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'. [2025-12-02T20:40:40.451088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBCF'. [2025-12-02T20:40:40.451402] [INFO ] [FORECASTER] Starting predict_future for SBCF [2025-12-02T20:40:40.452194] [DEBUG] [LOCAL ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt [2025-12-02T20:40:40.452242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:40.452299] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:40.452326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:40.452382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:40.511629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:40.512448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:40.512527] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:40.512558] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:40.632672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:40.632818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:40.632857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:40.632884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:40.636536] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=96.68%) [2025-12-02T20:40:40.636852] [INFO ] [FORECASTER] Completed predict_future for SBCF [2025-12-02T20:40:40.636976] [INFO ] [sig ] SBCF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:40.776683] [INFO ] [LOCAL ] Saved forecast: SBCF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SBCF.txt [2025-12-02T20:40:40.776832] [INFO ] [sig ] [2774/3544] Completed SBCF in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:40.776869] [INFO ] [sig ] [2775/3544] Forecasting SBFM... [2025-12-02T20:40:40.776897] [INFO ] [sig ] Generating forecast for: SBFM [2025-12-02T20:40:40.776926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'. [2025-12-02T20:40:40.788590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBFM'. [2025-12-02T20:40:40.788953] [INFO ] [FORECASTER] Starting predict_future for SBFM [2025-12-02T20:40:40.789817] [DEBUG] [LOCAL ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt [2025-12-02T20:40:40.789879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:40.789917] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:40.789945] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:40.790002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:40.848291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:40.849174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:40.849257] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:40.849290] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:40.974693] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:40.974843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:40.974882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:40.974908] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:40.978143] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=68.80%) [2025-12-02T20:40:40.978428] [INFO ] [FORECASTER] Completed predict_future for SBFM [2025-12-02T20:40:40.978549] [INFO ] [sig ] SBFM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:41.121115] [INFO ] [LOCAL ] Saved forecast: SBFM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SBFM.txt [2025-12-02T20:40:41.121247] [INFO ] [sig ] [2775/3544] Completed SBFM in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:41.121284] [INFO ] [sig ] [2776/3544] Forecasting SBGI... [2025-12-02T20:40:41.121313] [INFO ] [sig ] Generating forecast for: SBGI [2025-12-02T20:40:41.121342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'. [2025-12-02T20:40:41.132533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBGI'. [2025-12-02T20:40:41.132832] [INFO ] [FORECASTER] Starting predict_future for SBGI [2025-12-02T20:40:41.133627] [DEBUG] [LOCAL ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt [2025-12-02T20:40:41.133676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:41.133709] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:41.133736] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:41.133797] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:41.193766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:41.194428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:41.194505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:41.194538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:41.309516] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:41.309685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:41.309729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:41.309759] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:41.313195] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=20.49%) [2025-12-02T20:40:41.313488] [INFO ] [FORECASTER] Completed predict_future for SBGI [2025-12-02T20:40:41.313633] [INFO ] [sig ] SBGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:41.453272] [INFO ] [LOCAL ] Saved forecast: SBGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SBGI.txt [2025-12-02T20:40:41.453417] [INFO ] [sig ] [2776/3544] Completed SBGI in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:41.453455] [INFO ] [sig ] [2777/3544] Forecasting SBH... [2025-12-02T20:40:41.453482] [INFO ] [sig ] Generating forecast for: SBH [2025-12-02T20:40:41.453512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-12-02T20:40:41.464817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBH'. [2025-12-02T20:40:41.465134] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-12-02T20:40:41.466132] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-12-02T20:40:41.466189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:41.466229] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:41.466263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:41.466337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:41.524911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:41.525665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:41.525747] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:41.525787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:41.648467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:41.648637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:41.648699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:41.648754] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:41.652004] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=72.06%) [2025-12-02T20:40:41.652270] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-12-02T20:40:41.652386] [INFO ] [sig ] SBH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:41.788513] [INFO ] [LOCAL ] Saved forecast: SBH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SBH.txt [2025-12-02T20:40:41.788649] [INFO ] [sig ] [2777/3544] Completed SBH in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:41.788695] [INFO ] [sig ] [2778/3544] Forecasting SBI... [2025-12-02T20:40:41.788734] [INFO ] [sig ] Generating forecast for: SBI [2025-12-02T20:40:41.788765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-12-02T20:40:41.800275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBI'. [2025-12-02T20:40:41.800585] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-12-02T20:40:41.801373] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-12-02T20:40:41.801421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:41.801451] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:41.801477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:41.801531] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:41.856354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:41.856942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:41.857020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:41.857050] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:41.970788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:41.970910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:41.970945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:41.970971] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:41.974107] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=12.78%) [2025-12-02T20:40:41.974363] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-12-02T20:40:41.974482] [INFO ] [sig ] SBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:42.110273] [INFO ] [LOCAL ] Saved forecast: SBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SBI.txt [2025-12-02T20:40:42.110387] [INFO ] [sig ] [2778/3544] Completed SBI in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:42.110423] [INFO ] [sig ] [2779/3544] Forecasting SBLK... [2025-12-02T20:40:42.110451] [INFO ] [sig ] Generating forecast for: SBLK [2025-12-02T20:40:42.110479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'. [2025-12-02T20:40:42.121891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBLK'. [2025-12-02T20:40:42.122156] [INFO ] [FORECASTER] Starting predict_future for SBLK [2025-12-02T20:40:42.122920] [DEBUG] [LOCAL ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt [2025-12-02T20:40:42.122969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:42.122999] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:42.123025] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:42.123081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:42.178066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:42.178685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:42.178760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:42.178791] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:42.294292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:42.294391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:42.294425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:42.294451] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:42.297477] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=1.26%) [2025-12-02T20:40:42.297748] [INFO ] [FORECASTER] Completed predict_future for SBLK [2025-12-02T20:40:42.297866] [INFO ] [sig ] SBLK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:42.435962] [INFO ] [LOCAL ] Saved forecast: SBLK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SBLK.txt [2025-12-02T20:40:42.436067] [INFO ] [sig ] [2779/3544] Completed SBLK in 0.3s | 2.98 sym/s | Total: 15.5m | ETA: 4.3m [2025-12-02T20:40:42.436102] [INFO ] [sig ] [2780/3544] Forecasting SBRA... [2025-12-02T20:40:42.436129] [INFO ] [sig ] Generating forecast for: SBRA [2025-12-02T20:40:42.436157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'. [2025-12-02T20:40:42.447121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBRA'. [2025-12-02T20:40:42.447380] [INFO ] [FORECASTER] Starting predict_future for SBRA [2025-12-02T20:40:42.448169] [DEBUG] [LOCAL ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt [2025-12-02T20:40:42.448217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:42.448247] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:42.448273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:42.448327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:42.504329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:42.504925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:42.504998] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:42.505180] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:42.624727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:42.624833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:42.624867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:42.624893] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:42.627990] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: UP (p=71.67%) [2025-12-02T20:40:42.628244] [INFO ] [FORECASTER] Completed predict_future for SBRA [2025-12-02T20:40:42.628358] [INFO ] [sig ] SBRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:42.765028] [INFO ] [LOCAL ] Saved forecast: SBRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SBRA.txt [2025-12-02T20:40:42.765128] [INFO ] [sig ] [2780/3544] Completed SBRA in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.3m [2025-12-02T20:40:42.765163] [INFO ] [sig ] [2781/3544] Forecasting SBS... [2025-12-02T20:40:42.765190] [INFO ] [sig ] Generating forecast for: SBS [2025-12-02T20:40:42.765218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-12-02T20:40:42.776056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBS'. [2025-12-02T20:40:42.776306] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-12-02T20:40:42.777104] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-12-02T20:40:42.777152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:42.777193] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:42.777220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:42.777274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:42.832706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:42.833282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:42.833355] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:42.833386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:42.961129] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:42.961229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:42.961264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:42.961290] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:42.964365] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-12-02T20:40:42.964632] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-12-02T20:40:42.964748] [INFO ] [sig ] SBS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:43.099718] [INFO ] [LOCAL ] Saved forecast: SBS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SBS.txt [2025-12-02T20:40:43.099823] [INFO ] [sig ] [2781/3544] Completed SBS in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.3m [2025-12-02T20:40:43.099858] [INFO ] [sig ] [2782/3544] Forecasting SBSI... [2025-12-02T20:40:43.099885] [INFO ] [sig ] Generating forecast for: SBSI [2025-12-02T20:40:43.099913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-12-02T20:40:43.111007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBSI'. [2025-12-02T20:40:43.111329] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-12-02T20:40:43.112108] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-12-02T20:40:43.112156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:43.112186] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:43.112211] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:43.112265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:43.166243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:43.166838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:43.166911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:43.166951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:43.280635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:43.280731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:43.280765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:43.280791] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:43.283813] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=69.40%) [2025-12-02T20:40:43.284061] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-12-02T20:40:43.284174] [INFO ] [sig ] SBSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:43.421390] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SBSI.txt [2025-12-02T20:40:43.421494] [INFO ] [sig ] [2782/3544] Completed SBSI in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.3m [2025-12-02T20:40:43.421527] [INFO ] [sig ] [2783/3544] Forecasting SBUX... [2025-12-02T20:40:43.421553] [INFO ] [sig ] Generating forecast for: SBUX [2025-12-02T20:40:43.421597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'. [2025-12-02T20:40:43.432860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBUX'. [2025-12-02T20:40:43.433144] [INFO ] [FORECASTER] Starting predict_future for SBUX [2025-12-02T20:40:43.433908] [DEBUG] [LOCAL ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt [2025-12-02T20:40:43.433955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:43.433986] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:43.434011] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:43.434065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:43.489195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:43.489767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:43.489842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:43.489872] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:43.611623] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:43.611725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:43.611760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:43.611786] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:43.614867] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=68.75%) [2025-12-02T20:40:43.615120] [INFO ] [FORECASTER] Completed predict_future for SBUX [2025-12-02T20:40:43.615232] [INFO ] [sig ] SBUX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:43.750167] [INFO ] [LOCAL ] Saved forecast: SBUX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SBUX.txt [2025-12-02T20:40:43.750275] [INFO ] [sig ] [2783/3544] Completed SBUX in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.3m [2025-12-02T20:40:43.750309] [INFO ] [sig ] [2784/3544] Forecasting SCD... [2025-12-02T20:40:43.750336] [INFO ] [sig ] Generating forecast for: SCD [2025-12-02T20:40:43.750365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-12-02T20:40:43.761227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCD'. [2025-12-02T20:40:43.761491] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-12-02T20:40:43.762248] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-12-02T20:40:43.762296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:43.762325] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:43.762351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:43.762405] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:43.820519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:43.821111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:43.821363] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:43.821395] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:43.933740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:43.933837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:43.933872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:43.933899] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:43.936909] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=82.10%) [2025-12-02T20:40:43.937160] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-12-02T20:40:43.937275] [INFO ] [sig ] SCD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:44.074082] [INFO ] [LOCAL ] Saved forecast: SCD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SCD.txt [2025-12-02T20:40:44.074183] [INFO ] [sig ] [2784/3544] Completed SCD in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.3m [2025-12-02T20:40:44.074217] [INFO ] [sig ] [2785/3544] Forecasting SCHL... [2025-12-02T20:40:44.074251] [INFO ] [sig ] Generating forecast for: SCHL [2025-12-02T20:40:44.074281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'. [2025-12-02T20:40:44.085943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCHL'. [2025-12-02T20:40:44.086203] [INFO ] [FORECASTER] Starting predict_future for SCHL [2025-12-02T20:40:44.086977] [DEBUG] [LOCAL ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt [2025-12-02T20:40:44.087024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:44.087054] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:44.087079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:44.087133] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:44.143689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:44.144290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:44.144363] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:44.144394] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:44.266070] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:44.266199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:44.266235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:44.266261] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:44.269477] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-12-02T20:40:44.269751] [INFO ] [FORECASTER] Completed predict_future for SCHL [2025-12-02T20:40:44.269874] [INFO ] [sig ] SCHL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:44.406851] [INFO ] [LOCAL ] Saved forecast: SCHL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SCHL.txt [2025-12-02T20:40:44.406983] [INFO ] [sig ] [2785/3544] Completed SCHL in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:44.407021] [INFO ] [sig ] [2786/3544] Forecasting SCI... [2025-12-02T20:40:44.407048] [INFO ] [sig ] Generating forecast for: SCI [2025-12-02T20:40:44.407077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-12-02T20:40:44.417780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCI'. [2025-12-02T20:40:44.418063] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-12-02T20:40:44.418850] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-12-02T20:40:44.418908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:44.418945] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:44.418977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:44.419039] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:44.475919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:44.476650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:44.476725] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:44.476754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:44.594248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:44.594391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:44.594431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:44.594458] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:44.597710] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=94.57%) [2025-12-02T20:40:44.597985] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-12-02T20:40:44.598102] [INFO ] [sig ] SCI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:44.734886] [INFO ] [LOCAL ] Saved forecast: SCI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SCI.txt [2025-12-02T20:40:44.735030] [INFO ] [sig ] [2786/3544] Completed SCI in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:44.735067] [INFO ] [sig ] [2787/3544] Forecasting SCL... [2025-12-02T20:40:44.735094] [INFO ] [sig ] Generating forecast for: SCL [2025-12-02T20:40:44.735123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-12-02T20:40:44.745930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCL'. [2025-12-02T20:40:44.746202] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-12-02T20:40:44.746968] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-12-02T20:40:44.747015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:44.747045] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:44.747071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:44.747125] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:44.811021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:44.811815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:44.811892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:44.811924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:44.928635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:44.928768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:44.928807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:44.928834] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:44.932005] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-12-02T20:40:44.932260] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-12-02T20:40:44.932379] [INFO ] [sig ] SCL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:45.069184] [INFO ] [LOCAL ] Saved forecast: SCL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SCL.txt [2025-12-02T20:40:45.069323] [INFO ] [sig ] [2787/3544] Completed SCL in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:45.069359] [INFO ] [sig ] [2788/3544] Forecasting SCLX... [2025-12-02T20:40:45.069387] [INFO ] [sig ] Generating forecast for: SCLX [2025-12-02T20:40:45.069416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'. [2025-12-02T20:40:45.080052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCLX'. [2025-12-02T20:40:45.080320] [INFO ] [FORECASTER] Starting predict_future for SCLX [2025-12-02T20:40:45.081089] [DEBUG] [LOCAL ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt [2025-12-02T20:40:45.081138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:45.081168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:45.081194] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:45.081248] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:45.135485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:45.136093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:45.136167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:45.136198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:45.254478] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:45.254647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:45.254688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:45.254733] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:45.258013] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=85.90%) [2025-12-02T20:40:45.258291] [INFO ] [FORECASTER] Completed predict_future for SCLX [2025-12-02T20:40:45.258411] [INFO ] [sig ] SCLX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:45.396551] [INFO ] [LOCAL ] Saved forecast: SCLX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SCLX.txt [2025-12-02T20:40:45.396722] [INFO ] [sig ] [2788/3544] Completed SCLX in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:45.396760] [INFO ] [sig ] [2789/3544] Forecasting SCM... [2025-12-02T20:40:45.396788] [INFO ] [sig ] Generating forecast for: SCM [2025-12-02T20:40:45.396820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-12-02T20:40:45.408029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCM'. [2025-12-02T20:40:45.408410] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-12-02T20:40:45.409235] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-12-02T20:40:45.409286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:45.409319] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:45.409346] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:45.409402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:45.467055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:45.467927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:45.468010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:45.468043] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:45.585679] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:45.585827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:45.585865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:45.585894] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:45.589216] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-12-02T20:40:45.589486] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-12-02T20:40:45.589626] [INFO ] [sig ] SCM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:45.728179] [INFO ] [LOCAL ] Saved forecast: SCM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SCM.txt [2025-12-02T20:40:45.728330] [INFO ] [sig ] [2789/3544] Completed SCM in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:45.728366] [INFO ] [sig ] [2790/3544] Forecasting SCS... [2025-12-02T20:40:45.728394] [INFO ] [sig ] Generating forecast for: SCS [2025-12-02T20:40:45.728422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-12-02T20:40:45.740115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCS'. [2025-12-02T20:40:45.740447] [INFO ] [FORECASTER] Starting predict_future for SCS [2025-12-02T20:40:45.741243] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-12-02T20:40:45.741292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:45.741323] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:45.741348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:45.741401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:45.797435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:45.798282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:45.798366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:45.798413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:45.916994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:45.917138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:45.917176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:45.917204] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:45.920446] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=98.88%) [2025-12-02T20:40:45.920718] [INFO ] [FORECASTER] Completed predict_future for SCS [2025-12-02T20:40:45.920832] [INFO ] [sig ] SCS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:46.055957] [INFO ] [LOCAL ] Saved forecast: SCS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SCS.txt [2025-12-02T20:40:46.056061] [INFO ] [sig ] [2790/3544] Completed SCS in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:46.056096] [INFO ] [sig ] [2791/3544] Forecasting SCSC... [2025-12-02T20:40:46.056123] [INFO ] [sig ] Generating forecast for: SCSC [2025-12-02T20:40:46.056152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'. [2025-12-02T20:40:46.066937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCSC'. [2025-12-02T20:40:46.067204] [INFO ] [FORECASTER] Starting predict_future for SCSC [2025-12-02T20:40:46.067991] [DEBUG] [LOCAL ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt [2025-12-02T20:40:46.068038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:46.068093] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:46.068120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:46.068174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:46.123968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:46.124548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:46.124637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:46.124669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:46.246902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:46.247052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:46.247091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:46.247118] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:46.250362] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=8.36%) [2025-12-02T20:40:46.250632] [INFO ] [FORECASTER] Completed predict_future for SCSC [2025-12-02T20:40:46.250746] [INFO ] [sig ] SCSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:46.389247] [INFO ] [LOCAL ] Saved forecast: SCSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SCSC.txt [2025-12-02T20:40:46.389357] [INFO ] [sig ] [2791/3544] Completed SCSC in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:46.389392] [INFO ] [sig ] [2792/3544] Forecasting SCVL... [2025-12-02T20:40:46.389420] [INFO ] [sig ] Generating forecast for: SCVL [2025-12-02T20:40:46.389449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'. [2025-12-02T20:40:46.400159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCVL'. [2025-12-02T20:40:46.400426] [INFO ] [FORECASTER] Starting predict_future for SCVL [2025-12-02T20:40:46.401190] [DEBUG] [LOCAL ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt [2025-12-02T20:40:46.401238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:46.401268] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:46.401294] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:46.401363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:46.457784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:46.458388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:46.458460] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:46.458490] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:46.576314] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:46.576420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:46.576457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:46.576483] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:46.579690] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=88.11%) [2025-12-02T20:40:46.579942] [INFO ] [FORECASTER] Completed predict_future for SCVL [2025-12-02T20:40:46.580055] [INFO ] [sig ] SCVL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:46.717445] [INFO ] [LOCAL ] Saved forecast: SCVL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SCVL.txt [2025-12-02T20:40:46.717605] [INFO ] [sig ] [2792/3544] Completed SCVL in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:46.717645] [INFO ] [sig ] [2793/3544] Forecasting SCZ... [2025-12-02T20:40:46.717673] [INFO ] [sig ] Generating forecast for: SCZ [2025-12-02T20:40:46.717704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'. [2025-12-02T20:40:46.728762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCZ'. [2025-12-02T20:40:46.729101] [INFO ] [FORECASTER] Starting predict_future for SCZ [2025-12-02T20:40:46.729882] [DEBUG] [LOCAL ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt [2025-12-02T20:40:46.729930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:46.729961] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:46.729987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:46.730041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:46.785538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:46.786389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:46.786473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:46.786505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:46.907155] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:46.907336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:46.907377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:46.907405] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:46.910807] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=3.98%) [2025-12-02T20:40:46.911136] [INFO ] [FORECASTER] Completed predict_future for SCZ [2025-12-02T20:40:46.911270] [INFO ] [sig ] SCZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:47.047651] [INFO ] [LOCAL ] Saved forecast: SCZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SCZ.txt [2025-12-02T20:40:47.047773] [INFO ] [sig ] [2793/3544] Completed SCZ in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:47.047808] [INFO ] [sig ] [2794/3544] Forecasting SD... [2025-12-02T20:40:47.047835] [INFO ] [sig ] Generating forecast for: SD [2025-12-02T20:40:47.047866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-12-02T20:40:47.058937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SD'. [2025-12-02T20:40:47.059204] [INFO ] [FORECASTER] Starting predict_future for SD [2025-12-02T20:40:47.059989] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-12-02T20:40:47.060057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:47.060090] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:47.060115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:47.060169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:47.115291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:47.115885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:47.115974] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:47.116012] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:47.234193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:47.234310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:47.234347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:47.234403] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:47.237645] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=49.58%) [2025-12-02T20:40:47.237919] [INFO ] [FORECASTER] Completed predict_future for SD [2025-12-02T20:40:47.238042] [INFO ] [sig ] SD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:47.374757] [INFO ] [LOCAL ] Saved forecast: SD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SD.txt [2025-12-02T20:40:47.374890] [INFO ] [sig ] [2794/3544] Completed SD in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:47.374927] [INFO ] [sig ] [2795/3544] Forecasting SDA... [2025-12-02T20:40:47.374955] [INFO ] [sig ] Generating forecast for: SDA [2025-12-02T20:40:47.374986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'. [2025-12-02T20:40:47.385086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDA'. [2025-12-02T20:40:47.385372] [INFO ] [FORECASTER] Starting predict_future for SDA [2025-12-02T20:40:47.386183] [DEBUG] [LOCAL ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt [2025-12-02T20:40:47.386232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:47.386262] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:47.386288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:47.386342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:47.441811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:47.442423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:47.442496] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:47.442526] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:47.560941] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:47.561062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:47.561101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:47.561127] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:47.564341] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=27.63%) [2025-12-02T20:40:47.564617] [INFO ] [FORECASTER] Completed predict_future for SDA [2025-12-02T20:40:47.564733] [INFO ] [sig ] SDA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:47.703568] [INFO ] [LOCAL ] Saved forecast: SDA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SDA.txt [2025-12-02T20:40:47.703696] [INFO ] [sig ] [2795/3544] Completed SDA in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:47.703731] [INFO ] [sig ] [2796/3544] Forecasting SDHY... [2025-12-02T20:40:47.703759] [INFO ] [sig ] Generating forecast for: SDHY [2025-12-02T20:40:47.703789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-12-02T20:40:47.716999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDHY'. [2025-12-02T20:40:47.717273] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-12-02T20:40:47.718069] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-12-02T20:40:47.718118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:47.718147] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:47.718172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:47.718226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:47.774491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:47.775079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:47.775152] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:47.775183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:47.894958] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:47.895099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:47.895138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:47.895165] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:47.898468] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=8.30%) [2025-12-02T20:40:47.898742] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-12-02T20:40:47.898855] [INFO ] [sig ] SDHY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:48.038796] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SDHY.txt [2025-12-02T20:40:48.038921] [INFO ] [sig ] [2796/3544] Completed SDHY in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:48.038957] [INFO ] [sig ] [2797/3544] Forecasting SDRL... [2025-12-02T20:40:48.038984] [INFO ] [sig ] Generating forecast for: SDRL [2025-12-02T20:40:48.039014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-12-02T20:40:48.049847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDRL'. [2025-12-02T20:40:48.050132] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-12-02T20:40:48.050911] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-12-02T20:40:48.050964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:48.050994] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:48.051019] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:48.051073] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:48.106247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:48.106833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:48.106907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:48.106937] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:48.223137] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:48.223278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:48.223317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:48.223344] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:48.226567] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=1.85%) [2025-12-02T20:40:48.226840] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-12-02T20:40:48.226956] [INFO ] [sig ] SDRL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:48.363188] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SDRL.txt [2025-12-02T20:40:48.363301] [INFO ] [sig ] [2797/3544] Completed SDRL in 0.3s | 2.98 sym/s | Total: 15.6m | ETA: 4.2m [2025-12-02T20:40:48.363337] [INFO ] [sig ] [2798/3544] Forecasting SDVY... [2025-12-02T20:40:48.363364] [INFO ] [sig ] Generating forecast for: SDVY [2025-12-02T20:40:48.363391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'. [2025-12-02T20:40:48.374392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDVY'. [2025-12-02T20:40:48.374704] [INFO ] [FORECASTER] Starting predict_future for SDVY [2025-12-02T20:40:48.375491] [DEBUG] [LOCAL ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt [2025-12-02T20:40:48.375541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:48.375597] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:48.375634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:48.375692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:48.436433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:48.437062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:48.437138] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:48.437172] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:48.553933] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:48.554084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:48.554125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:48.554349] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:48.557707] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=47.52%) [2025-12-02T20:40:48.557998] [INFO ] [FORECASTER] Completed predict_future for SDVY [2025-12-02T20:40:48.558121] [INFO ] [sig ] SDVY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:48.700322] [INFO ] [LOCAL ] Saved forecast: SDVY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SDVY.txt [2025-12-02T20:40:48.700434] [INFO ] [sig ] [2798/3544] Completed SDVY in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.2m [2025-12-02T20:40:48.700469] [INFO ] [sig ] [2799/3544] Forecasting SE... [2025-12-02T20:40:48.700497] [INFO ] [sig ] Generating forecast for: SE [2025-12-02T20:40:48.700525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-12-02T20:40:48.712008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SE'. [2025-12-02T20:40:48.712339] [INFO ] [FORECASTER] Starting predict_future for SE [2025-12-02T20:40:48.713157] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-12-02T20:40:48.713208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:48.713242] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:48.713269] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:48.713326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:48.770811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:48.771642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:48.771722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:48.771755] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:48.893661] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:48.893814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:48.893855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:48.893884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:48.897317] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=94.73%) [2025-12-02T20:40:48.897677] [INFO ] [FORECASTER] Completed predict_future for SE [2025-12-02T20:40:48.897811] [INFO ] [sig ] SE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:49.038409] [INFO ] [LOCAL ] Saved forecast: SE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SE.txt [2025-12-02T20:40:49.038558] [INFO ] [sig ] [2799/3544] Completed SE in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.2m [2025-12-02T20:40:49.038617] [INFO ] [sig ] [2800/3544] Forecasting SEDG... [2025-12-02T20:40:49.038649] [INFO ] [sig ] Generating forecast for: SEDG [2025-12-02T20:40:49.038680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'. [2025-12-02T20:40:49.050358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEDG'. [2025-12-02T20:40:49.050671] [INFO ] [FORECASTER] Starting predict_future for SEDG [2025-12-02T20:40:49.051431] [DEBUG] [LOCAL ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt [2025-12-02T20:40:49.051479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:49.051514] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:49.051539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:49.051621] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:49.112020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:49.112785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:49.112865] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:49.112899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:49.233561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:49.233713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:49.233751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:49.233777] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:49.236968] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: UP (p=93.07%) [2025-12-02T20:40:49.237228] [INFO ] [FORECASTER] Completed predict_future for SEDG [2025-12-02T20:40:49.237343] [INFO ] [sig ] SEDG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:49.377240] [INFO ] [LOCAL ] Saved forecast: SEDG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SEDG.txt [2025-12-02T20:40:49.377366] [INFO ] [sig ] [2800/3544] Completed SEDG in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.2m [2025-12-02T20:40:49.377402] [INFO ] [sig ] [2801/3544] Forecasting SEE... [2025-12-02T20:40:49.377429] [INFO ] [sig ] Generating forecast for: SEE [2025-12-02T20:40:49.377458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-12-02T20:40:49.388237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEE'. [2025-12-02T20:40:49.388519] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-12-02T20:40:49.389329] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-12-02T20:40:49.389380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:49.389412] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:49.389440] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:49.389496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:49.444994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:49.445659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:49.445760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:49.445792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:49.567553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:49.567759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:49.567800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:49.567827] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:49.571097] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=35.15%) [2025-12-02T20:40:49.571354] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-12-02T20:40:49.571469] [INFO ] [sig ] SEE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:49.709591] [INFO ] [LOCAL ] Saved forecast: SEE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SEE.txt [2025-12-02T20:40:49.709728] [INFO ] [sig ] [2801/3544] Completed SEE in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.2m [2025-12-02T20:40:49.709765] [INFO ] [sig ] [2802/3544] Forecasting SEIC... [2025-12-02T20:40:49.709794] [INFO ] [sig ] Generating forecast for: SEIC [2025-12-02T20:40:49.709825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'. [2025-12-02T20:40:49.720860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEIC'. [2025-12-02T20:40:49.721156] [INFO ] [FORECASTER] Starting predict_future for SEIC [2025-12-02T20:40:49.722011] [DEBUG] [LOCAL ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt [2025-12-02T20:40:49.722063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:49.722095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:49.722121] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:49.722178] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:49.778869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:49.779694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:49.779771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:49.779802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:49.897781] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:49.897940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:49.897984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:49.898011] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:49.901280] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: UP (p=77.58%) [2025-12-02T20:40:49.901564] [INFO ] [FORECASTER] Completed predict_future for SEIC [2025-12-02T20:40:49.901709] [INFO ] [sig ] SEIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:50.041742] [INFO ] [LOCAL ] Saved forecast: SEIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SEIC.txt [2025-12-02T20:40:50.041888] [INFO ] [sig ] [2802/3544] Completed SEIC in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.2m [2025-12-02T20:40:50.041925] [INFO ] [sig ] [2803/3544] Forecasting SELF... [2025-12-02T20:40:50.041953] [INFO ] [sig ] Generating forecast for: SELF [2025-12-02T20:40:50.041982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'. [2025-12-02T20:40:50.054027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SELF'. [2025-12-02T20:40:50.054402] [INFO ] [FORECASTER] Starting predict_future for SELF [2025-12-02T20:40:50.055184] [DEBUG] [LOCAL ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt [2025-12-02T20:40:50.055232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:50.055262] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:50.055287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:50.055340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:50.112130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:50.113040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:50.113125] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:50.113158] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:50.224698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:50.224841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:50.224879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:50.224906] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:50.228785] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=8.84%) [2025-12-02T20:40:50.229042] [INFO ] [FORECASTER] Completed predict_future for SELF [2025-12-02T20:40:50.229159] [INFO ] [sig ] SELF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:50.373368] [INFO ] [LOCAL ] Saved forecast: SELF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SELF.txt [2025-12-02T20:40:50.373498] [INFO ] [sig ] [2803/3544] Completed SELF in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:50.373534] [INFO ] [sig ] [2804/3544] Forecasting SEM... [2025-12-02T20:40:50.373561] [INFO ] [sig ] Generating forecast for: SEM [2025-12-02T20:40:50.373607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-12-02T20:40:50.385096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEM'. [2025-12-02T20:40:50.385367] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-12-02T20:40:50.386153] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-12-02T20:40:50.386201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:50.386231] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:50.386257] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:50.386311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:50.443541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:50.444261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:50.444347] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:50.444379] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:50.565317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:50.565431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:50.565468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:50.565495] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:50.568766] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=17.39%) [2025-12-02T20:40:50.569035] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-12-02T20:40:50.569172] [INFO ] [sig ] SEM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:50.711875] [INFO ] [LOCAL ] Saved forecast: SEM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SEM.txt [2025-12-02T20:40:50.712027] [INFO ] [sig ] [2804/3544] Completed SEM in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:50.712064] [INFO ] [sig ] [2805/3544] Forecasting SENEA... [2025-12-02T20:40:50.712092] [INFO ] [sig ] Generating forecast for: SENEA [2025-12-02T20:40:50.712120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'. [2025-12-02T20:40:50.722606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENEA'. [2025-12-02T20:40:50.722865] [INFO ] [FORECASTER] Starting predict_future for SENEA [2025-12-02T20:40:50.723663] [DEBUG] [LOCAL ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt [2025-12-02T20:40:50.723711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:50.723751] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:50.723778] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:50.723831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:50.782389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:50.783046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:50.783124] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:50.783157] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:50.898495] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:50.898652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:50.898692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:50.898719] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:50.902073] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=34.44%) [2025-12-02T20:40:50.902337] [INFO ] [FORECASTER] Completed predict_future for SENEA [2025-12-02T20:40:50.902453] [INFO ] [sig ] SENEA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:51.041853] [INFO ] [LOCAL ] Saved forecast: SENEA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SENEA.txt [2025-12-02T20:40:51.041970] [INFO ] [sig ] [2805/3544] Completed SENEA in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:51.042007] [INFO ] [sig ] [2806/3544] Forecasting SENS... [2025-12-02T20:40:51.042038] [INFO ] [sig ] Generating forecast for: SENS [2025-12-02T20:40:51.042071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'. [2025-12-02T20:40:51.053738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENS'. [2025-12-02T20:40:51.054062] [INFO ] [FORECASTER] Starting predict_future for SENS [2025-12-02T20:40:51.054866] [DEBUG] [LOCAL ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt [2025-12-02T20:40:51.054914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:51.054944] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:51.054969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:51.055023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:51.109864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:51.110717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:51.110799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:51.110829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:51.229764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:51.229903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:51.229941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:51.229968] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:51.233203] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=47.67%) [2025-12-02T20:40:51.233456] [INFO ] [FORECASTER] Completed predict_future for SENS [2025-12-02T20:40:51.233569] [INFO ] [sig ] SENS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:51.369427] [INFO ] [LOCAL ] Saved forecast: SENS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SENS.txt [2025-12-02T20:40:51.369550] [INFO ] [sig ] [2806/3544] Completed SENS in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:51.369604] [INFO ] [sig ] [2807/3544] Forecasting SERA... [2025-12-02T20:40:51.369633] [INFO ] [sig ] Generating forecast for: SERA [2025-12-02T20:40:51.369663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'. [2025-12-02T20:40:51.380148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SERA'. [2025-12-02T20:40:51.380445] [INFO ] [FORECASTER] Starting predict_future for SERA [2025-12-02T20:40:51.381237] [DEBUG] [LOCAL ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt [2025-12-02T20:40:51.381285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:51.381315] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:51.381341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:51.381395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:51.436137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:51.436746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:51.436823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:51.436853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:51.559202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:51.559347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:51.559386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:51.559413] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:51.562708] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=79.38%) [2025-12-02T20:40:51.562967] [INFO ] [FORECASTER] Completed predict_future for SERA [2025-12-02T20:40:51.563089] [INFO ] [sig ] SERA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:51.700618] [INFO ] [LOCAL ] Saved forecast: SERA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SERA.txt [2025-12-02T20:40:51.700757] [INFO ] [sig ] [2807/3544] Completed SERA in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:51.700794] [INFO ] [sig ] [2808/3544] Forecasting SES... [2025-12-02T20:40:51.700822] [INFO ] [sig ] Generating forecast for: SES [2025-12-02T20:40:51.700850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-12-02T20:40:51.711768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SES'. [2025-12-02T20:40:51.712072] [INFO ] [FORECASTER] Starting predict_future for SES [2025-12-02T20:40:51.712845] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-12-02T20:40:51.712893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:51.712958] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:51.712995] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:51.713074] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:51.769295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:51.769971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:51.770049] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:51.770080] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:51.891622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:51.891770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:51.891808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:51.891834] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:51.895050] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=81.68%) [2025-12-02T20:40:51.895307] [INFO ] [FORECASTER] Completed predict_future for SES [2025-12-02T20:40:51.895421] [INFO ] [sig ] SES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:52.032612] [INFO ] [LOCAL ] Saved forecast: SES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SES.txt [2025-12-02T20:40:52.032763] [INFO ] [sig ] [2808/3544] Completed SES in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:52.032809] [INFO ] [sig ] [2809/3544] Forecasting SEVN... [2025-12-02T20:40:52.032839] [INFO ] [sig ] Generating forecast for: SEVN [2025-12-02T20:40:52.032868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'. [2025-12-02T20:40:52.043777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEVN'. [2025-12-02T20:40:52.044066] [INFO ] [FORECASTER] Starting predict_future for SEVN [2025-12-02T20:40:52.044903] [DEBUG] [LOCAL ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt [2025-12-02T20:40:52.044953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:52.044984] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:52.045010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:52.045066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:52.102697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:52.103328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:52.103405] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:52.103437] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:52.217335] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:52.217481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:52.217521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:52.217550] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:52.220917] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=96.32%) [2025-12-02T20:40:52.221187] [INFO ] [FORECASTER] Completed predict_future for SEVN [2025-12-02T20:40:52.221306] [INFO ] [sig ] SEVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:52.360350] [INFO ] [LOCAL ] Saved forecast: SEVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SEVN.txt [2025-12-02T20:40:52.360479] [INFO ] [sig ] [2809/3544] Completed SEVN in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:52.360516] [INFO ] [sig ] [2810/3544] Forecasting SEZL... [2025-12-02T20:40:52.360543] [INFO ] [sig ] Generating forecast for: SEZL [2025-12-02T20:40:52.360587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'. [2025-12-02T20:40:52.371533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEZL'. [2025-12-02T20:40:52.371811] [INFO ] [FORECASTER] Starting predict_future for SEZL [2025-12-02T20:40:52.372607] [DEBUG] [LOCAL ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt [2025-12-02T20:40:52.372656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:52.372686] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:52.372712] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:52.372766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:52.427758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:52.428368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:52.428440] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:52.428470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:52.544109] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:52.544226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:52.544262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:52.544288] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:52.547588] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=98.80%) [2025-12-02T20:40:52.547839] [INFO ] [FORECASTER] Completed predict_future for SEZL [2025-12-02T20:40:52.547994] [INFO ] [sig ] SEZL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:52.685273] [INFO ] [LOCAL ] Saved forecast: SEZL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SEZL.txt [2025-12-02T20:40:52.685382] [INFO ] [sig ] [2810/3544] Completed SEZL in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:52.685417] [INFO ] [sig ] [2811/3544] Forecasting SF... [2025-12-02T20:40:52.685444] [INFO ] [sig ] Generating forecast for: SF [2025-12-02T20:40:52.685473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-12-02T20:40:52.696344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SF'. [2025-12-02T20:40:52.696634] [INFO ] [FORECASTER] Starting predict_future for SF [2025-12-02T20:40:52.697461] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-12-02T20:40:52.697510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:52.697541] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:52.697566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:52.697650] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:52.755615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:52.756237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:52.756315] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:52.756346] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:52.879242] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:52.879357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:52.879394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:52.879474] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:52.882891] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=67.02%) [2025-12-02T20:40:52.883190] [INFO ] [FORECASTER] Completed predict_future for SF [2025-12-02T20:40:52.883322] [INFO ] [sig ] SF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:53.026071] [INFO ] [LOCAL ] Saved forecast: SF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SF.txt [2025-12-02T20:40:53.026182] [INFO ] [sig ] [2811/3544] Completed SF in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:53.026217] [INFO ] [sig ] [2812/3544] Forecasting SFB... [2025-12-02T20:40:53.026245] [INFO ] [sig ] Generating forecast for: SFB [2025-12-02T20:40:53.026273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-12-02T20:40:53.037079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFB'. [2025-12-02T20:40:53.037447] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-12-02T20:40:53.038276] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-12-02T20:40:53.038324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:53.038355] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:53.038380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:53.038434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:53.093301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:53.094119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:53.094198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:53.094229] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:53.204847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:53.205002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:53.205047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:53.205092] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:53.208437] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=8.34%) [2025-12-02T20:40:53.208710] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-12-02T20:40:53.208825] [INFO ] [sig ] SFB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:53.344658] [INFO ] [LOCAL ] Saved forecast: SFB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SFB.txt [2025-12-02T20:40:53.344791] [INFO ] [sig ] [2812/3544] Completed SFB in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:53.344826] [INFO ] [sig ] [2813/3544] Forecasting SFBS... [2025-12-02T20:40:53.344854] [INFO ] [sig ] Generating forecast for: SFBS [2025-12-02T20:40:53.344889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-12-02T20:40:53.355676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFBS'. [2025-12-02T20:40:53.355953] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-12-02T20:40:53.356730] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-12-02T20:40:53.356778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:53.356808] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:53.356833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:53.356887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:53.412825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:53.413566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:53.413672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:53.413704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:53.535601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:53.535713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:53.535751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:53.535779] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:53.539089] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=88.32%) [2025-12-02T20:40:53.539380] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-12-02T20:40:53.539506] [INFO ] [sig ] SFBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:53.681057] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SFBS.txt [2025-12-02T20:40:53.681181] [INFO ] [sig ] [2813/3544] Completed SFBS in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:53.681216] [INFO ] [sig ] [2814/3544] Forecasting SFIX... [2025-12-02T20:40:53.681245] [INFO ] [sig ] Generating forecast for: SFIX [2025-12-02T20:40:53.681274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'. [2025-12-02T20:40:53.692058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFIX'. [2025-12-02T20:40:53.692318] [INFO ] [FORECASTER] Starting predict_future for SFIX [2025-12-02T20:40:53.693102] [DEBUG] [LOCAL ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt [2025-12-02T20:40:53.693151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:53.693181] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:53.693206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:53.693259] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:53.748846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:53.749455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:53.749543] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:53.749590] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:53.867851] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:53.868014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:53.868052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:53.868078] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:53.871350] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=95.04%) [2025-12-02T20:40:53.871629] [INFO ] [FORECASTER] Completed predict_future for SFIX [2025-12-02T20:40:53.871748] [INFO ] [sig ] SFIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:54.009684] [INFO ] [LOCAL ] Saved forecast: SFIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SFIX.txt [2025-12-02T20:40:54.009840] [INFO ] [sig ] [2814/3544] Completed SFIX in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:54.009876] [INFO ] [sig ] [2815/3544] Forecasting SFL... [2025-12-02T20:40:54.009905] [INFO ] [sig ] Generating forecast for: SFL [2025-12-02T20:40:54.009935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-12-02T20:40:54.021486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFL'. [2025-12-02T20:40:54.021864] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-12-02T20:40:54.022657] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-12-02T20:40:54.022707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:54.022738] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:54.022763] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:54.022817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:54.080481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:54.081332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:54.081413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:54.081446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:54.209332] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:54.209701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:54.209743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:54.209771] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:54.213694] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-12-02T20:40:54.213998] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-12-02T20:40:54.214144] [INFO ] [sig ] SFL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:54.356154] [INFO ] [LOCAL ] Saved forecast: SFL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SFL.txt [2025-12-02T20:40:54.356296] [INFO ] [sig ] [2815/3544] Completed SFL in 0.3s | 2.98 sym/s | Total: 15.7m | ETA: 4.1m [2025-12-02T20:40:54.356333] [INFO ] [sig ] [2816/3544] Forecasting SFLO... [2025-12-02T20:40:54.356361] [INFO ] [sig ] Generating forecast for: SFLO [2025-12-02T20:40:54.356393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'. [2025-12-02T20:40:54.367456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFLO'. [2025-12-02T20:40:54.367778] [INFO ] [FORECASTER] Starting predict_future for SFLO [2025-12-02T20:40:54.368596] [DEBUG] [LOCAL ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt [2025-12-02T20:40:54.368646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:54.368677] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:54.368715] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:54.368773] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:54.426243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:54.427112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:54.427193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:54.427223] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:54.553992] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:54.554144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:54.554189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:54.554222] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:54.557866] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=42.85%) [2025-12-02T20:40:54.558187] [INFO ] [FORECASTER] Completed predict_future for SFLO [2025-12-02T20:40:54.558333] [INFO ] [sig ] SFLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:54.696554] [INFO ] [LOCAL ] Saved forecast: SFLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SFLO.txt [2025-12-02T20:40:54.696726] [INFO ] [sig ] [2816/3544] Completed SFLO in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.1m [2025-12-02T20:40:54.696764] [INFO ] [sig ] [2817/3544] Forecasting SFM... [2025-12-02T20:40:54.696791] [INFO ] [sig ] Generating forecast for: SFM [2025-12-02T20:40:54.696820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'. [2025-12-02T20:40:54.709921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFM'. [2025-12-02T20:40:54.710215] [INFO ] [FORECASTER] Starting predict_future for SFM [2025-12-02T20:40:54.710991] [DEBUG] [LOCAL ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt [2025-12-02T20:40:54.711039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:54.711068] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:54.711094] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:54.711147] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:54.766263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:54.766870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:54.766946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:54.766976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:54.887724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:54.887866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:54.887926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:54.887959] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:54.891183] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=9.58%) [2025-12-02T20:40:54.891440] [INFO ] [FORECASTER] Completed predict_future for SFM [2025-12-02T20:40:54.891556] [INFO ] [sig ] SFM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:55.028664] [INFO ] [LOCAL ] Saved forecast: SFM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SFM.txt [2025-12-02T20:40:55.028812] [INFO ] [sig ] [2817/3544] Completed SFM in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.1m [2025-12-02T20:40:55.028850] [INFO ] [sig ] [2818/3544] Forecasting SFNC... [2025-12-02T20:40:55.028877] [INFO ] [sig ] Generating forecast for: SFNC [2025-12-02T20:40:55.028907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'. [2025-12-02T20:40:55.040367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFNC'. [2025-12-02T20:40:55.040752] [INFO ] [FORECASTER] Starting predict_future for SFNC [2025-12-02T20:40:55.041527] [DEBUG] [LOCAL ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt [2025-12-02T20:40:55.041593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:55.041625] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:55.041651] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:55.041705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:55.097212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:55.098062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:55.098172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:55.098203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:55.232724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:55.232871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:55.232910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:55.232938] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:55.236235] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=75.80%) [2025-12-02T20:40:55.236499] [INFO ] [FORECASTER] Completed predict_future for SFNC [2025-12-02T20:40:55.236637] [INFO ] [sig ] SFNC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:55.385449] [INFO ] [LOCAL ] Saved forecast: SFNC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SFNC.txt [2025-12-02T20:40:55.385590] [INFO ] [sig ] [2818/3544] Completed SFNC in 0.4s | 2.98 sym/s | Total: 15.8m | ETA: 4.1m [2025-12-02T20:40:55.385629] [INFO ] [sig ] [2819/3544] Forecasting SG... [2025-12-02T20:40:55.385657] [INFO ] [sig ] Generating forecast for: SG [2025-12-02T20:40:55.385685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-12-02T20:40:55.397743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SG'. [2025-12-02T20:40:55.398098] [INFO ] [FORECASTER] Starting predict_future for SG [2025-12-02T20:40:55.398939] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-12-02T20:40:55.398990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:55.399022] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:55.399049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:55.399114] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:55.455949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:55.456598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:55.456677] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:55.456709] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:55.581307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:55.581464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:55.581504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:55.581532] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:55.584905] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=57.56%) [2025-12-02T20:40:55.585174] [INFO ] [FORECASTER] Completed predict_future for SG [2025-12-02T20:40:55.585295] [INFO ] [sig ] SG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:55.722977] [INFO ] [LOCAL ] Saved forecast: SG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SG.txt [2025-12-02T20:40:55.723100] [INFO ] [sig ] [2819/3544] Completed SG in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.1m [2025-12-02T20:40:55.723136] [INFO ] [sig ] [2820/3544] Forecasting SGBX... [2025-12-02T20:40:55.723168] [INFO ] [sig ] Generating forecast for: SGBX [2025-12-02T20:40:55.723204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'. [2025-12-02T20:40:55.734859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGBX'. [2025-12-02T20:40:55.735163] [INFO ] [FORECASTER] Starting predict_future for SGBX [2025-12-02T20:40:55.735961] [DEBUG] [LOCAL ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt [2025-12-02T20:40:55.736009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:55.736040] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:55.736065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:55.736118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:55.792177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:55.792845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:55.792924] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:55.792955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:55.918439] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:55.918610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:55.918651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:55.918677] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:55.921981] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=82.43%) [2025-12-02T20:40:55.922262] [INFO ] [FORECASTER] Completed predict_future for SGBX [2025-12-02T20:40:55.922381] [INFO ] [sig ] SGBX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:56.058642] [INFO ] [LOCAL ] Saved forecast: SGBX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SGBX.txt [2025-12-02T20:40:56.058763] [INFO ] [sig ] [2820/3544] Completed SGBX in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:56.058799] [INFO ] [sig ] [2821/3544] Forecasting SGC... [2025-12-02T20:40:56.058826] [INFO ] [sig ] Generating forecast for: SGC [2025-12-02T20:40:56.058855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'. [2025-12-02T20:40:56.070539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGC'. [2025-12-02T20:40:56.070908] [INFO ] [FORECASTER] Starting predict_future for SGC [2025-12-02T20:40:56.071781] [DEBUG] [LOCAL ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt [2025-12-02T20:40:56.071831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:56.071864] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:56.071890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:56.071945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:56.128646] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:56.129554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:56.129654] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:56.129686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:56.250095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:56.250244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:56.250290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:56.250317] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:56.253546] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=74.71%) [2025-12-02T20:40:56.253820] [INFO ] [FORECASTER] Completed predict_future for SGC [2025-12-02T20:40:56.253936] [INFO ] [sig ] SGC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:56.391806] [INFO ] [LOCAL ] Saved forecast: SGC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SGC.txt [2025-12-02T20:40:56.391983] [INFO ] [sig ] [2821/3544] Completed SGC in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:56.392022] [INFO ] [sig ] [2822/3544] Forecasting SGHC... [2025-12-02T20:40:56.392050] [INFO ] [sig ] Generating forecast for: SGHC [2025-12-02T20:40:56.392078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-12-02T20:40:56.403412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGHC'. [2025-12-02T20:40:56.403733] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-12-02T20:40:56.404504] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-12-02T20:40:56.404552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:56.404603] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:56.404630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:56.404685] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:56.460744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:56.461621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:56.461698] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:56.461728] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:56.582601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:56.582700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:56.582737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:56.582764] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:56.586105] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=23.07%) [2025-12-02T20:40:56.586371] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-12-02T20:40:56.586490] [INFO ] [sig ] SGHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:56.724836] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SGHC.txt [2025-12-02T20:40:56.724975] [INFO ] [sig ] [2822/3544] Completed SGHC in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:56.725025] [INFO ] [sig ] [2823/3544] Forecasting SGRY... [2025-12-02T20:40:56.725062] [INFO ] [sig ] Generating forecast for: SGRY [2025-12-02T20:40:56.725100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'. [2025-12-02T20:40:56.736725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGRY'. [2025-12-02T20:40:56.737023] [INFO ] [FORECASTER] Starting predict_future for SGRY [2025-12-02T20:40:56.737805] [DEBUG] [LOCAL ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt [2025-12-02T20:40:56.737853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:56.737907] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:56.737944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:56.738000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:56.792514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:56.793121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:56.793194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:56.793224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:56.911080] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:56.911228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:56.911266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:56.911292] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:56.914521] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=91.42%) [2025-12-02T20:40:56.914796] [INFO ] [FORECASTER] Completed predict_future for SGRY [2025-12-02T20:40:56.914911] [INFO ] [sig ] SGRY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:57.056539] [INFO ] [LOCAL ] Saved forecast: SGRY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SGRY.txt [2025-12-02T20:40:57.056681] [INFO ] [sig ] [2823/3544] Completed SGRY in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:57.056718] [INFO ] [sig ] [2824/3544] Forecasting SHAK... [2025-12-02T20:40:57.056746] [INFO ] [sig ] Generating forecast for: SHAK [2025-12-02T20:40:57.056775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-12-02T20:40:57.068103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHAK'. [2025-12-02T20:40:57.068375] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-12-02T20:40:57.069139] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-12-02T20:40:57.069187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:57.069218] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:57.069243] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:57.069297] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:57.124813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:57.125474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:57.125550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:57.125602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:57.247843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:57.248025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:57.248066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:57.248096] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:57.251456] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=41.56%) [2025-12-02T20:40:57.251736] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-12-02T20:40:57.251874] [INFO ] [sig ] SHAK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:57.399506] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHAK.txt [2025-12-02T20:40:57.399687] [INFO ] [sig ] [2824/3544] Completed SHAK in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:57.399727] [INFO ] [sig ] [2825/3544] Forecasting SHBI... [2025-12-02T20:40:57.399763] [INFO ] [sig ] Generating forecast for: SHBI [2025-12-02T20:40:57.399801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'. [2025-12-02T20:40:57.412328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHBI'. [2025-12-02T20:40:57.412613] [INFO ] [FORECASTER] Starting predict_future for SHBI [2025-12-02T20:40:57.413399] [DEBUG] [LOCAL ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt [2025-12-02T20:40:57.413448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:57.413504] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:57.413531] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:57.413603] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:57.472122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:57.472800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:57.472876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:57.472908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:57.594309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:57.594452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:57.594491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:57.594518] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:57.597778] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=76.59%) [2025-12-02T20:40:57.598047] [INFO ] [FORECASTER] Completed predict_future for SHBI [2025-12-02T20:40:57.598163] [INFO ] [sig ] SHBI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:57.743079] [INFO ] [LOCAL ] Saved forecast: SHBI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SHBI.txt [2025-12-02T20:40:57.743198] [INFO ] [sig ] [2825/3544] Completed SHBI in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:57.743234] [INFO ] [sig ] [2826/3544] Forecasting SHC... [2025-12-02T20:40:57.743261] [INFO ] [sig ] Generating forecast for: SHC [2025-12-02T20:40:57.743290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'. [2025-12-02T20:40:57.755782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHC'. [2025-12-02T20:40:57.756116] [INFO ] [FORECASTER] Starting predict_future for SHC [2025-12-02T20:40:57.757041] [DEBUG] [LOCAL ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt [2025-12-02T20:40:57.757097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:57.757130] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:57.757165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:57.757243] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:57.818231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:57.819144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:57.819229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:57.819261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:57.945059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:57.945216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:57.945266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:57.945308] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:57.948758] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=69.56%) [2025-12-02T20:40:57.949026] [INFO ] [FORECASTER] Completed predict_future for SHC [2025-12-02T20:40:57.949148] [INFO ] [sig ] SHC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:58.097598] [INFO ] [LOCAL ] Saved forecast: SHC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SHC.txt [2025-12-02T20:40:58.097740] [INFO ] [sig ] [2826/3544] Completed SHC in 0.4s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:58.097778] [INFO ] [sig ] [2827/3544] Forecasting SHCO... [2025-12-02T20:40:58.097806] [INFO ] [sig ] Generating forecast for: SHCO [2025-12-02T20:40:58.097836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-12-02T20:40:58.108867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHCO'. [2025-12-02T20:40:58.109193] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-12-02T20:40:58.109981] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-12-02T20:40:58.110030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:58.110060] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:58.110084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:58.110149] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:58.165964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:58.166772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:58.166854] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:58.166888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:58.285003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:58.285157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:58.285202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:58.285229] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:58.288996] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=99.57%) [2025-12-02T20:40:58.289300] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-12-02T20:40:58.289447] [INFO ] [sig ] SHCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:58.445876] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SHCO.txt [2025-12-02T20:40:58.446040] [INFO ] [sig ] [2827/3544] Completed SHCO in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:58.446081] [INFO ] [sig ] [2828/3544] Forecasting SHEL... [2025-12-02T20:40:58.446109] [INFO ] [sig ] Generating forecast for: SHEL [2025-12-02T20:40:58.446151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-12-02T20:40:58.458821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEL'. [2025-12-02T20:40:58.459155] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-12-02T20:40:58.459989] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-12-02T20:40:58.460037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:58.460067] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:58.460092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:58.460146] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:58.517026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:58.517905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:58.517989] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:58.518021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:58.644524] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:58.644703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:58.644748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:58.644823] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:58.648612] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=14.27%) [2025-12-02T20:40:58.648947] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-12-02T20:40:58.649114] [INFO ] [sig ] SHEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:58.795307] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHEL.txt [2025-12-02T20:40:58.795661] [INFO ] [sig ] [2828/3544] Completed SHEL in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:58.795701] [INFO ] [sig ] [2829/3544] Forecasting SHEN... [2025-12-02T20:40:58.795729] [INFO ] [sig ] Generating forecast for: SHEN [2025-12-02T20:40:58.795758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'. [2025-12-02T20:40:58.808800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEN'. [2025-12-02T20:40:58.809151] [INFO ] [FORECASTER] Starting predict_future for SHEN [2025-12-02T20:40:58.809955] [DEBUG] [LOCAL ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt [2025-12-02T20:40:58.810017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:58.810047] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:58.810072] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:58.810126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:58.872924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:58.873865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:58.873956] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:58.874006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:58.995618] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:58.995768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:58.995809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:58.995836] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:58.999208] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=23.25%) [2025-12-02T20:40:58.999481] [INFO ] [FORECASTER] Completed predict_future for SHEN [2025-12-02T20:40:58.999622] [INFO ] [sig ] SHEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:59.138787] [INFO ] [LOCAL ] Saved forecast: SHEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHEN.txt [2025-12-02T20:40:59.138919] [INFO ] [sig ] [2829/3544] Completed SHEN in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:59.138956] [INFO ] [sig ] [2830/3544] Forecasting SHFS... [2025-12-02T20:40:59.138983] [INFO ] [sig ] Generating forecast for: SHFS [2025-12-02T20:40:59.139012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'. [2025-12-02T20:40:59.150656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHFS'. [2025-12-02T20:40:59.151007] [INFO ] [FORECASTER] Starting predict_future for SHFS [2025-12-02T20:40:59.151852] [DEBUG] [LOCAL ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt [2025-12-02T20:40:59.151902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:59.151934] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:59.151971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:59.152033] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:59.206872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:59.207551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:59.207645] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:59.207676] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:59.318228] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:59.318380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:59.318418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:59.318447] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:59.321685] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=28.40%) [2025-12-02T20:40:59.321944] [INFO ] [FORECASTER] Completed predict_future for SHFS [2025-12-02T20:40:59.322061] [INFO ] [sig ] SHFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:40:59.456878] [INFO ] [LOCAL ] Saved forecast: SHFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHFS.txt [2025-12-02T20:40:59.457006] [INFO ] [sig ] [2830/3544] Completed SHFS in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:59.457042] [INFO ] [sig ] [2831/3544] Forecasting SHG... [2025-12-02T20:40:59.457069] [INFO ] [sig ] Generating forecast for: SHG [2025-12-02T20:40:59.457100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-12-02T20:40:59.467780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHG'. [2025-12-02T20:40:59.468102] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-12-02T20:40:59.468880] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-12-02T20:40:59.468928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:59.468957] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:59.468982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:59.469036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:59.523680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:59.524309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:59.524385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:59.524415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:59.646096] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:59.646244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:59.646283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:59.646311] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:59.649590] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=59.61%) [2025-12-02T20:40:59.649856] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-12-02T20:40:59.649974] [INFO ] [sig ] SHG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:40:59.794204] [INFO ] [LOCAL ] Saved forecast: SHG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SHG.txt [2025-12-02T20:40:59.794362] [INFO ] [sig ] [2831/3544] Completed SHG in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:40:59.794410] [INFO ] [sig ] [2832/3544] Forecasting SHIP... [2025-12-02T20:40:59.794440] [INFO ] [sig ] Generating forecast for: SHIP [2025-12-02T20:40:59.794469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'. [2025-12-02T20:40:59.806328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHIP'. [2025-12-02T20:40:59.806723] [INFO ] [FORECASTER] Starting predict_future for SHIP [2025-12-02T20:40:59.807600] [DEBUG] [LOCAL ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt [2025-12-02T20:40:59.807657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:40:59.807697] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:40:59.807725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:40:59.807780] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:40:59.866412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:40:59.867170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:40:59.867268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:40:59.867302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:40:59.995991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:40:59.996144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:40:59.996185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:40:59.996213] [INFO ] [FORECASTER] Training complete [2025-12-02T20:40:59.999678] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=18.85%) [2025-12-02T20:40:59.999971] [INFO ] [FORECASTER] Completed predict_future for SHIP [2025-12-02T20:41:00.000125] [INFO ] [sig ] SHIP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:00.143891] [INFO ] [LOCAL ] Saved forecast: SHIP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHIP.txt [2025-12-02T20:41:00.144060] [INFO ] [sig ] [2832/3544] Completed SHIP in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:41:00.144116] [INFO ] [sig ] [2833/3544] Forecasting SHLS... [2025-12-02T20:41:00.144151] [INFO ] [sig ] Generating forecast for: SHLS [2025-12-02T20:41:00.144182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'. [2025-12-02T20:41:00.156278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHLS'. [2025-12-02T20:41:00.156692] [INFO ] [FORECASTER] Starting predict_future for SHLS [2025-12-02T20:41:00.157564] [DEBUG] [LOCAL ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt [2025-12-02T20:41:00.157636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:00.157668] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:00.157693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:00.157748] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:00.216365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:00.217199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:00.217290] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:00.217322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:00.342189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:00.342323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:00.342362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:00.342389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:00.345711] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=24.09%) [2025-12-02T20:41:00.346011] [INFO ] [FORECASTER] Completed predict_future for SHLS [2025-12-02T20:41:00.346142] [INFO ] [sig ] SHLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:00.489215] [INFO ] [LOCAL ] Saved forecast: SHLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHLS.txt [2025-12-02T20:41:00.489363] [INFO ] [sig ] [2833/3544] Completed SHLS in 0.3s | 2.98 sym/s | Total: 15.8m | ETA: 4.0m [2025-12-02T20:41:00.489612] [INFO ] [sig ] [2834/3544] Forecasting SHO... [2025-12-02T20:41:00.489645] [INFO ] [sig ] Generating forecast for: SHO [2025-12-02T20:41:00.489676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-12-02T20:41:00.509960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHO'. [2025-12-02T20:41:00.510422] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-12-02T20:41:00.511724] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-12-02T20:41:00.511784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:00.511823] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:00.511857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:00.511931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:00.584399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:00.585229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:00.585310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:00.585342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:00.708865] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:00.708971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:00.709010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:00.709037] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:00.712322] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=80.72%) [2025-12-02T20:41:00.712615] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-12-02T20:41:00.712737] [INFO ] [sig ] SHO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:00.850676] [INFO ] [LOCAL ] Saved forecast: SHO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SHO.txt [2025-12-02T20:41:00.850805] [INFO ] [sig ] [2834/3544] Completed SHO in 0.4s | 2.98 sym/s | Total: 15.9m | ETA: 4.0m [2025-12-02T20:41:00.850840] [INFO ] [sig ] [2835/3544] Forecasting SHOC... [2025-12-02T20:41:00.850868] [INFO ] [sig ] Generating forecast for: SHOC [2025-12-02T20:41:00.850896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-12-02T20:41:00.861371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOC'. [2025-12-02T20:41:00.861669] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-12-02T20:41:00.862423] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-12-02T20:41:00.862471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:00.862501] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:00.862527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:00.862600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:00.918551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:00.919307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:00.919408] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:00.919440] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:01.032313] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:01.032406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:01.032444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:01.032471] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:01.035676] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=3.26%) [2025-12-02T20:41:01.035929] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-12-02T20:41:01.036045] [INFO ] [sig ] SHOC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:01.178628] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHOC.txt [2025-12-02T20:41:01.178774] [INFO ] [sig ] [2835/3544] Completed SHOC in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 4.0m [2025-12-02T20:41:01.178811] [INFO ] [sig ] [2836/3544] Forecasting SHOO... [2025-12-02T20:41:01.178839] [INFO ] [sig ] Generating forecast for: SHOO [2025-12-02T20:41:01.178869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'. [2025-12-02T20:41:01.189760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOO'. [2025-12-02T20:41:01.190066] [INFO ] [FORECASTER] Starting predict_future for SHOO [2025-12-02T20:41:01.190906] [DEBUG] [LOCAL ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt [2025-12-02T20:41:01.190954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:01.190984] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:01.191010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:01.191064] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:01.246564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:01.247188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:01.247265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:01.247298] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:01.363890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:01.364022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:01.364058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:01.364085] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:01.367226] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=48.78%) [2025-12-02T20:41:01.367475] [INFO ] [FORECASTER] Completed predict_future for SHOO [2025-12-02T20:41:01.367608] [INFO ] [sig ] SHOO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:01.509080] [INFO ] [LOCAL ] Saved forecast: SHOO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHOO.txt [2025-12-02T20:41:01.509207] [INFO ] [sig ] [2836/3544] Completed SHOO in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 4.0m [2025-12-02T20:41:01.509245] [INFO ] [sig ] [2837/3544] Forecasting SHOP... [2025-12-02T20:41:01.509273] [INFO ] [sig ] Generating forecast for: SHOP [2025-12-02T20:41:01.509301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'. [2025-12-02T20:41:01.521911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOP'. [2025-12-02T20:41:01.522328] [INFO ] [FORECASTER] Starting predict_future for SHOP [2025-12-02T20:41:01.523307] [DEBUG] [LOCAL ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt [2025-12-02T20:41:01.523371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:01.523411] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:01.523445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:01.523520] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:01.588761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:01.589604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:01.589683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:01.589715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:01.708806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:01.708915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:01.708951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:01.708978] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:01.712141] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=0.61%) [2025-12-02T20:41:01.712405] [INFO ] [FORECASTER] Completed predict_future for SHOP [2025-12-02T20:41:01.712526] [INFO ] [sig ] SHOP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:01.849883] [INFO ] [LOCAL ] Saved forecast: SHOP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHOP.txt [2025-12-02T20:41:01.849995] [INFO ] [sig ] [2837/3544] Completed SHOP in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 4.0m [2025-12-02T20:41:01.850029] [INFO ] [sig ] [2838/3544] Forecasting SHPH... [2025-12-02T20:41:01.850056] [INFO ] [sig ] Generating forecast for: SHPH [2025-12-02T20:41:01.850084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'. [2025-12-02T20:41:01.860904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHPH'. [2025-12-02T20:41:01.861159] [INFO ] [FORECASTER] Starting predict_future for SHPH [2025-12-02T20:41:01.861951] [DEBUG] [LOCAL ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt [2025-12-02T20:41:01.862000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:01.862031] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:01.862056] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:01.862110] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:01.921850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:01.922872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:01.922955] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:01.922991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:02.043507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:02.043665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:02.043706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:02.043734] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:02.046982] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=44.37%) [2025-12-02T20:41:02.047236] [INFO ] [FORECASTER] Completed predict_future for SHPH [2025-12-02T20:41:02.047350] [INFO ] [sig ] SHPH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:02.183491] [INFO ] [LOCAL ] Saved forecast: SHPH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SHPH.txt [2025-12-02T20:41:02.183633] [INFO ] [sig ] [2838/3544] Completed SHPH in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:02.183672] [INFO ] [sig ] [2839/3544] Forecasting SHY... [2025-12-02T20:41:02.183701] [INFO ] [sig ] Generating forecast for: SHY [2025-12-02T20:41:02.183729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'. [2025-12-02T20:41:02.194237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHY'. [2025-12-02T20:41:02.194496] [INFO ] [FORECASTER] Starting predict_future for SHY [2025-12-02T20:41:02.195263] [DEBUG] [LOCAL ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt [2025-12-02T20:41:02.195311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:02.195341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:02.195367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:02.195422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:02.251421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:02.252009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:02.252081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:02.252112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:02.368847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:02.368956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:02.368992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:02.369018] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:02.372110] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=92.41%) [2025-12-02T20:41:02.372367] [INFO ] [FORECASTER] Completed predict_future for SHY [2025-12-02T20:41:02.372480] [INFO ] [sig ] SHY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:02.524985] [INFO ] [LOCAL ] Saved forecast: SHY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SHY.txt [2025-12-02T20:41:02.525120] [INFO ] [sig ] [2839/3544] Completed SHY in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:02.525157] [INFO ] [sig ] [2840/3544] Forecasting SIBN... [2025-12-02T20:41:02.525184] [INFO ] [sig ] Generating forecast for: SIBN [2025-12-02T20:41:02.525213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'. [2025-12-02T20:41:02.536381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIBN'. [2025-12-02T20:41:02.536682] [INFO ] [FORECASTER] Starting predict_future for SIBN [2025-12-02T20:41:02.537462] [DEBUG] [LOCAL ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt [2025-12-02T20:41:02.537511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:02.537555] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:02.537604] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:02.537662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:02.601326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:02.602148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:02.602229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:02.602262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:02.724814] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:02.724928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:02.724968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:02.724994] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:02.728336] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=11.21%) [2025-12-02T20:41:02.728612] [INFO ] [FORECASTER] Completed predict_future for SIBN [2025-12-02T20:41:02.728732] [INFO ] [sig ] SIBN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:02.864859] [INFO ] [LOCAL ] Saved forecast: SIBN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SIBN.txt [2025-12-02T20:41:02.864979] [INFO ] [sig ] [2840/3544] Completed SIBN in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:02.865015] [INFO ] [sig ] [2841/3544] Forecasting SID... [2025-12-02T20:41:02.865043] [INFO ] [sig ] Generating forecast for: SID [2025-12-02T20:41:02.865071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-12-02T20:41:02.876290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SID'. [2025-12-02T20:41:02.876618] [INFO ] [FORECASTER] Starting predict_future for SID [2025-12-02T20:41:02.877385] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-12-02T20:41:02.877433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:02.877463] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:02.877489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:02.877543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:02.932289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:02.933105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:02.933182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:02.933212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:03.050838] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:03.050995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:03.051035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:03.051063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:03.054334] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=20.12%) [2025-12-02T20:41:03.054642] [INFO ] [FORECASTER] Completed predict_future for SID [2025-12-02T20:41:03.054766] [INFO ] [sig ] SID: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:03.190605] [INFO ] [LOCAL ] Saved forecast: SID 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SID.txt [2025-12-02T20:41:03.190724] [INFO ] [sig ] [2841/3544] Completed SID in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:03.190760] [INFO ] [sig ] [2842/3544] Forecasting SIEB... [2025-12-02T20:41:03.190788] [INFO ] [sig ] Generating forecast for: SIEB [2025-12-02T20:41:03.190815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'. [2025-12-02T20:41:03.203627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIEB'. [2025-12-02T20:41:03.204187] [INFO ] [FORECASTER] Starting predict_future for SIEB [2025-12-02T20:41:03.205176] [DEBUG] [LOCAL ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt [2025-12-02T20:41:03.205230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:03.205302] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:03.205329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:03.205388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:03.261483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:03.262549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:03.262659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:03.262692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:03.381072] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:03.381241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:03.381283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:03.381309] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:03.384707] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=4.36%) [2025-12-02T20:41:03.384971] [INFO ] [FORECASTER] Completed predict_future for SIEB [2025-12-02T20:41:03.385101] [INFO ] [sig ] SIEB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:03.527417] [INFO ] [LOCAL ] Saved forecast: SIEB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SIEB.txt [2025-12-02T20:41:03.527545] [INFO ] [sig ] [2842/3544] Completed SIEB in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:03.527598] [INFO ] [sig ] [2843/3544] Forecasting SIFY... [2025-12-02T20:41:03.527627] [INFO ] [sig ] Generating forecast for: SIFY [2025-12-02T20:41:03.527657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'. [2025-12-02T20:41:03.538931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIFY'. [2025-12-02T20:41:03.539218] [INFO ] [FORECASTER] Starting predict_future for SIFY [2025-12-02T20:41:03.540049] [DEBUG] [LOCAL ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt [2025-12-02T20:41:03.540099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:03.540130] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:03.540157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:03.540213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:03.598090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:03.598807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:03.598884] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:03.598917] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:03.715805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:03.715958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:03.715998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:03.716025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:03.719413] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=67.50%) [2025-12-02T20:41:03.719713] [INFO ] [FORECASTER] Completed predict_future for SIFY [2025-12-02T20:41:03.719838] [INFO ] [sig ] SIFY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:03.858028] [INFO ] [LOCAL ] Saved forecast: SIFY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SIFY.txt [2025-12-02T20:41:03.858171] [INFO ] [sig ] [2843/3544] Completed SIFY in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:03.858220] [INFO ] [sig ] [2844/3544] Forecasting SIG... [2025-12-02T20:41:03.858256] [INFO ] [sig ] Generating forecast for: SIG [2025-12-02T20:41:03.858286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-12-02T20:41:03.872173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIG'. [2025-12-02T20:41:03.872476] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-12-02T20:41:03.873287] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-12-02T20:41:03.873337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:03.873370] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:03.873397] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:03.873454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:03.929691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:03.930390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:03.930468] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:03.930499] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:04.050030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:04.050196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:04.050237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:04.050264] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:04.053744] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=83.72%) [2025-12-02T20:41:04.054016] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-12-02T20:41:04.054134] [INFO ] [sig ] SIG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:04.190793] [INFO ] [LOCAL ] Saved forecast: SIG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SIG.txt [2025-12-02T20:41:04.190899] [INFO ] [sig ] [2844/3544] Completed SIG in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:04.190945] [INFO ] [sig ] [2845/3544] Forecasting SIGA... [2025-12-02T20:41:04.190975] [INFO ] [sig ] Generating forecast for: SIGA [2025-12-02T20:41:04.191005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'. [2025-12-02T20:41:04.202843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGA'. [2025-12-02T20:41:04.203192] [INFO ] [FORECASTER] Starting predict_future for SIGA [2025-12-02T20:41:04.204001] [DEBUG] [LOCAL ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt [2025-12-02T20:41:04.204051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:04.204080] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:04.204104] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:04.204162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:04.260027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:04.260843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:04.260927] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:04.260958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:04.379719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:04.379816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:04.379850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:04.379911] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:04.382908] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-12-02T20:41:04.383163] [INFO ] [FORECASTER] Completed predict_future for SIGA [2025-12-02T20:41:04.383295] [INFO ] [sig ] SIGA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:04.519333] [INFO ] [LOCAL ] Saved forecast: SIGA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SIGA.txt [2025-12-02T20:41:04.519462] [INFO ] [sig ] [2845/3544] Completed SIGA in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:04.519504] [INFO ] [sig ] [2846/3544] Forecasting SIGI... [2025-12-02T20:41:04.519533] [INFO ] [sig ] Generating forecast for: SIGI [2025-12-02T20:41:04.519561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'. [2025-12-02T20:41:04.530763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGI'. [2025-12-02T20:41:04.531002] [INFO ] [FORECASTER] Starting predict_future for SIGI [2025-12-02T20:41:04.531768] [DEBUG] [LOCAL ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt [2025-12-02T20:41:04.531816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:04.531847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:04.531872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:04.531926] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:04.587098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:04.587695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:04.587774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:04.587804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:04.706769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:04.706894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:04.706935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:04.706961] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:04.710286] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=8.34%) [2025-12-02T20:41:04.710554] [INFO ] [FORECASTER] Completed predict_future for SIGI [2025-12-02T20:41:04.710696] [INFO ] [sig ] SIGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:04.846444] [INFO ] [LOCAL ] Saved forecast: SIGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SIGI.txt [2025-12-02T20:41:04.846634] [INFO ] [sig ] [2846/3544] Completed SIGI in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:04.846673] [INFO ] [sig ] [2847/3544] Forecasting SII... [2025-12-02T20:41:04.846702] [INFO ] [sig ] Generating forecast for: SII [2025-12-02T20:41:04.846731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-12-02T20:41:04.858793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SII'. [2025-12-02T20:41:04.859212] [INFO ] [FORECASTER] Starting predict_future for SII [2025-12-02T20:41:04.860120] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-12-02T20:41:04.860170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:04.860200] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:04.860226] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:04.860282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:04.916069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:04.916712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:04.916792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:04.916821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:05.030034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:05.030153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:05.030205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:05.030233] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:05.033425] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=77.02%) [2025-12-02T20:41:05.033705] [INFO ] [FORECASTER] Completed predict_future for SII [2025-12-02T20:41:05.033837] [INFO ] [sig ] SII: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:05.168657] [INFO ] [LOCAL ] Saved forecast: SII 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SII.txt [2025-12-02T20:41:05.168763] [INFO ] [sig ] [2847/3544] Completed SII in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:05.168799] [INFO ] [sig ] [2848/3544] Forecasting SIMO... [2025-12-02T20:41:05.168826] [INFO ] [sig ] Generating forecast for: SIMO [2025-12-02T20:41:05.168855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'. [2025-12-02T20:41:05.180249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIMO'. [2025-12-02T20:41:05.180521] [INFO ] [FORECASTER] Starting predict_future for SIMO [2025-12-02T20:41:05.181377] [DEBUG] [LOCAL ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt [2025-12-02T20:41:05.181426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:05.181455] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:05.181478] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:05.181532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:05.237102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:05.237694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:05.237769] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:05.237799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:05.356026] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:05.356185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:05.356227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:05.356254] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:05.359666] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=93.08%) [2025-12-02T20:41:05.359937] [INFO ] [FORECASTER] Completed predict_future for SIMO [2025-12-02T20:41:05.360060] [INFO ] [sig ] SIMO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:05.496055] [INFO ] [LOCAL ] Saved forecast: SIMO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SIMO.txt [2025-12-02T20:41:05.496160] [INFO ] [sig ] [2848/3544] Completed SIMO in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:05.496196] [INFO ] [sig ] [2849/3544] Forecasting SIRI... [2025-12-02T20:41:05.496221] [INFO ] [sig ] Generating forecast for: SIRI [2025-12-02T20:41:05.496250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'. [2025-12-02T20:41:05.509684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIRI'. [2025-12-02T20:41:05.510013] [INFO ] [FORECASTER] Starting predict_future for SIRI [2025-12-02T20:41:05.510830] [DEBUG] [LOCAL ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt [2025-12-02T20:41:05.510880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:05.510910] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:05.510935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:05.510989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:05.565774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:05.566367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:05.566457] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:05.566487] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:05.685554] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:05.685692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:05.685729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:05.685755] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:05.689072] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=26.29%) [2025-12-02T20:41:05.689338] [INFO ] [FORECASTER] Completed predict_future for SIRI [2025-12-02T20:41:05.689483] [INFO ] [sig ] SIRI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:05.826077] [INFO ] [LOCAL ] Saved forecast: SIRI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SIRI.txt [2025-12-02T20:41:05.826239] [INFO ] [sig ] [2849/3544] Completed SIRI in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:05.826278] [INFO ] [sig ] [2850/3544] Forecasting SITC... [2025-12-02T20:41:05.826305] [INFO ] [sig ] Generating forecast for: SITC [2025-12-02T20:41:05.826338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-12-02T20:41:05.840055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITC'. [2025-12-02T20:41:05.840408] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-12-02T20:41:05.841238] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-12-02T20:41:05.841287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:05.841318] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:05.841343] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:05.841398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:05.897743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:05.898644] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:05.898725] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:05.898756] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:06.030771] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:06.030931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:06.030973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:06.031000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:06.034461] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=7.80%) [2025-12-02T20:41:06.034776] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-12-02T20:41:06.034905] [INFO ] [sig ] SITC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:06.175887] [INFO ] [LOCAL ] Saved forecast: SITC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SITC.txt [2025-12-02T20:41:06.176048] [INFO ] [sig ] [2850/3544] Completed SITC in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:06.176086] [INFO ] [sig ] [2851/3544] Forecasting SITE... [2025-12-02T20:41:06.176114] [INFO ] [sig ] Generating forecast for: SITE [2025-12-02T20:41:06.176144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-12-02T20:41:06.189559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITE'. [2025-12-02T20:41:06.189950] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-12-02T20:41:06.190791] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-12-02T20:41:06.190841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:06.190885] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:06.190913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:06.190967] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:06.249058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:06.249977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:06.250059] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:06.250091] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:06.366186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:06.366311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:06.366347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:06.366375] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:06.369677] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=80.52%) [2025-12-02T20:41:06.369938] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-12-02T20:41:06.370057] [INFO ] [sig ] SITE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:06.509296] [INFO ] [LOCAL ] Saved forecast: SITE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SITE.txt [2025-12-02T20:41:06.509426] [INFO ] [sig ] [2851/3544] Completed SITE in 0.3s | 2.98 sym/s | Total: 15.9m | ETA: 3.9m [2025-12-02T20:41:06.509463] [INFO ] [sig ] [2852/3544] Forecasting SITM... [2025-12-02T20:41:06.509489] [INFO ] [sig ] Generating forecast for: SITM [2025-12-02T20:41:06.509517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'. [2025-12-02T20:41:06.526548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITM'. [2025-12-02T20:41:06.526846] [INFO ] [FORECASTER] Starting predict_future for SITM [2025-12-02T20:41:06.527653] [DEBUG] [LOCAL ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt [2025-12-02T20:41:06.527701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:06.527732] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:06.527767] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:06.527822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:06.587773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:06.588899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:06.589018] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:06.589051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:06.716356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:06.716523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:06.716565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:06.716614] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:06.720102] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=26.63%) [2025-12-02T20:41:06.720369] [INFO ] [FORECASTER] Completed predict_future for SITM [2025-12-02T20:41:06.720504] [INFO ] [sig ] SITM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:06.861115] [INFO ] [LOCAL ] Saved forecast: SITM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SITM.txt [2025-12-02T20:41:06.861244] [INFO ] [sig ] [2852/3544] Completed SITM in 0.4s | 2.98 sym/s | Total: 16.0m | ETA: 3.9m [2025-12-02T20:41:06.861281] [INFO ] [sig ] [2853/3544] Forecasting SIXG... [2025-12-02T20:41:06.861308] [INFO ] [sig ] Generating forecast for: SIXG [2025-12-02T20:41:06.861337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'. [2025-12-02T20:41:06.872600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIXG'. [2025-12-02T20:41:06.872931] [INFO ] [FORECASTER] Starting predict_future for SIXG [2025-12-02T20:41:06.873924] [DEBUG] [LOCAL ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt [2025-12-02T20:41:06.873985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:06.874018] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:06.874044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:06.874098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:06.929840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:06.930646] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:06.930726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:06.930759] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:07.047544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:07.047704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:07.047743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:07.047770] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:07.051063] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=94.99%) [2025-12-02T20:41:07.051333] [INFO ] [FORECASTER] Completed predict_future for SIXG [2025-12-02T20:41:07.051460] [INFO ] [sig ] SIXG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:07.190066] [INFO ] [LOCAL ] Saved forecast: SIXG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SIXG.txt [2025-12-02T20:41:07.190194] [INFO ] [sig ] [2853/3544] Completed SIXG in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.9m [2025-12-02T20:41:07.190232] [INFO ] [sig ] [2854/3544] Forecasting SJM... [2025-12-02T20:41:07.190260] [INFO ] [sig ] Generating forecast for: SJM [2025-12-02T20:41:07.190289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-12-02T20:41:07.206786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SJM'. [2025-12-02T20:41:07.207081] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-12-02T20:41:07.207857] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-12-02T20:41:07.207930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:07.207961] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:07.207987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:07.208041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:07.263929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:07.264567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:07.264660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:07.264691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:07.382718] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:07.382865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:07.382904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:07.382931] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:07.386246] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=97.81%) [2025-12-02T20:41:07.386516] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-12-02T20:41:07.386654] [INFO ] [sig ] SJM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:07.524936] [INFO ] [LOCAL ] Saved forecast: SJM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SJM.txt [2025-12-02T20:41:07.525066] [INFO ] [sig ] [2854/3544] Completed SJM in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.9m [2025-12-02T20:41:07.525103] [INFO ] [sig ] [2855/3544] Forecasting SKE... [2025-12-02T20:41:07.525137] [INFO ] [sig ] Generating forecast for: SKE [2025-12-02T20:41:07.525166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-12-02T20:41:07.543769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKE'. [2025-12-02T20:41:07.544075] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-12-02T20:41:07.544855] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-12-02T20:41:07.544905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:07.544936] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:07.544961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:07.545014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:07.602502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:07.603288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:07.603372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:07.603409] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:07.723160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:07.723309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:07.723351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:07.723378] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:07.726815] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=50.00%) [2025-12-02T20:41:07.727140] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-12-02T20:41:07.727290] [INFO ] [sig ] SKE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:07.865185] [INFO ] [LOCAL ] Saved forecast: SKE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKE.txt [2025-12-02T20:41:07.865332] [INFO ] [sig ] [2855/3544] Completed SKE in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.9m [2025-12-02T20:41:07.865371] [INFO ] [sig ] [2856/3544] Forecasting SKIL... [2025-12-02T20:41:07.865398] [INFO ] [sig ] Generating forecast for: SKIL [2025-12-02T20:41:07.865428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-12-02T20:41:07.876135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIL'. [2025-12-02T20:41:07.876472] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-12-02T20:41:07.877249] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-12-02T20:41:07.877298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:07.877329] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:07.877354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:07.877409] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:07.931310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:07.931957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:07.932032] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:07.932063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:08.048175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:08.048319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:08.048358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:08.048385] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:08.051605] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=14.47%) [2025-12-02T20:41:08.051862] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-12-02T20:41:08.051978] [INFO ] [sig ] SKIL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:08.187187] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SKIL.txt [2025-12-02T20:41:08.187337] [INFO ] [sig ] [2856/3544] Completed SKIL in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:08.187373] [INFO ] [sig ] [2857/3544] Forecasting SKIN... [2025-12-02T20:41:08.187402] [INFO ] [sig ] Generating forecast for: SKIN [2025-12-02T20:41:08.187431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'. [2025-12-02T20:41:08.198478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIN'. [2025-12-02T20:41:08.198848] [INFO ] [FORECASTER] Starting predict_future for SKIN [2025-12-02T20:41:08.199639] [DEBUG] [LOCAL ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt [2025-12-02T20:41:08.199687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:08.199718] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:08.199744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:08.199799] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:08.255820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:08.256654] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:08.256731] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:08.256762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:08.393016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:08.393183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:08.393236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:08.393273] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:08.397752] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=61.78%) [2025-12-02T20:41:08.401080] [INFO ] [FORECASTER] Completed predict_future for SKIN [2025-12-02T20:41:08.401261] [INFO ] [sig ] SKIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:08.546963] [INFO ] [LOCAL ] Saved forecast: SKIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKIN.txt [2025-12-02T20:41:08.547105] [INFO ] [sig ] [2857/3544] Completed SKIN in 0.4s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:08.547144] [INFO ] [sig ] [2858/3544] Forecasting SKLZ... [2025-12-02T20:41:08.547173] [INFO ] [sig ] Generating forecast for: SKLZ [2025-12-02T20:41:08.547203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-12-02T20:41:08.559066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'. [2025-12-02T20:41:08.559398] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-12-02T20:41:08.560194] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-12-02T20:41:08.560244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:08.560276] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:08.560302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:08.560358] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:08.616189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:08.617050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:08.617132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:08.617163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:08.741076] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:08.741218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:08.741257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:08.741301] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:08.744518] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=98.83%) [2025-12-02T20:41:08.744791] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-12-02T20:41:08.744905] [INFO ] [sig ] SKLZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:08.879762] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKLZ.txt [2025-12-02T20:41:08.879909] [INFO ] [sig ] [2858/3544] Completed SKLZ in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:08.879947] [INFO ] [sig ] [2859/3544] Forecasting SKM... [2025-12-02T20:41:08.879974] [INFO ] [sig ] Generating forecast for: SKM [2025-12-02T20:41:08.880004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-12-02T20:41:08.890771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKM'. [2025-12-02T20:41:08.891139] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-12-02T20:41:08.892016] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-12-02T20:41:08.892071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:08.892154] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:08.892184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:08.892257] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:08.948384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:08.949223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:08.949304] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:08.949335] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:09.069809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:09.069930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:09.069973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:09.070002] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:09.073237] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=80.41%) [2025-12-02T20:41:09.073505] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-12-02T20:41:09.073639] [INFO ] [sig ] SKM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:09.214312] [INFO ] [LOCAL ] Saved forecast: SKM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKM.txt [2025-12-02T20:41:09.214484] [INFO ] [sig ] [2859/3544] Completed SKM in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:09.214528] [INFO ] [sig ] [2860/3544] Forecasting SKRE... [2025-12-02T20:41:09.214559] [INFO ] [sig ] Generating forecast for: SKRE [2025-12-02T20:41:09.214613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'. [2025-12-02T20:41:09.226767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKRE'. [2025-12-02T20:41:09.227188] [INFO ] [FORECASTER] Starting predict_future for SKRE [2025-12-02T20:41:09.228086] [DEBUG] [LOCAL ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt [2025-12-02T20:41:09.228137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:09.228168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:09.228193] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:09.228247] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:09.289925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:09.290951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:09.291053] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:09.291105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:09.404687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:09.404847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:09.404889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:09.404915] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:09.408405] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=89.00%) [2025-12-02T20:41:09.408692] [INFO ] [FORECASTER] Completed predict_future for SKRE [2025-12-02T20:41:09.408814] [INFO ] [sig ] SKRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:09.543797] [INFO ] [LOCAL ] Saved forecast: SKRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKRE.txt [2025-12-02T20:41:09.543952] [INFO ] [sig ] [2860/3544] Completed SKRE in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:09.543990] [INFO ] [sig ] [2861/3544] Forecasting SKWD... [2025-12-02T20:41:09.544017] [INFO ] [sig ] Generating forecast for: SKWD [2025-12-02T20:41:09.544045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'. [2025-12-02T20:41:09.555067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKWD'. [2025-12-02T20:41:09.555358] [INFO ] [FORECASTER] Starting predict_future for SKWD [2025-12-02T20:41:09.556136] [DEBUG] [LOCAL ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt [2025-12-02T20:41:09.556185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:09.556217] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:09.556242] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:09.556296] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:09.610702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:09.611517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:09.611613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:09.611647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:09.732455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:09.732625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:09.732667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:09.732693] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:09.735970] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-12-02T20:41:09.736226] [INFO ] [FORECASTER] Completed predict_future for SKWD [2025-12-02T20:41:09.736344] [INFO ] [sig ] SKWD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:09.875693] [INFO ] [LOCAL ] Saved forecast: SKWD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKWD.txt [2025-12-02T20:41:09.875851] [INFO ] [sig ] [2861/3544] Completed SKWD in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:09.875890] [INFO ] [sig ] [2862/3544] Forecasting SKY... [2025-12-02T20:41:09.875918] [INFO ] [sig ] Generating forecast for: SKY [2025-12-02T20:41:09.875950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-12-02T20:41:09.887035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKY'. [2025-12-02T20:41:09.887320] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-12-02T20:41:09.888154] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-12-02T20:41:09.888210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:09.888241] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:09.888266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:09.888330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:09.942328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:09.942996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:09.943087] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:09.943119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:10.064932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:10.065078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:10.065117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:10.065178] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:10.068486] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=72.55%) [2025-12-02T20:41:10.068768] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-12-02T20:41:10.068890] [INFO ] [sig ] SKY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:10.204910] [INFO ] [LOCAL ] Saved forecast: SKY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKY.txt [2025-12-02T20:41:10.205038] [INFO ] [sig ] [2862/3544] Completed SKY in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:10.205074] [INFO ] [sig ] [2863/3544] Forecasting SKYE... [2025-12-02T20:41:10.205102] [INFO ] [sig ] Generating forecast for: SKYE [2025-12-02T20:41:10.205130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'. [2025-12-02T20:41:10.217012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYE'. [2025-12-02T20:41:10.217340] [INFO ] [FORECASTER] Starting predict_future for SKYE [2025-12-02T20:41:10.218190] [DEBUG] [LOCAL ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt [2025-12-02T20:41:10.218240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:10.218269] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:10.218293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:10.218346] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:10.272504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:10.273365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:10.273453] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:10.273485] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:10.391207] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:10.391349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:10.391388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:10.391419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:10.394679] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=57.96%) [2025-12-02T20:41:10.394936] [INFO ] [FORECASTER] Completed predict_future for SKYE [2025-12-02T20:41:10.395050] [INFO ] [sig ] SKYE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:10.531416] [INFO ] [LOCAL ] Saved forecast: SKYE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SKYE.txt [2025-12-02T20:41:10.531562] [INFO ] [sig ] [2863/3544] Completed SKYE in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:10.531619] [INFO ] [sig ] [2864/3544] Forecasting SKYH... [2025-12-02T20:41:10.531646] [INFO ] [sig ] Generating forecast for: SKYH [2025-12-02T20:41:10.531859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-12-02T20:41:10.542823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYH'. [2025-12-02T20:41:10.543115] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-12-02T20:41:10.543896] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-12-02T20:41:10.543954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:10.543985] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:10.544010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:10.544065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:10.598789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:10.599485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:10.599563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:10.599613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:10.716640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:10.716787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:10.716828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:10.716855] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:10.720109] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=27.94%) [2025-12-02T20:41:10.720363] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-12-02T20:41:10.720477] [INFO ] [sig ] SKYH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:10.858948] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SKYH.txt [2025-12-02T20:41:10.859080] [INFO ] [sig ] [2864/3544] Completed SKYH in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:10.859116] [INFO ] [sig ] [2865/3544] Forecasting SKYX... [2025-12-02T20:41:10.859143] [INFO ] [sig ] Generating forecast for: SKYX [2025-12-02T20:41:10.859172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'. [2025-12-02T20:41:10.871231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYX'. [2025-12-02T20:41:10.871608] [INFO ] [FORECASTER] Starting predict_future for SKYX [2025-12-02T20:41:10.872415] [DEBUG] [LOCAL ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt [2025-12-02T20:41:10.872464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:10.872494] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:10.872519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:10.872587] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:10.926796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:10.927427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:10.927503] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:10.927534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:11.038751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:11.038900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:11.038938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:11.038964] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:11.042204] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=33.11%) [2025-12-02T20:41:11.042461] [INFO ] [FORECASTER] Completed predict_future for SKYX [2025-12-02T20:41:11.042596] [INFO ] [sig ] SKYX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:11.178393] [INFO ] [LOCAL ] Saved forecast: SKYX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SKYX.txt [2025-12-02T20:41:11.178521] [INFO ] [sig ] [2865/3544] Completed SKYX in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:11.178558] [INFO ] [sig ] [2866/3544] Forecasting SKYY... [2025-12-02T20:41:11.178604] [INFO ] [sig ] Generating forecast for: SKYY [2025-12-02T20:41:11.178661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'. [2025-12-02T20:41:11.189989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYY'. [2025-12-02T20:41:11.190293] [INFO ] [FORECASTER] Starting predict_future for SKYY [2025-12-02T20:41:11.191108] [DEBUG] [LOCAL ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt [2025-12-02T20:41:11.191157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:11.191187] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:11.191218] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:11.191276] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:11.246878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:11.247593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:11.247680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:11.247712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:11.368822] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:11.368960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:11.368998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:11.369025] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:11.372258] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=41.04%) [2025-12-02T20:41:11.372516] [INFO ] [FORECASTER] Completed predict_future for SKYY [2025-12-02T20:41:11.372656] [INFO ] [sig ] SKYY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:11.508382] [INFO ] [LOCAL ] Saved forecast: SKYY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SKYY.txt [2025-12-02T20:41:11.508502] [INFO ] [sig ] [2866/3544] Completed SKYY in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:11.508543] [INFO ] [sig ] [2867/3544] Forecasting SLAB... [2025-12-02T20:41:11.508589] [INFO ] [sig ] Generating forecast for: SLAB [2025-12-02T20:41:11.508622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'. [2025-12-02T20:41:11.520827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLAB'. [2025-12-02T20:41:11.521167] [INFO ] [FORECASTER] Starting predict_future for SLAB [2025-12-02T20:41:11.521974] [DEBUG] [LOCAL ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt [2025-12-02T20:41:11.522023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:11.522053] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:11.522077] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:11.522131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:11.577021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:11.577667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:11.577745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:11.577777] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:11.698127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:11.698276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:11.698316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:11.698345] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:11.701640] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=43.18%) [2025-12-02T20:41:11.701902] [INFO ] [FORECASTER] Completed predict_future for SLAB [2025-12-02T20:41:11.702020] [INFO ] [sig ] SLAB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:11.838980] [INFO ] [LOCAL ] Saved forecast: SLAB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLAB.txt [2025-12-02T20:41:11.839097] [INFO ] [sig ] [2867/3544] Completed SLAB in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:11.839136] [INFO ] [sig ] [2868/3544] Forecasting SLB... [2025-12-02T20:41:11.839165] [INFO ] [sig ] Generating forecast for: SLB [2025-12-02T20:41:11.839196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-12-02T20:41:11.850418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLB'. [2025-12-02T20:41:11.850705] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-12-02T20:41:11.851445] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-12-02T20:41:11.851493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:11.851523] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:11.851549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:11.851620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:11.907529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:11.908166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:11.908240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:11.908272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:12.025720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:12.025836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:12.025872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:12.025898] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:12.029011] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=70.38%) [2025-12-02T20:41:12.029263] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-12-02T20:41:12.029378] [INFO ] [sig ] SLB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:12.166403] [INFO ] [LOCAL ] Saved forecast: SLB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SLB.txt [2025-12-02T20:41:12.166523] [INFO ] [sig ] [2868/3544] Completed SLB in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:12.166559] [INFO ] [sig ] [2869/3544] Forecasting SLDB... [2025-12-02T20:41:12.166609] [INFO ] [sig ] Generating forecast for: SLDB [2025-12-02T20:41:12.166639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'. [2025-12-02T20:41:12.177510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDB'. [2025-12-02T20:41:12.177784] [INFO ] [FORECASTER] Starting predict_future for SLDB [2025-12-02T20:41:12.178558] [DEBUG] [LOCAL ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt [2025-12-02T20:41:12.178630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:12.178660] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:12.178686] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:12.178741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:12.233757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:12.234348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:12.234449] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:12.234480] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:12.353370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:12.353500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:12.353542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:12.353586] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:12.356755] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-12-02T20:41:12.357009] [INFO ] [FORECASTER] Completed predict_future for SLDB [2025-12-02T20:41:12.357126] [INFO ] [sig ] SLDB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:12.496089] [INFO ] [LOCAL ] Saved forecast: SLDB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SLDB.txt [2025-12-02T20:41:12.496209] [INFO ] [sig ] [2869/3544] Completed SLDB in 0.3s | 2.98 sym/s | Total: 16.0m | ETA: 3.8m [2025-12-02T20:41:12.496245] [INFO ] [sig ] [2870/3544] Forecasting SLDP... [2025-12-02T20:41:12.496273] [INFO ] [sig ] Generating forecast for: SLDP [2025-12-02T20:41:12.496302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'. [2025-12-02T20:41:12.508221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDP'. [2025-12-02T20:41:12.508594] [INFO ] [FORECASTER] Starting predict_future for SLDP [2025-12-02T20:41:12.509441] [DEBUG] [LOCAL ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt [2025-12-02T20:41:12.509494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:12.509532] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:12.509559] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:12.509642] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:12.569180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:12.570079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:12.570162] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:12.570194] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:12.685894] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:12.686049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:12.686092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:12.686121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:12.689592] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=0.57%) [2025-12-02T20:41:12.689860] [INFO ] [FORECASTER] Completed predict_future for SLDP [2025-12-02T20:41:12.689984] [INFO ] [sig ] SLDP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:12.829300] [INFO ] [LOCAL ] Saved forecast: SLDP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLDP.txt [2025-12-02T20:41:12.829420] [INFO ] [sig ] [2870/3544] Completed SLDP in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.8m [2025-12-02T20:41:12.829458] [INFO ] [sig ] [2871/3544] Forecasting SLF... [2025-12-02T20:41:12.829489] [INFO ] [sig ] Generating forecast for: SLF [2025-12-02T20:41:12.829518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-12-02T20:41:12.840053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLF'. [2025-12-02T20:41:12.840319] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-12-02T20:41:12.841090] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-12-02T20:41:12.841140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:12.841171] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:12.841198] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:12.841253] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:12.896076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:12.896692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:12.896767] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:12.896799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:13.014146] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:13.014306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:13.014346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:13.014372] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:13.017631] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=99.42%) [2025-12-02T20:41:13.017911] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-12-02T20:41:13.018031] [INFO ] [sig ] SLF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:13.152239] [INFO ] [LOCAL ] Saved forecast: SLF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SLF.txt [2025-12-02T20:41:13.152363] [INFO ] [sig ] [2871/3544] Completed SLF in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.8m [2025-12-02T20:41:13.152399] [INFO ] [sig ] [2872/3544] Forecasting SLG... [2025-12-02T20:41:13.152428] [INFO ] [sig ] Generating forecast for: SLG [2025-12-02T20:41:13.152456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-12-02T20:41:13.163258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLG'. [2025-12-02T20:41:13.163543] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-12-02T20:41:13.164328] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-12-02T20:41:13.164376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:13.164406] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:13.164431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:13.164485] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:13.218656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:13.219261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:13.219337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:13.219366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:13.345659] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:13.345827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:13.345893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:13.345941] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:13.350723] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=12.23%) [2025-12-02T20:41:13.351111] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-12-02T20:41:13.351288] [INFO ] [sig ] SLG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:13.492728] [INFO ] [LOCAL ] Saved forecast: SLG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLG.txt [2025-12-02T20:41:13.492892] [INFO ] [sig ] [2872/3544] Completed SLG in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.8m [2025-12-02T20:41:13.492931] [INFO ] [sig ] [2873/3544] Forecasting SLGN... [2025-12-02T20:41:13.492960] [INFO ] [sig ] Generating forecast for: SLGN [2025-12-02T20:41:13.492988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-12-02T20:41:13.504068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLGN'. [2025-12-02T20:41:13.504404] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-12-02T20:41:13.505225] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-12-02T20:41:13.505276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:13.505310] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:13.505338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:13.505396] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:13.562730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:13.563436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:13.563516] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:13.563556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:13.682512] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:13.682671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:13.682711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:13.682738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:13.686004] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=15.26%) [2025-12-02T20:41:13.686263] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-12-02T20:41:13.686379] [INFO ] [sig ] SLGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:13.825293] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLGN.txt [2025-12-02T20:41:13.825423] [INFO ] [sig ] [2873/3544] Completed SLGN in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.8m [2025-12-02T20:41:13.825465] [INFO ] [sig ] [2874/3544] Forecasting SLM... [2025-12-02T20:41:13.825496] [INFO ] [sig ] Generating forecast for: SLM [2025-12-02T20:41:13.825529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'. [2025-12-02T20:41:13.836848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLM'. [2025-12-02T20:41:13.837163] [INFO ] [FORECASTER] Starting predict_future for SLM [2025-12-02T20:41:13.838002] [DEBUG] [LOCAL ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt [2025-12-02T20:41:13.838053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:13.838085] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:13.838112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:13.838169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:13.896694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:13.897368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:13.897448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:13.897482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:14.015456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:14.015646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:14.015694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:14.015731] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:14.019019] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: DOWN (p=37.94%) [2025-12-02T20:41:14.019275] [INFO ] [FORECASTER] Completed predict_future for SLM [2025-12-02T20:41:14.019395] [INFO ] [sig ] SLM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:14.162564] [INFO ] [LOCAL ] Saved forecast: SLM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLM.txt [2025-12-02T20:41:14.162713] [INFO ] [sig ] [2874/3544] Completed SLM in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:14.162750] [INFO ] [sig ] [2875/3544] Forecasting SLN... [2025-12-02T20:41:14.162778] [INFO ] [sig ] Generating forecast for: SLN [2025-12-02T20:41:14.162807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'. [2025-12-02T20:41:14.174403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLN'. [2025-12-02T20:41:14.174829] [INFO ] [FORECASTER] Starting predict_future for SLN [2025-12-02T20:41:14.175648] [DEBUG] [LOCAL ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt [2025-12-02T20:41:14.175710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:14.175745] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:14.175773] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:14.175830] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:14.234357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:14.235427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:14.235508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:14.235539] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:14.364545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:14.364721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:14.364771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:14.364806] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:14.369042] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=77.58%) [2025-12-02T20:41:14.369368] [INFO ] [FORECASTER] Completed predict_future for SLN [2025-12-02T20:41:14.369517] [INFO ] [sig ] SLN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:14.534458] [INFO ] [LOCAL ] Saved forecast: SLN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SLN.txt [2025-12-02T20:41:14.534616] [INFO ] [sig ] [2875/3544] Completed SLN in 0.4s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:14.534657] [INFO ] [sig ] [2876/3544] Forecasting SLNO... [2025-12-02T20:41:14.534685] [INFO ] [sig ] Generating forecast for: SLNO [2025-12-02T20:41:14.534713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'. [2025-12-02T20:41:14.546015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLNO'. [2025-12-02T20:41:14.546340] [INFO ] [FORECASTER] Starting predict_future for SLNO [2025-12-02T20:41:14.547308] [DEBUG] [LOCAL ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt [2025-12-02T20:41:14.547359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:14.547421] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:14.547452] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:14.547512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:14.607471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:14.608307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:14.608390] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:14.608424] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:14.726281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:14.726410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:14.726451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:14.726479] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:14.732900] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=48.85%) [2025-12-02T20:41:14.733184] [INFO ] [FORECASTER] Completed predict_future for SLNO [2025-12-02T20:41:14.733301] [INFO ] [sig ] SLNO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:14.869540] [INFO ] [LOCAL ] Saved forecast: SLNO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLNO.txt [2025-12-02T20:41:14.869696] [INFO ] [sig ] [2876/3544] Completed SLNO in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:14.869741] [INFO ] [sig ] [2877/3544] Forecasting SLP... [2025-12-02T20:41:14.869774] [INFO ] [sig ] Generating forecast for: SLP [2025-12-02T20:41:14.869802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'. [2025-12-02T20:41:14.880740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLP'. [2025-12-02T20:41:14.881002] [INFO ] [FORECASTER] Starting predict_future for SLP [2025-12-02T20:41:14.881768] [DEBUG] [LOCAL ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt [2025-12-02T20:41:14.881816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:14.881846] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:14.881871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:14.881924] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:14.937602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:14.938186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:14.938259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:14.938289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:15.053549] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:15.053662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:15.053698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:15.053733] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:15.056829] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: UP (p=88.71%) [2025-12-02T20:41:15.057079] [INFO ] [FORECASTER] Completed predict_future for SLP [2025-12-02T20:41:15.057192] [INFO ] [sig ] SLP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:15.193558] [INFO ] [LOCAL ] Saved forecast: SLP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SLP.txt [2025-12-02T20:41:15.193699] [INFO ] [sig ] [2877/3544] Completed SLP in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:15.193735] [INFO ] [sig ] [2878/3544] Forecasting SLQD... [2025-12-02T20:41:15.193763] [INFO ] [sig ] Generating forecast for: SLQD [2025-12-02T20:41:15.193791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'. [2025-12-02T20:41:15.204275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLQD'. [2025-12-02T20:41:15.204532] [INFO ] [FORECASTER] Starting predict_future for SLQD [2025-12-02T20:41:15.205300] [DEBUG] [LOCAL ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt [2025-12-02T20:41:15.205349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:15.205379] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:15.205404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:15.205458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:15.261144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:15.261747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:15.261819] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:15.261850] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:15.378484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:15.378592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:15.378628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:15.378656] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:15.381701] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=94.35%) [2025-12-02T20:41:15.381956] [INFO ] [FORECASTER] Completed predict_future for SLQD [2025-12-02T20:41:15.382068] [INFO ] [sig ] SLQD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:15.518871] [INFO ] [LOCAL ] Saved forecast: SLQD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SLQD.txt [2025-12-02T20:41:15.518972] [INFO ] [sig ] [2878/3544] Completed SLQD in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:15.519013] [INFO ] [sig ] [2879/3544] Forecasting SLRC... [2025-12-02T20:41:15.519043] [INFO ] [sig ] Generating forecast for: SLRC [2025-12-02T20:41:15.519071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'. [2025-12-02T20:41:15.529913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLRC'. [2025-12-02T20:41:15.530165] [INFO ] [FORECASTER] Starting predict_future for SLRC [2025-12-02T20:41:15.530934] [DEBUG] [LOCAL ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt [2025-12-02T20:41:15.530982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:15.531012] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:15.531036] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:15.531090] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:15.586903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:15.587460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:15.587535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:15.587568] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:15.703882] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:15.703976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:15.704009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:15.704064] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:15.707133] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=73.12%) [2025-12-02T20:41:15.707384] [INFO ] [FORECASTER] Completed predict_future for SLRC [2025-12-02T20:41:15.707499] [INFO ] [sig ] SLRC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:15.844074] [INFO ] [LOCAL ] Saved forecast: SLRC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SLRC.txt [2025-12-02T20:41:15.844176] [INFO ] [sig ] [2879/3544] Completed SLRC in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:15.844211] [INFO ] [sig ] [2880/3544] Forecasting SLS... [2025-12-02T20:41:15.844239] [INFO ] [sig ] Generating forecast for: SLS [2025-12-02T20:41:15.844267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'. [2025-12-02T20:41:15.855146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLS'. [2025-12-02T20:41:15.855401] [INFO ] [FORECASTER] Starting predict_future for SLS [2025-12-02T20:41:15.856162] [DEBUG] [LOCAL ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt [2025-12-02T20:41:15.856210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:15.856239] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:15.856265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:15.856319] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:15.911563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:15.912150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:15.912222] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:15.912252] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:16.025704] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:16.025797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:16.025831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:16.025857] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:16.028883] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-12-02T20:41:16.029132] [INFO ] [FORECASTER] Completed predict_future for SLS [2025-12-02T20:41:16.029262] [INFO ] [sig ] SLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:16.205997] [INFO ] [LOCAL ] Saved forecast: SLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLS.txt [2025-12-02T20:41:16.206125] [INFO ] [sig ] [2880/3544] Completed SLS in 0.4s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:16.206161] [INFO ] [sig ] [2881/3544] Forecasting SLVM... [2025-12-02T20:41:16.206190] [INFO ] [sig ] Generating forecast for: SLVM [2025-12-02T20:41:16.206218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-12-02T20:41:16.216984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVM'. [2025-12-02T20:41:16.217254] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-12-02T20:41:16.218086] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-12-02T20:41:16.218135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:16.218165] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:16.218191] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:16.218246] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:16.273898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:16.274463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:16.274534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:16.274565] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:16.393276] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:16.393372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:16.393406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:16.393433] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:16.396462] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=16.47%) [2025-12-02T20:41:16.396736] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-12-02T20:41:16.396852] [INFO ] [sig ] SLVM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:16.537766] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLVM.txt [2025-12-02T20:41:16.538096] [INFO ] [sig ] [2881/3544] Completed SLVM in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:16.538133] [INFO ] [sig ] [2882/3544] Forecasting SLVO... [2025-12-02T20:41:16.538161] [INFO ] [sig ] Generating forecast for: SLVO [2025-12-02T20:41:16.538190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'. [2025-12-02T20:41:16.548884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVO'. [2025-12-02T20:41:16.549150] [INFO ] [FORECASTER] Starting predict_future for SLVO [2025-12-02T20:41:16.549922] [DEBUG] [LOCAL ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt [2025-12-02T20:41:16.549970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:16.550000] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:16.550025] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:16.550079] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:16.605904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:16.606484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:16.606557] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:16.606613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:16.721157] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:16.721281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:16.721332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:16.721360] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:16.724493] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: DOWN (p=33.70%) [2025-12-02T20:41:16.724763] [INFO ] [FORECASTER] Completed predict_future for SLVO [2025-12-02T20:41:16.724881] [INFO ] [sig ] SLVO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:16.863445] [INFO ] [LOCAL ] Saved forecast: SLVO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLVO.txt [2025-12-02T20:41:16.863605] [INFO ] [sig ] [2882/3544] Completed SLVO in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:16.863651] [INFO ] [sig ] [2883/3544] Forecasting SLXN... [2025-12-02T20:41:16.863681] [INFO ] [sig ] Generating forecast for: SLXN [2025-12-02T20:41:16.863709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'. [2025-12-02T20:41:16.874455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLXN'. [2025-12-02T20:41:16.874745] [INFO ] [FORECASTER] Starting predict_future for SLXN [2025-12-02T20:41:16.875509] [DEBUG] [LOCAL ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt [2025-12-02T20:41:16.875557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:16.875605] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:16.875632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:16.875686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:16.931185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:16.931774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:16.931855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:16.931887] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:17.046854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:17.046963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:17.047000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:17.047027] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:17.050967] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=45.61%) [2025-12-02T20:41:17.051286] [INFO ] [FORECASTER] Completed predict_future for SLXN [2025-12-02T20:41:17.051422] [INFO ] [sig ] SLXN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:17.190661] [INFO ] [LOCAL ] Saved forecast: SLXN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SLXN.txt [2025-12-02T20:41:17.190767] [INFO ] [sig ] [2883/3544] Completed SLXN in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:17.190804] [INFO ] [sig ] [2884/3544] Forecasting SM... [2025-12-02T20:41:17.190831] [INFO ] [sig ] Generating forecast for: SM [2025-12-02T20:41:17.190860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-12-02T20:41:17.201910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SM'. [2025-12-02T20:41:17.202174] [INFO ] [FORECASTER] Starting predict_future for SM [2025-12-02T20:41:17.202943] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-12-02T20:41:17.202991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:17.203021] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:17.203046] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:17.203100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:17.265498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:17.266313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:17.266407] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:17.266439] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:17.385825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:17.385960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:17.385998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:17.386024] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:17.389260] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=42.39%) [2025-12-02T20:41:17.389514] [INFO ] [FORECASTER] Completed predict_future for SM [2025-12-02T20:41:17.389649] [INFO ] [sig ] SM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:17.527619] [INFO ] [LOCAL ] Saved forecast: SM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SM.txt [2025-12-02T20:41:17.527751] [INFO ] [sig ] [2884/3544] Completed SM in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:17.527787] [INFO ] [sig ] [2885/3544] Forecasting SMBC... [2025-12-02T20:41:17.527815] [INFO ] [sig ] Generating forecast for: SMBC [2025-12-02T20:41:17.527843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'. [2025-12-02T20:41:17.538482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBC'. [2025-12-02T20:41:17.538815] [INFO ] [FORECASTER] Starting predict_future for SMBC [2025-12-02T20:41:17.539605] [DEBUG] [LOCAL ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt [2025-12-02T20:41:17.539668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:17.539705] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:17.539735] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:17.539797] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:17.599960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:17.600887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:17.600984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:17.601023] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:17.729122] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:17.729214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:17.729252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:17.729278] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:17.732491] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=54.83%) [2025-12-02T20:41:17.732764] [INFO ] [FORECASTER] Completed predict_future for SMBC [2025-12-02T20:41:17.732881] [INFO ] [sig ] SMBC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:17.871346] [INFO ] [LOCAL ] Saved forecast: SMBC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SMBC.txt [2025-12-02T20:41:17.871452] [INFO ] [sig ] [2885/3544] Completed SMBC in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:17.871487] [INFO ] [sig ] [2886/3544] Forecasting SMBK... [2025-12-02T20:41:17.871515] [INFO ] [sig ] Generating forecast for: SMBK [2025-12-02T20:41:17.871543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-12-02T20:41:17.882487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBK'. [2025-12-02T20:41:17.882768] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-12-02T20:41:17.883514] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-12-02T20:41:17.883563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:17.883621] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:17.883652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:17.883709] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:17.938630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:17.939189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:17.939303] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:17.939347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:18.056395] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:18.056501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:18.056538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:18.056565] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:18.059782] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=86.73%) [2025-12-02T20:41:18.060035] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-12-02T20:41:18.060155] [INFO ] [sig ] SMBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:18.199656] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SMBK.txt [2025-12-02T20:41:18.199808] [INFO ] [sig ] [2886/3544] Completed SMBK in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:18.199849] [INFO ] [sig ] [2887/3544] Forecasting SMCI... [2025-12-02T20:41:18.199879] [INFO ] [sig ] Generating forecast for: SMCI [2025-12-02T20:41:18.199908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'. [2025-12-02T20:41:18.211646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCI'. [2025-12-02T20:41:18.211908] [INFO ] [FORECASTER] Starting predict_future for SMCI [2025-12-02T20:41:18.212689] [DEBUG] [LOCAL ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt [2025-12-02T20:41:18.212738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:18.212768] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:18.212793] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:18.212847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:18.269586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:18.270186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:18.270259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:18.270289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:18.393668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:18.393800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:18.393839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:18.393866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:18.397047] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=0.85%) [2025-12-02T20:41:18.397298] [INFO ] [FORECASTER] Completed predict_future for SMCI [2025-12-02T20:41:18.397412] [INFO ] [sig ] SMCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:18.535517] [INFO ] [LOCAL ] Saved forecast: SMCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMCI.txt [2025-12-02T20:41:18.535639] [INFO ] [sig ] [2887/3544] Completed SMCI in 0.3s | 2.98 sym/s | Total: 16.1m | ETA: 3.7m [2025-12-02T20:41:18.535676] [INFO ] [sig ] [2888/3544] Forecasting SMCX... [2025-12-02T20:41:18.535703] [INFO ] [sig ] Generating forecast for: SMCX [2025-12-02T20:41:18.535732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'. [2025-12-02T20:41:18.547200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCX'. [2025-12-02T20:41:18.547494] [INFO ] [FORECASTER] Starting predict_future for SMCX [2025-12-02T20:41:18.548338] [DEBUG] [LOCAL ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt [2025-12-02T20:41:18.548389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:18.548422] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:18.548450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:18.548506] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:18.607070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:18.607697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:18.607789] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:18.607828] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:18.733897] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:18.734001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:18.734036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:18.734062] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:18.737144] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=49.26%) [2025-12-02T20:41:18.737395] [INFO ] [FORECASTER] Completed predict_future for SMCX [2025-12-02T20:41:18.737508] [INFO ] [sig ] SMCX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:18.875170] [INFO ] [LOCAL ] Saved forecast: SMCX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMCX.txt [2025-12-02T20:41:18.875276] [INFO ] [sig ] [2888/3544] Completed SMCX in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.7m [2025-12-02T20:41:18.875311] [INFO ] [sig ] [2889/3544] Forecasting SMFG... [2025-12-02T20:41:18.875339] [INFO ] [sig ] Generating forecast for: SMFG [2025-12-02T20:41:18.875366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-12-02T20:41:18.886743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMFG'. [2025-12-02T20:41:18.887007] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-12-02T20:41:18.887805] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-12-02T20:41:18.887855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:18.887917] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:18.887949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:18.888006] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:18.946453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:18.947057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:18.947135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:18.947167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:19.070956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:19.071074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:19.071112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:19.071140] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:19.074353] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=1.94%) [2025-12-02T20:41:19.074627] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-12-02T20:41:19.074747] [INFO ] [sig ] SMFG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:19.211614] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMFG.txt [2025-12-02T20:41:19.211751] [INFO ] [sig ] [2889/3544] Completed SMFG in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.7m [2025-12-02T20:41:19.211791] [INFO ] [sig ] [2890/3544] Forecasting SMH... [2025-12-02T20:41:19.211829] [INFO ] [sig ] Generating forecast for: SMH [2025-12-02T20:41:19.211861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'. [2025-12-02T20:41:19.223008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMH'. [2025-12-02T20:41:19.223262] [INFO ] [FORECASTER] Starting predict_future for SMH [2025-12-02T20:41:19.224026] [DEBUG] [LOCAL ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt [2025-12-02T20:41:19.224074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:19.224104] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:19.224129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:19.224184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:19.278501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:19.279099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:19.279174] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:19.279204] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:19.401457] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:19.401562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:19.401616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:19.401647] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:19.404730] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=10.28%) [2025-12-02T20:41:19.404980] [INFO ] [FORECASTER] Completed predict_future for SMH [2025-12-02T20:41:19.405094] [INFO ] [sig ] SMH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:19.541719] [INFO ] [LOCAL ] Saved forecast: SMH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMH.txt [2025-12-02T20:41:19.541837] [INFO ] [sig ] [2890/3544] Completed SMH in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.7m [2025-12-02T20:41:19.541874] [INFO ] [sig ] [2891/3544] Forecasting SMHI... [2025-12-02T20:41:19.541904] [INFO ] [sig ] Generating forecast for: SMHI [2025-12-02T20:41:19.541935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-12-02T20:41:19.552918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHI'. [2025-12-02T20:41:19.553191] [INFO ] [FORECASTER] Starting predict_future for SMHI [2025-12-02T20:41:19.554032] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-12-02T20:41:19.554083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:19.554116] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:19.554143] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:19.554200] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:19.611950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:19.612541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:19.612634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:19.612668] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:19.728042] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:19.728225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:19.728264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:19.728291] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:19.731601] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-12-02T20:41:19.731867] [INFO ] [FORECASTER] Completed predict_future for SMHI [2025-12-02T20:41:19.731990] [INFO ] [sig ] SMHI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:19.869888] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SMHI.txt [2025-12-02T20:41:19.869996] [INFO ] [sig ] [2891/3544] Completed SMHI in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.7m [2025-12-02T20:41:19.870031] [INFO ] [sig ] [2892/3544] Forecasting SMHX... [2025-12-02T20:41:19.870058] [INFO ] [sig ] Generating forecast for: SMHX [2025-12-02T20:41:19.870087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'. [2025-12-02T20:41:19.881184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHX'. [2025-12-02T20:41:19.881445] [INFO ] [FORECASTER] Starting predict_future for SMHX [2025-12-02T20:41:19.882209] [DEBUG] [LOCAL ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt [2025-12-02T20:41:19.882258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:19.882288] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:19.882313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:19.882367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:19.937331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:19.937982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:19.938060] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:19.938094] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:20.054919] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:20.055031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:20.055066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:20.055094] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:20.058215] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=47.20%) [2025-12-02T20:41:20.058480] [INFO ] [FORECASTER] Completed predict_future for SMHX [2025-12-02T20:41:20.058619] [INFO ] [sig ] SMHX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:20.197152] [INFO ] [LOCAL ] Saved forecast: SMHX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMHX.txt [2025-12-02T20:41:20.197295] [INFO ] [sig ] [2892/3544] Completed SMHX in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:20.197332] [INFO ] [sig ] [2893/3544] Forecasting SMID... [2025-12-02T20:41:20.197359] [INFO ] [sig ] Generating forecast for: SMID [2025-12-02T20:41:20.197388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'. [2025-12-02T20:41:20.209413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMID'. [2025-12-02T20:41:20.209775] [INFO ] [FORECASTER] Starting predict_future for SMID [2025-12-02T20:41:20.210634] [DEBUG] [LOCAL ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt [2025-12-02T20:41:20.210684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:20.210749] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:20.210777] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:20.210832] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:20.266892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:20.267710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:20.267793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:20.267825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:20.373353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:20.373502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:20.373540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:20.373600] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:20.376851] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=16.73%) [2025-12-02T20:41:20.377112] [INFO ] [FORECASTER] Completed predict_future for SMID [2025-12-02T20:41:20.377233] [INFO ] [sig ] SMID: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:20.525931] [INFO ] [LOCAL ] Saved forecast: SMID 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMID.txt [2025-12-02T20:41:20.526121] [INFO ] [sig ] [2893/3544] Completed SMID in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:20.526181] [INFO ] [sig ] [2894/3544] Forecasting SMPL... [2025-12-02T20:41:20.526225] [INFO ] [sig ] Generating forecast for: SMPL [2025-12-02T20:41:20.526265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'. [2025-12-02T20:41:20.537752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMPL'. [2025-12-02T20:41:20.538077] [INFO ] [FORECASTER] Starting predict_future for SMPL [2025-12-02T20:41:20.538893] [DEBUG] [LOCAL ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt [2025-12-02T20:41:20.538950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:20.538982] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:20.539009] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:20.539066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:20.597116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:20.597782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:20.597857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:20.597911] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:20.712803] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:20.712939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:20.712978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:20.713005] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:20.716343] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=96.13%) [2025-12-02T20:41:20.716625] [INFO ] [FORECASTER] Completed predict_future for SMPL [2025-12-02T20:41:20.716766] [INFO ] [sig ] SMPL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:20.854998] [INFO ] [LOCAL ] Saved forecast: SMPL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SMPL.txt [2025-12-02T20:41:20.855122] [INFO ] [sig ] [2894/3544] Completed SMPL in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:20.855157] [INFO ] [sig ] [2895/3544] Forecasting SMTC... [2025-12-02T20:41:20.855184] [INFO ] [sig ] Generating forecast for: SMTC [2025-12-02T20:41:20.855212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'. [2025-12-02T20:41:20.866819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTC'. [2025-12-02T20:41:20.867096] [INFO ] [FORECASTER] Starting predict_future for SMTC [2025-12-02T20:41:20.867966] [DEBUG] [LOCAL ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt [2025-12-02T20:41:20.868016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:20.868047] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:20.868073] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:20.868129] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:20.926012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:20.926696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:20.926773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:20.926822] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:21.045722] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:21.045875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:21.045915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:21.045942] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:21.049259] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=38.67%) [2025-12-02T20:41:21.049524] [INFO ] [FORECASTER] Completed predict_future for SMTC [2025-12-02T20:41:21.049666] [INFO ] [sig ] SMTC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:21.189748] [INFO ] [LOCAL ] Saved forecast: SMTC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMTC.txt [2025-12-02T20:41:21.189885] [INFO ] [sig ] [2895/3544] Completed SMTC in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:21.189925] [INFO ] [sig ] [2896/3544] Forecasting SMTI... [2025-12-02T20:41:21.189956] [INFO ] [sig ] Generating forecast for: SMTI [2025-12-02T20:41:21.189987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'. [2025-12-02T20:41:21.201920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTI'. [2025-12-02T20:41:21.202231] [INFO ] [FORECASTER] Starting predict_future for SMTI [2025-12-02T20:41:21.203043] [DEBUG] [LOCAL ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt [2025-12-02T20:41:21.203094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:21.203125] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:21.203152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:21.203208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:21.260098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:21.260825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:21.260902] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:21.260935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:21.378539] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:21.378687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:21.378728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:21.378789] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:21.382082] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=3.23%) [2025-12-02T20:41:21.382346] [INFO ] [FORECASTER] Completed predict_future for SMTI [2025-12-02T20:41:21.382467] [INFO ] [sig ] SMTI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:21.518980] [INFO ] [LOCAL ] Saved forecast: SMTI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMTI.txt [2025-12-02T20:41:21.519099] [INFO ] [sig ] [2896/3544] Completed SMTI in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:21.519136] [INFO ] [sig ] [2897/3544] Forecasting SMWB... [2025-12-02T20:41:21.519164] [INFO ] [sig ] Generating forecast for: SMWB [2025-12-02T20:41:21.519192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-12-02T20:41:21.529930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMWB'. [2025-12-02T20:41:21.530188] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-12-02T20:41:21.530999] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-12-02T20:41:21.531048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:21.531077] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:21.531113] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:21.531169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:21.587638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:21.588281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:21.588356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:21.588388] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:21.712305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:21.712450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:21.712492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:21.712531] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:21.716355] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=27.13%) [2025-12-02T20:41:21.716733] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-12-02T20:41:21.716909] [INFO ] [sig ] SMWB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:21.856329] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMWB.txt [2025-12-02T20:41:21.856453] [INFO ] [sig ] [2897/3544] Completed SMWB in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:21.856489] [INFO ] [sig ] [2898/3544] Forecasting SMX... [2025-12-02T20:41:21.856517] [INFO ] [sig ] Generating forecast for: SMX [2025-12-02T20:41:21.856544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'. [2025-12-02T20:41:21.867871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMX'. [2025-12-02T20:41:21.868201] [INFO ] [FORECASTER] Starting predict_future for SMX [2025-12-02T20:41:21.869000] [DEBUG] [LOCAL ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt [2025-12-02T20:41:21.869049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:21.869081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:21.869108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:21.869165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:21.927014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:21.927661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:21.927742] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:21.927782] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:22.028147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:22.028301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:22.028341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:22.028370] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:22.031800] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=19.44%) [2025-12-02T20:41:22.032080] [INFO ] [FORECASTER] Completed predict_future for SMX [2025-12-02T20:41:22.032202] [INFO ] [sig ] SMX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:22.171434] [INFO ] [LOCAL ] Saved forecast: SMX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SMX.txt [2025-12-02T20:41:22.171584] [INFO ] [sig ] [2898/3544] Completed SMX in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:22.171627] [INFO ] [sig ] [2899/3544] Forecasting SN... [2025-12-02T20:41:22.171656] [INFO ] [sig ] Generating forecast for: SN [2025-12-02T20:41:22.171687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-12-02T20:41:22.183674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SN'. [2025-12-02T20:41:22.184022] [INFO ] [FORECASTER] Starting predict_future for SN [2025-12-02T20:41:22.184829] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-12-02T20:41:22.184878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:22.184908] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:22.184932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:22.184986] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:22.239327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:22.240019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:22.240097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:22.240127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:22.362139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:22.362290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:22.362328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:22.362354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:22.365692] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=12.65%) [2025-12-02T20:41:22.365950] [INFO ] [FORECASTER] Completed predict_future for SN [2025-12-02T20:41:22.366065] [INFO ] [sig ] SN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:22.502039] [INFO ] [LOCAL ] Saved forecast: SN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SN.txt [2025-12-02T20:41:22.502182] [INFO ] [sig ] [2899/3544] Completed SN in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:22.502218] [INFO ] [sig ] [2900/3544] Forecasting SNA... [2025-12-02T20:41:22.502247] [INFO ] [sig ] Generating forecast for: SNA [2025-12-02T20:41:22.502275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-12-02T20:41:22.513534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNA'. [2025-12-02T20:41:22.513885] [INFO ] [FORECASTER] Starting predict_future for SNA [2025-12-02T20:41:22.514679] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-12-02T20:41:22.514729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:22.514759] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:22.514786] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:22.514842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:22.570790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:22.571629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:22.571709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:22.571741] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:22.691762] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:22.691917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:22.691955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:22.691982] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:22.695284] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=24.40%) [2025-12-02T20:41:22.695552] [INFO ] [FORECASTER] Completed predict_future for SNA [2025-12-02T20:41:22.695693] [INFO ] [sig ] SNA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:22.832955] [INFO ] [LOCAL ] Saved forecast: SNA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNA.txt [2025-12-02T20:41:22.833084] [INFO ] [sig ] [2900/3544] Completed SNA in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:22.833120] [INFO ] [sig ] [2901/3544] Forecasting SNAP... [2025-12-02T20:41:22.833147] [INFO ] [sig ] Generating forecast for: SNAP [2025-12-02T20:41:22.833183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-12-02T20:41:22.844012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNAP'. [2025-12-02T20:41:22.844311] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-12-02T20:41:22.845114] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-12-02T20:41:22.845164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:22.845193] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:22.845218] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:22.845271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:22.900252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:22.900953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:22.901029] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:22.901059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:23.018916] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:23.019059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:23.019097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:23.019125] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:23.022333] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=98.89%) [2025-12-02T20:41:23.022603] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-12-02T20:41:23.022721] [INFO ] [sig ] SNAP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:23.156877] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SNAP.txt [2025-12-02T20:41:23.157009] [INFO ] [sig ] [2901/3544] Completed SNAP in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:23.157044] [INFO ] [sig ] [2902/3544] Forecasting SNCY... [2025-12-02T20:41:23.157071] [INFO ] [sig ] Generating forecast for: SNCY [2025-12-02T20:41:23.157100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'. [2025-12-02T20:41:23.167829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNCY'. [2025-12-02T20:41:23.168162] [INFO ] [FORECASTER] Starting predict_future for SNCY [2025-12-02T20:41:23.169001] [DEBUG] [LOCAL ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt [2025-12-02T20:41:23.169050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:23.169081] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:23.169108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:23.169162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:23.223197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:23.223835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:23.223909] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:23.223939] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:23.344055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:23.344198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:23.344237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:23.344263] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:23.347456] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=76.36%) [2025-12-02T20:41:23.347729] [INFO ] [FORECASTER] Completed predict_future for SNCY [2025-12-02T20:41:23.347850] [INFO ] [sig ] SNCY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:23.482652] [INFO ] [LOCAL ] Saved forecast: SNCY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SNCY.txt [2025-12-02T20:41:23.482789] [INFO ] [sig ] [2902/3544] Completed SNCY in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:23.482825] [INFO ] [sig ] [2903/3544] Forecasting SND... [2025-12-02T20:41:23.482854] [INFO ] [sig ] Generating forecast for: SND [2025-12-02T20:41:23.482882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'. [2025-12-02T20:41:23.494333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SND'. [2025-12-02T20:41:23.494654] [INFO ] [FORECASTER] Starting predict_future for SND [2025-12-02T20:41:23.495409] [DEBUG] [LOCAL ] No optimal features file found for SND: ./output/feature-sets/SND.txt [2025-12-02T20:41:23.495457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:23.495487] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:23.495514] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:23.495586] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:23.550304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:23.550981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:23.551098] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:23.551144] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:23.672253] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:23.672350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:23.672389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:23.672415] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:23.675686] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=59.22%) [2025-12-02T20:41:23.675940] [INFO ] [FORECASTER] Completed predict_future for SND [2025-12-02T20:41:23.676055] [INFO ] [sig ] SND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:23.815141] [INFO ] [LOCAL ] Saved forecast: SND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SND.txt [2025-12-02T20:41:23.815261] [INFO ] [sig ] [2903/3544] Completed SND in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:23.815297] [INFO ] [sig ] [2904/3544] Forecasting SNDL... [2025-12-02T20:41:23.815325] [INFO ] [sig ] Generating forecast for: SNDL [2025-12-02T20:41:23.815353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'. [2025-12-02T20:41:23.826632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDL'. [2025-12-02T20:41:23.826929] [INFO ] [FORECASTER] Starting predict_future for SNDL [2025-12-02T20:41:23.827733] [DEBUG] [LOCAL ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt [2025-12-02T20:41:23.827787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:23.827823] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:23.827853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:23.827945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:23.882707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:23.883396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:23.883472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:23.883503] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:24.000259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:24.000403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:24.000442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:24.000468] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:24.003739] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=32.80%) [2025-12-02T20:41:24.003999] [INFO ] [FORECASTER] Completed predict_future for SNDL [2025-12-02T20:41:24.004119] [INFO ] [sig ] SNDL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:24.139360] [INFO ] [LOCAL ] Saved forecast: SNDL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNDL.txt [2025-12-02T20:41:24.139485] [INFO ] [sig ] [2904/3544] Completed SNDL in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:24.139520] [INFO ] [sig ] [2905/3544] Forecasting SNDX... [2025-12-02T20:41:24.139548] [INFO ] [sig ] Generating forecast for: SNDX [2025-12-02T20:41:24.139594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'. [2025-12-02T20:41:24.150551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDX'. [2025-12-02T20:41:24.150899] [INFO ] [FORECASTER] Starting predict_future for SNDX [2025-12-02T20:41:24.151672] [DEBUG] [LOCAL ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt [2025-12-02T20:41:24.151720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:24.151750] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:24.151775] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:24.151839] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:24.207018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:24.207732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:24.207822] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:24.207859] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:24.328378] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:24.328517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:24.328553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:24.328598] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:24.331843] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=96.70%) [2025-12-02T20:41:24.332097] [INFO ] [FORECASTER] Completed predict_future for SNDX [2025-12-02T20:41:24.332215] [INFO ] [sig ] SNDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:24.468217] [INFO ] [LOCAL ] Saved forecast: SNDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SNDX.txt [2025-12-02T20:41:24.468348] [INFO ] [sig ] [2905/3544] Completed SNDX in 0.3s | 2.98 sym/s | Total: 16.2m | ETA: 3.6m [2025-12-02T20:41:24.468384] [INFO ] [sig ] [2906/3544] Forecasting SNES... [2025-12-02T20:41:24.468412] [INFO ] [sig ] Generating forecast for: SNES [2025-12-02T20:41:24.468441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'. [2025-12-02T20:41:24.478740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNES'. [2025-12-02T20:41:24.479024] [INFO ] [FORECASTER] Starting predict_future for SNES [2025-12-02T20:41:24.479807] [DEBUG] [LOCAL ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt [2025-12-02T20:41:24.479857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:24.479887] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:24.479912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:24.479966] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:24.535264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:24.535914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:24.535988] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:24.536018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:24.654807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:24.654943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:24.654982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:24.655009] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:24.658357] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=66.24%) [2025-12-02T20:41:24.658633] [INFO ] [FORECASTER] Completed predict_future for SNES [2025-12-02T20:41:24.658752] [INFO ] [sig ] SNES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:24.793880] [INFO ] [LOCAL ] Saved forecast: SNES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SNES.txt [2025-12-02T20:41:24.794052] [INFO ] [sig ] [2906/3544] Completed SNES in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.6m [2025-12-02T20:41:24.794105] [INFO ] [sig ] [2907/3544] Forecasting SNEX... [2025-12-02T20:41:24.794146] [INFO ] [sig ] Generating forecast for: SNEX [2025-12-02T20:41:24.794187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'. [2025-12-02T20:41:24.807560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNEX'. [2025-12-02T20:41:24.807932] [INFO ] [FORECASTER] Starting predict_future for SNEX [2025-12-02T20:41:24.808718] [DEBUG] [LOCAL ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt [2025-12-02T20:41:24.808766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:24.808797] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:24.808827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:24.808881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:24.863446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:24.864064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:24.864136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:24.864166] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:24.979968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:24.980106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:24.980144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:24.980171] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:24.983362] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-12-02T20:41:24.983634] [INFO ] [FORECASTER] Completed predict_future for SNEX [2025-12-02T20:41:24.983750] [INFO ] [sig ] SNEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:25.118392] [INFO ] [LOCAL ] Saved forecast: SNEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNEX.txt [2025-12-02T20:41:25.118511] [INFO ] [sig ] [2907/3544] Completed SNEX in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.6m [2025-12-02T20:41:25.118547] [INFO ] [sig ] [2908/3544] Forecasting SNFCA... [2025-12-02T20:41:25.118591] [INFO ] [sig ] Generating forecast for: SNFCA [2025-12-02T20:41:25.118623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'. [2025-12-02T20:41:25.129368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'. [2025-12-02T20:41:25.129663] [INFO ] [FORECASTER] Starting predict_future for SNFCA [2025-12-02T20:41:25.130418] [DEBUG] [LOCAL ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt [2025-12-02T20:41:25.130466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:25.130496] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:25.130521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:25.130605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:25.185888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:25.186478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:25.186552] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:25.186599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:25.306376] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:25.306510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:25.306547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:25.306591] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:25.309829] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=78.91%) [2025-12-02T20:41:25.310108] [INFO ] [FORECASTER] Completed predict_future for SNFCA [2025-12-02T20:41:25.310223] [INFO ] [sig ] SNFCA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:25.445464] [INFO ] [LOCAL ] Saved forecast: SNFCA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SNFCA.txt [2025-12-02T20:41:25.445599] [INFO ] [sig ] [2908/3544] Completed SNFCA in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.6m [2025-12-02T20:41:25.445637] [INFO ] [sig ] [2909/3544] Forecasting SNGX... [2025-12-02T20:41:25.445664] [INFO ] [sig ] Generating forecast for: SNGX [2025-12-02T20:41:25.445690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'. [2025-12-02T20:41:25.456975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNGX'. [2025-12-02T20:41:25.457257] [INFO ] [FORECASTER] Starting predict_future for SNGX [2025-12-02T20:41:25.458046] [DEBUG] [LOCAL ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt [2025-12-02T20:41:25.458094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:25.458124] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:25.458149] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:25.458203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:25.512833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:25.513437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:25.513511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:25.513540] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:25.630514] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:25.630671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:25.630710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:25.630738] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:25.633938] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=8.08%) [2025-12-02T20:41:25.634196] [INFO ] [FORECASTER] Completed predict_future for SNGX [2025-12-02T20:41:25.634314] [INFO ] [sig ] SNGX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:25.768785] [INFO ] [LOCAL ] Saved forecast: SNGX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNGX.txt [2025-12-02T20:41:25.768934] [INFO ] [sig ] [2909/3544] Completed SNGX in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.6m [2025-12-02T20:41:25.768978] [INFO ] [sig ] [2910/3544] Forecasting SNN... [2025-12-02T20:41:25.769010] [INFO ] [sig ] Generating forecast for: SNN [2025-12-02T20:41:25.769040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-12-02T20:41:25.780346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNN'. [2025-12-02T20:41:25.780666] [INFO ] [FORECASTER] Starting predict_future for SNN [2025-12-02T20:41:25.781478] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-12-02T20:41:25.781537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:25.781620] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:25.781651] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:25.781706] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:25.838260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:25.839003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:25.839081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:25.839112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:25.956723] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:25.956869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:25.956907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:25.956933] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:25.960156] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=70.98%) [2025-12-02T20:41:25.960414] [INFO ] [FORECASTER] Completed predict_future for SNN [2025-12-02T20:41:25.960531] [INFO ] [sig ] SNN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:26.098751] [INFO ] [LOCAL ] Saved forecast: SNN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SNN.txt [2025-12-02T20:41:26.098877] [INFO ] [sig ] [2910/3544] Completed SNN in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:26.098918] [INFO ] [sig ] [2911/3544] Forecasting SNOA... [2025-12-02T20:41:26.098945] [INFO ] [sig ] Generating forecast for: SNOA [2025-12-02T20:41:26.098974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'. [2025-12-02T20:41:26.109305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNOA'. [2025-12-02T20:41:26.109635] [INFO ] [FORECASTER] Starting predict_future for SNOA [2025-12-02T20:41:26.110389] [DEBUG] [LOCAL ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt [2025-12-02T20:41:26.110437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:26.110467] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:26.110492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:26.110545] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:26.164619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:26.165249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:26.165323] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:26.165353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:26.280465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:26.280619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:26.280660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:26.280686] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:26.283887] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-12-02T20:41:26.284145] [INFO ] [FORECASTER] Completed predict_future for SNOA [2025-12-02T20:41:26.284261] [INFO ] [sig ] SNOA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:26.418195] [INFO ] [LOCAL ] Saved forecast: SNOA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNOA.txt [2025-12-02T20:41:26.418315] [INFO ] [sig ] [2911/3544] Completed SNOA in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:26.418351] [INFO ] [sig ] [2912/3544] Forecasting SNPS... [2025-12-02T20:41:26.418378] [INFO ] [sig ] Generating forecast for: SNPS [2025-12-02T20:41:26.418406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'. [2025-12-02T20:41:26.429008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNPS'. [2025-12-02T20:41:26.429292] [INFO ] [FORECASTER] Starting predict_future for SNPS [2025-12-02T20:41:26.430058] [DEBUG] [LOCAL ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt [2025-12-02T20:41:26.430105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:26.430135] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:26.430160] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:26.430213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:26.484993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:26.485630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:26.485706] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:26.485736] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:26.604540] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:26.604692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:26.604731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:26.604757] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:26.607974] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=16.23%) [2025-12-02T20:41:26.608231] [INFO ] [FORECASTER] Completed predict_future for SNPS [2025-12-02T20:41:26.608347] [INFO ] [sig ] SNPS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:26.760669] [INFO ] [LOCAL ] Saved forecast: SNPS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNPS.txt [2025-12-02T20:41:26.760849] [INFO ] [sig ] [2912/3544] Completed SNPS in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:26.760897] [INFO ] [sig ] [2913/3544] Forecasting SNTI... [2025-12-02T20:41:26.760932] [INFO ] [sig ] Generating forecast for: SNTI [2025-12-02T20:41:26.760969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'. [2025-12-02T20:41:26.773978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNTI'. [2025-12-02T20:41:26.774304] [INFO ] [FORECASTER] Starting predict_future for SNTI [2025-12-02T20:41:26.775326] [DEBUG] [LOCAL ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt [2025-12-02T20:41:26.775389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:26.775437] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:26.775479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:26.775566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:26.831251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:26.832016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:26.832094] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:26.832125] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:26.951496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:26.951645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:26.951684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:26.951743] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:26.955007] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=67.00%) [2025-12-02T20:41:26.955265] [INFO ] [FORECASTER] Completed predict_future for SNTI [2025-12-02T20:41:26.955382] [INFO ] [sig ] SNTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:27.090600] [INFO ] [LOCAL ] Saved forecast: SNTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SNTI.txt [2025-12-02T20:41:27.090721] [INFO ] [sig ] [2913/3544] Completed SNTI in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:27.090758] [INFO ] [sig ] [2914/3544] Forecasting SNX... [2025-12-02T20:41:27.090786] [INFO ] [sig ] Generating forecast for: SNX [2025-12-02T20:41:27.090816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-12-02T20:41:27.101640] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNX'. [2025-12-02T20:41:27.101901] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-12-02T20:41:27.102679] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-12-02T20:41:27.102727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:27.102757] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:27.102783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:27.102837] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:27.158559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:27.159176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:27.159252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:27.159286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:27.279392] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:27.279516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:27.279552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:27.279643] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:27.282955] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=8.70%) [2025-12-02T20:41:27.283226] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-12-02T20:41:27.283351] [INFO ] [sig ] SNX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:27.427169] [INFO ] [LOCAL ] Saved forecast: SNX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNX.txt [2025-12-02T20:41:27.427290] [INFO ] [sig ] [2914/3544] Completed SNX in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:27.427325] [INFO ] [sig ] [2915/3544] Forecasting SNY... [2025-12-02T20:41:27.427352] [INFO ] [sig ] Generating forecast for: SNY [2025-12-02T20:41:27.427381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'. [2025-12-02T20:41:27.438437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNY'. [2025-12-02T20:41:27.438735] [INFO ] [FORECASTER] Starting predict_future for SNY [2025-12-02T20:41:27.439508] [DEBUG] [LOCAL ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt [2025-12-02T20:41:27.439557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:27.439612] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:27.439641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:27.439697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:27.494656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:27.495266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:27.495340] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:27.495371] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:27.608738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:27.608867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:27.608905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:27.608936] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:27.612095] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=0.53%) [2025-12-02T20:41:27.612378] [INFO ] [FORECASTER] Completed predict_future for SNY [2025-12-02T20:41:27.612493] [INFO ] [sig ] SNY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:27.748170] [INFO ] [LOCAL ] Saved forecast: SNY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SNY.txt [2025-12-02T20:41:27.748285] [INFO ] [sig ] [2915/3544] Completed SNY in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:27.748320] [INFO ] [sig ] [2916/3544] Forecasting SO... [2025-12-02T20:41:27.748348] [INFO ] [sig ] Generating forecast for: SO [2025-12-02T20:41:27.748376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-12-02T20:41:27.759075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SO'. [2025-12-02T20:41:27.759349] [INFO ] [FORECASTER] Starting predict_future for SO [2025-12-02T20:41:27.760141] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-12-02T20:41:27.760190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:27.760220] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:27.760244] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:27.760298] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:27.815472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:27.816073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:27.816146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:27.816176] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:27.933090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:27.933225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:27.933262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:27.933289] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:27.936472] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=42.31%) [2025-12-02T20:41:27.936745] [INFO ] [FORECASTER] Completed predict_future for SO [2025-12-02T20:41:27.936861] [INFO ] [sig ] SO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:28.072776] [INFO ] [LOCAL ] Saved forecast: SO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SO.txt [2025-12-02T20:41:28.072912] [INFO ] [sig ] [2916/3544] Completed SO in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:28.072948] [INFO ] [sig ] [2917/3544] Forecasting SOCL... [2025-12-02T20:41:28.072976] [INFO ] [sig ] Generating forecast for: SOCL [2025-12-02T20:41:28.073005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'. [2025-12-02T20:41:28.083443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOCL'. [2025-12-02T20:41:28.083759] [INFO ] [FORECASTER] Starting predict_future for SOCL [2025-12-02T20:41:28.084520] [DEBUG] [LOCAL ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt [2025-12-02T20:41:28.084587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:28.084621] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:28.084647] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:28.084702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:28.139063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:28.139654] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:28.139727] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:28.139757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:28.240155] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:28.240284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:28.240340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:28.240368] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:28.243530] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=2.85%) [2025-12-02T20:41:28.243801] [INFO ] [FORECASTER] Completed predict_future for SOCL [2025-12-02T20:41:28.243921] [INFO ] [sig ] SOCL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:28.381129] [INFO ] [LOCAL ] Saved forecast: SOCL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOCL.txt [2025-12-02T20:41:28.381281] [INFO ] [sig ] [2917/3544] Completed SOCL in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:28.381320] [INFO ] [sig ] [2918/3544] Forecasting SOFI... [2025-12-02T20:41:28.381348] [INFO ] [sig ] Generating forecast for: SOFI [2025-12-02T20:41:28.381376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'. [2025-12-02T20:41:28.392692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOFI'. [2025-12-02T20:41:28.393043] [INFO ] [FORECASTER] Starting predict_future for SOFI [2025-12-02T20:41:28.393821] [DEBUG] [LOCAL ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt [2025-12-02T20:41:28.393869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:28.393900] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:28.393925] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:28.393980] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:28.448786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:28.449623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:28.449702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:28.449734] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:28.571648] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:28.571800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:28.571839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:28.571866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:28.575113] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=1.08%) [2025-12-02T20:41:28.575382] [INFO ] [FORECASTER] Completed predict_future for SOFI [2025-12-02T20:41:28.575504] [INFO ] [sig ] SOFI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:28.712050] [INFO ] [LOCAL ] Saved forecast: SOFI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOFI.txt [2025-12-02T20:41:28.712197] [INFO ] [sig ] [2918/3544] Completed SOFI in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:28.712234] [INFO ] [sig ] [2919/3544] Forecasting SOGP... [2025-12-02T20:41:28.712262] [INFO ] [sig ] Generating forecast for: SOGP [2025-12-02T20:41:28.712292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'. [2025-12-02T20:41:28.723534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOGP'. [2025-12-02T20:41:28.723921] [INFO ] [FORECASTER] Starting predict_future for SOGP [2025-12-02T20:41:28.724769] [DEBUG] [LOCAL ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt [2025-12-02T20:41:28.724819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:28.724849] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:28.724875] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:28.724931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:28.782268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:28.783143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:28.783225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:28.783258] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:28.892592] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:28.892740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:28.892779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:28.892806] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:28.896136] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: UP (p=62.34%) [2025-12-02T20:41:28.896408] [INFO ] [FORECASTER] Completed predict_future for SOGP [2025-12-02T20:41:28.896532] [INFO ] [sig ] SOGP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:29.034997] [INFO ] [LOCAL ] Saved forecast: SOGP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SOGP.txt [2025-12-02T20:41:29.035121] [INFO ] [sig ] [2919/3544] Completed SOGP in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:29.035157] [INFO ] [sig ] [2920/3544] Forecasting SOJC... [2025-12-02T20:41:29.035184] [INFO ] [sig ] Generating forecast for: SOJC [2025-12-02T20:41:29.035213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-12-02T20:41:29.046480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJC'. [2025-12-02T20:41:29.046854] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-12-02T20:41:29.047647] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-12-02T20:41:29.047695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:29.047725] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:29.047750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:29.047804] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:29.107146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:29.108050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:29.108168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:29.108201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:29.229647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:29.229798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:29.229840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:29.229867] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:29.233219] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=53.46%) [2025-12-02T20:41:29.233492] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-12-02T20:41:29.233635] [INFO ] [sig ] SOJC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:29.376450] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SOJC.txt [2025-12-02T20:41:29.376601] [INFO ] [sig ] [2920/3544] Completed SOJC in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:29.376640] [INFO ] [sig ] [2921/3544] Forecasting SOJD... [2025-12-02T20:41:29.376670] [INFO ] [sig ] Generating forecast for: SOJD [2025-12-02T20:41:29.376700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-12-02T20:41:29.388052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJD'. [2025-12-02T20:41:29.388363] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-12-02T20:41:29.389172] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-12-02T20:41:29.389223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:29.389265] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:29.389292] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:29.389348] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:29.446279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:29.447147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:29.447227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:29.447258] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:29.572433] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:29.572597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:29.572639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:29.572668] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:29.576000] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=87.69%) [2025-12-02T20:41:29.576265] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-12-02T20:41:29.576383] [INFO ] [sig ] SOJD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:29.728015] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SOJD.txt [2025-12-02T20:41:29.728166] [INFO ] [sig ] [2921/3544] Completed SOJD in 0.4s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:29.728205] [INFO ] [sig ] [2922/3544] Forecasting SOJE... [2025-12-02T20:41:29.728232] [INFO ] [sig ] Generating forecast for: SOJE [2025-12-02T20:41:29.728260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-12-02T20:41:29.739488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJE'. [2025-12-02T20:41:29.739843] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-12-02T20:41:29.740677] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-12-02T20:41:29.740726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:29.740756] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:29.740782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:29.740836] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:29.799687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:29.800407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:29.800511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:29.800544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:29.925770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:29.925919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:29.925968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:29.926001] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:29.929426] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=13.29%) [2025-12-02T20:41:29.929741] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-12-02T20:41:29.929867] [INFO ] [sig ] SOJE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:30.076696] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOJE.txt [2025-12-02T20:41:30.076840] [INFO ] [sig ] [2922/3544] Completed SOJE in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:30.076879] [INFO ] [sig ] [2923/3544] Forecasting SOL... [2025-12-02T20:41:30.076909] [INFO ] [sig ] Generating forecast for: SOL [2025-12-02T20:41:30.076938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-12-02T20:41:30.088924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOL'. [2025-12-02T20:41:30.089301] [INFO ] [FORECASTER] Starting predict_future for SOL [2025-12-02T20:41:30.090084] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-12-02T20:41:30.090132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:30.090161] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:30.090186] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:30.090241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:30.144873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:30.145697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:30.145776] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:30.145806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:30.257706] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:30.257847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:30.257901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:30.257932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:30.261197] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=37.10%) [2025-12-02T20:41:30.261461] [INFO ] [FORECASTER] Completed predict_future for SOL [2025-12-02T20:41:30.261597] [INFO ] [sig ] SOL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:30.396422] [INFO ] [LOCAL ] Saved forecast: SOL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOL.txt [2025-12-02T20:41:30.396564] [INFO ] [sig ] [2923/3544] Completed SOL in 0.3s | 2.98 sym/s | Total: 16.3m | ETA: 3.5m [2025-12-02T20:41:30.396618] [INFO ] [sig ] [2924/3544] Forecasting SON... [2025-12-02T20:41:30.396648] [INFO ] [sig ] Generating forecast for: SON [2025-12-02T20:41:30.396678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-12-02T20:41:30.407458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SON'. [2025-12-02T20:41:30.407753] [INFO ] [FORECASTER] Starting predict_future for SON [2025-12-02T20:41:30.408524] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-12-02T20:41:30.408589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:30.408622] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:30.408648] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:30.408703] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:30.463955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:30.464527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:30.464618] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:30.464650] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:30.580689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:30.580831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:30.580869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:30.580895] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:30.584131] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=92.59%) [2025-12-02T20:41:30.584386] [INFO ] [FORECASTER] Completed predict_future for SON [2025-12-02T20:41:30.584500] [INFO ] [sig ] SON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:30.721385] [INFO ] [LOCAL ] Saved forecast: SON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SON.txt [2025-12-02T20:41:30.721533] [INFO ] [sig ] [2924/3544] Completed SON in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.5m [2025-12-02T20:41:30.721588] [INFO ] [sig ] [2925/3544] Forecasting SONN... [2025-12-02T20:41:30.721626] [INFO ] [sig ] Generating forecast for: SONN [2025-12-02T20:41:30.721657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONN' from 'https://tdm.silogroup.org/data/derivative_storage/SONN.csv'. [2025-12-02T20:41:30.732691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SONN'. [2025-12-02T20:41:30.733041] [INFO ] [FORECASTER] Starting predict_future for SONN [2025-12-02T20:41:30.733868] [DEBUG] [LOCAL ] No optimal features file found for SONN: ./output/feature-sets/SONN.txt [2025-12-02T20:41:30.733920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:30.733953] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:30.733993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:30.734050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:30.789157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:30.789997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:30.790075] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:30.790106] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:30.905784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:30.905935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:30.905979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:30.906007] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:30.909303] [DEBUG] [FORECASTER] SONN: Forecast T+1@11:T+2@11: UP (p=67.96%) [2025-12-02T20:41:30.909593] [INFO ] [FORECASTER] Completed predict_future for SONN [2025-12-02T20:41:30.909718] [INFO ] [sig ] SONN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:31.053284] [INFO ] [LOCAL ] Saved forecast: SONN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SONN.txt [2025-12-02T20:41:31.053442] [INFO ] [sig ] [2925/3544] Completed SONN in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.5m [2025-12-02T20:41:31.053481] [INFO ] [sig ] [2926/3544] Forecasting SONO... [2025-12-02T20:41:31.053510] [INFO ] [sig ] Generating forecast for: SONO [2025-12-02T20:41:31.053539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'. [2025-12-02T20:41:31.065151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SONO'. [2025-12-02T20:41:31.065464] [INFO ] [FORECASTER] Starting predict_future for SONO [2025-12-02T20:41:31.066313] [DEBUG] [LOCAL ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt [2025-12-02T20:41:31.066364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:31.066405] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:31.066434] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:31.066490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:31.125695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:31.126459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:31.126547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:31.126599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:31.250921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:31.251071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:31.251116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:31.251154] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:31.254569] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=81.32%) [2025-12-02T20:41:31.254854] [INFO ] [FORECASTER] Completed predict_future for SONO [2025-12-02T20:41:31.254977] [INFO ] [sig ] SONO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:31.395991] [INFO ] [LOCAL ] Saved forecast: SONO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SONO.txt [2025-12-02T20:41:31.396128] [INFO ] [sig ] [2926/3544] Completed SONO in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.5m [2025-12-02T20:41:31.396165] [INFO ] [sig ] [2927/3544] Forecasting SOPA... [2025-12-02T20:41:31.396192] [INFO ] [sig ] Generating forecast for: SOPA [2025-12-02T20:41:31.396221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'. [2025-12-02T20:41:31.407730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPA'. [2025-12-02T20:41:31.408084] [INFO ] [FORECASTER] Starting predict_future for SOPA [2025-12-02T20:41:31.408946] [DEBUG] [LOCAL ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt [2025-12-02T20:41:31.409006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:31.409077] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:31.409111] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:31.409170] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:31.467278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:31.468071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:31.468151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:31.468183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:31.585126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:31.585263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:31.585303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:31.585331] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:31.588797] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-12-02T20:41:31.589092] [INFO ] [FORECASTER] Completed predict_future for SOPA [2025-12-02T20:41:31.589220] [INFO ] [sig ] SOPA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:31.740269] [INFO ] [LOCAL ] Saved forecast: SOPA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOPA.txt [2025-12-02T20:41:31.740415] [INFO ] [sig ] [2927/3544] Completed SOPA in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.5m [2025-12-02T20:41:31.740453] [INFO ] [sig ] [2928/3544] Forecasting SOPH... [2025-12-02T20:41:31.740482] [INFO ] [sig ] Generating forecast for: SOPH [2025-12-02T20:41:31.740511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'. [2025-12-02T20:41:31.751397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPH'. [2025-12-02T20:41:31.751714] [INFO ] [FORECASTER] Starting predict_future for SOPH [2025-12-02T20:41:31.752502] [DEBUG] [LOCAL ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt [2025-12-02T20:41:31.752551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:31.752600] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:31.752629] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:31.752684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:31.809782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:31.810449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:31.810528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:31.810560] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:31.924347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:31.924488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:31.924528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:31.924592] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:31.927807] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=8.46%) [2025-12-02T20:41:31.928073] [INFO ] [FORECASTER] Completed predict_future for SOPH [2025-12-02T20:41:31.928186] [INFO ] [sig ] SOPH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:32.065985] [INFO ] [LOCAL ] Saved forecast: SOPH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOPH.txt [2025-12-02T20:41:32.066118] [INFO ] [sig ] [2928/3544] Completed SOPH in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:32.066154] [INFO ] [sig ] [2929/3544] Forecasting SOUN... [2025-12-02T20:41:32.066182] [INFO ] [sig ] Generating forecast for: SOUN [2025-12-02T20:41:32.066211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'. [2025-12-02T20:41:32.077414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOUN'. [2025-12-02T20:41:32.077704] [INFO ] [FORECASTER] Starting predict_future for SOUN [2025-12-02T20:41:32.078484] [DEBUG] [LOCAL ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt [2025-12-02T20:41:32.078532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:32.078562] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:32.078607] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:32.078662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:32.132996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:32.133608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:32.133682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:32.133712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:32.249512] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:32.249682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:32.249722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:32.249749] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:32.252962] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=27.86%) [2025-12-02T20:41:32.253217] [INFO ] [FORECASTER] Completed predict_future for SOUN [2025-12-02T20:41:32.253334] [INFO ] [sig ] SOUN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:32.395838] [INFO ] [LOCAL ] Saved forecast: SOUN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOUN.txt [2025-12-02T20:41:32.395974] [INFO ] [sig ] [2929/3544] Completed SOUN in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:32.396015] [INFO ] [sig ] [2930/3544] Forecasting SOXQ... [2025-12-02T20:41:32.396042] [INFO ] [sig ] Generating forecast for: SOXQ [2025-12-02T20:41:32.396073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'. [2025-12-02T20:41:32.407136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'. [2025-12-02T20:41:32.407410] [INFO ] [FORECASTER] Starting predict_future for SOXQ [2025-12-02T20:41:32.408215] [DEBUG] [LOCAL ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt [2025-12-02T20:41:32.408264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:32.408294] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:32.408319] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:32.408372] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:32.469649] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:32.470749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:32.470851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:32.470883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:32.607636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:32.607783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:32.607824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:32.607899] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:32.611550] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=12.72%) [2025-12-02T20:41:32.611842] [INFO ] [FORECASTER] Completed predict_future for SOXQ [2025-12-02T20:41:32.611980] [INFO ] [sig ] SOXQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:32.759181] [INFO ] [LOCAL ] Saved forecast: SOXQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SOXQ.txt [2025-12-02T20:41:32.759320] [INFO ] [sig ] [2930/3544] Completed SOXQ in 0.4s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:32.759358] [INFO ] [sig ] [2931/3544] Forecasting SOXX... [2025-12-02T20:41:32.759386] [INFO ] [sig ] Generating forecast for: SOXX [2025-12-02T20:41:32.759413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'. [2025-12-02T20:41:32.770278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXX'. [2025-12-02T20:41:32.770592] [INFO ] [FORECASTER] Starting predict_future for SOXX [2025-12-02T20:41:32.771360] [DEBUG] [LOCAL ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt [2025-12-02T20:41:32.771408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:32.771437] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:32.771462] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:32.771515] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:32.828252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:32.829102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:32.829186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:32.829218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:32.959856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:32.960005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:32.960051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:32.960084] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:32.963301] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=62.32%) [2025-12-02T20:41:32.963556] [INFO ] [FORECASTER] Completed predict_future for SOXX [2025-12-02T20:41:32.963692] [INFO ] [sig ] SOXX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:33.099481] [INFO ] [LOCAL ] Saved forecast: SOXX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SOXX.txt [2025-12-02T20:41:33.099631] [INFO ] [sig ] [2931/3544] Completed SOXX in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:33.099671] [INFO ] [sig ] [2932/3544] Forecasting SPAI... [2025-12-02T20:41:33.099699] [INFO ] [sig ] Generating forecast for: SPAI [2025-12-02T20:41:33.099727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'. [2025-12-02T20:41:33.110689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPAI'. [2025-12-02T20:41:33.110963] [INFO ] [FORECASTER] Starting predict_future for SPAI [2025-12-02T20:41:33.111727] [DEBUG] [LOCAL ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt [2025-12-02T20:41:33.111776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:33.111817] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:33.111843] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:33.111898] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:33.168111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:33.168725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:33.168800] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:33.168831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:33.286237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:33.286376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:33.286415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:33.286445] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:33.289790] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=69.05%) [2025-12-02T20:41:33.290062] [INFO ] [FORECASTER] Completed predict_future for SPAI [2025-12-02T20:41:33.290186] [INFO ] [sig ] SPAI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:33.432630] [INFO ] [LOCAL ] Saved forecast: SPAI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SPAI.txt [2025-12-02T20:41:33.432757] [INFO ] [sig ] [2932/3544] Completed SPAI in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:33.432792] [INFO ] [sig ] [2933/3544] Forecasting SPB... [2025-12-02T20:41:33.432820] [INFO ] [sig ] Generating forecast for: SPB [2025-12-02T20:41:33.432849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-12-02T20:41:33.443346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPB'. [2025-12-02T20:41:33.443639] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-12-02T20:41:33.444387] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-12-02T20:41:33.444435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:33.444466] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:33.444491] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:33.444545] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:33.502119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:33.502763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:33.502838] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:33.502871] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:33.622311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:33.622441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:33.622478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:33.622504] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:33.625763] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=88.78%) [2025-12-02T20:41:33.626031] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-12-02T20:41:33.626169] [INFO ] [sig ] SPB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:33.764964] [INFO ] [LOCAL ] Saved forecast: SPB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SPB.txt [2025-12-02T20:41:33.765075] [INFO ] [sig ] [2933/3544] Completed SPB in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:33.765111] [INFO ] [sig ] [2934/3544] Forecasting SPCB... [2025-12-02T20:41:33.765138] [INFO ] [sig ] Generating forecast for: SPCB [2025-12-02T20:41:33.765167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'. [2025-12-02T20:41:33.776295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCB'. [2025-12-02T20:41:33.776695] [INFO ] [FORECASTER] Starting predict_future for SPCB [2025-12-02T20:41:33.777471] [DEBUG] [LOCAL ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt [2025-12-02T20:41:33.777521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:33.777553] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:33.777603] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:33.777665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:33.833422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:33.834253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:33.834331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:33.834362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:33.954116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:33.954264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:33.954303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:33.954330] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:33.957557] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=77.03%) [2025-12-02T20:41:33.957832] [INFO ] [FORECASTER] Completed predict_future for SPCB [2025-12-02T20:41:33.957967] [INFO ] [sig ] SPCB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:34.095189] [INFO ] [LOCAL ] Saved forecast: SPCB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SPCB.txt [2025-12-02T20:41:34.095309] [INFO ] [sig ] [2934/3544] Completed SPCB in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:34.095345] [INFO ] [sig ] [2935/3544] Forecasting SPCE... [2025-12-02T20:41:34.095373] [INFO ] [sig ] Generating forecast for: SPCE [2025-12-02T20:41:34.095402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-12-02T20:41:34.106006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCE'. [2025-12-02T20:41:34.106268] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-12-02T20:41:34.107030] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-12-02T20:41:34.107079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:34.107111] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:34.107139] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:34.107193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:34.162669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:34.163253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:34.163326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:34.163357] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:34.278990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:34.279126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:34.279163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:34.279190] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:34.282382] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=50.96%) [2025-12-02T20:41:34.282656] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-12-02T20:41:34.282773] [INFO ] [sig ] SPCE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:34.421025] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SPCE.txt [2025-12-02T20:41:34.421144] [INFO ] [sig ] [2935/3544] Completed SPCE in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:34.421180] [INFO ] [sig ] [2936/3544] Forecasting SPE... [2025-12-02T20:41:34.421215] [INFO ] [sig ] Generating forecast for: SPE [2025-12-02T20:41:34.421243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-12-02T20:41:34.432425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPE'. [2025-12-02T20:41:34.432696] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-12-02T20:41:34.433450] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-12-02T20:41:34.433498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:34.433528] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:34.433553] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:34.433627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:34.491946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:34.492602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:34.492678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:34.492708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:34.611050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:34.611189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:34.611229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:34.611257] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:34.614509] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=73.38%) [2025-12-02T20:41:34.614781] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-12-02T20:41:34.614897] [INFO ] [sig ] SPE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:34.751010] [INFO ] [LOCAL ] Saved forecast: SPE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SPE.txt [2025-12-02T20:41:34.751121] [INFO ] [sig ] [2936/3544] Completed SPE in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:34.751157] [INFO ] [sig ] [2937/3544] Forecasting SPFI... [2025-12-02T20:41:34.751185] [INFO ] [sig ] Generating forecast for: SPFI [2025-12-02T20:41:34.751212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'. [2025-12-02T20:41:34.762138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPFI'. [2025-12-02T20:41:34.762405] [INFO ] [FORECASTER] Starting predict_future for SPFI [2025-12-02T20:41:34.763188] [DEBUG] [LOCAL ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt [2025-12-02T20:41:34.763235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:34.763265] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:34.763291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:34.763345] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:34.821660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:34.822670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:34.822809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:34.822853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:34.940407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:34.940548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:34.940604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:34.940632] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:34.943829] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=4.04%) [2025-12-02T20:41:34.944083] [INFO ] [FORECASTER] Completed predict_future for SPFI [2025-12-02T20:41:34.944197] [INFO ] [sig ] SPFI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:35.098409] [INFO ] [LOCAL ] Saved forecast: SPFI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPFI.txt [2025-12-02T20:41:35.098531] [INFO ] [sig ] [2937/3544] Completed SPFI in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:35.098566] [INFO ] [sig ] [2938/3544] Forecasting SPG... [2025-12-02T20:41:35.098614] [INFO ] [sig ] Generating forecast for: SPG [2025-12-02T20:41:35.098642] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-12-02T20:41:35.109241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPG'. [2025-12-02T20:41:35.109495] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-12-02T20:41:35.110253] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-12-02T20:41:35.110301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:35.110331] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:35.110357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:35.110411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:35.165881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:35.166459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:35.166531] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:35.166562] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:35.285586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:35.285715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:35.285754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:35.285781] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:35.288970] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=6.78%) [2025-12-02T20:41:35.289230] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-12-02T20:41:35.289342] [INFO ] [sig ] SPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:35.425428] [INFO ] [LOCAL ] Saved forecast: SPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPG.txt [2025-12-02T20:41:35.425544] [INFO ] [sig ] [2938/3544] Completed SPG in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:35.425598] [INFO ] [sig ] [2939/3544] Forecasting SPGI... [2025-12-02T20:41:35.425629] [INFO ] [sig ] Generating forecast for: SPGI [2025-12-02T20:41:35.425657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-12-02T20:41:35.436342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPGI'. [2025-12-02T20:41:35.436620] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-12-02T20:41:35.437361] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-12-02T20:41:35.437410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:35.437439] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:35.437465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:35.437519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:35.493982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:35.494663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:35.494740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:35.494772] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:35.615374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:35.615510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:35.615557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:35.615622] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:35.618932] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=56.42%) [2025-12-02T20:41:35.619228] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-12-02T20:41:35.619349] [INFO ] [sig ] SPGI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:35.757117] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SPGI.txt [2025-12-02T20:41:35.757250] [INFO ] [sig ] [2939/3544] Completed SPGI in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:35.757287] [INFO ] [sig ] [2940/3544] Forecasting SPH... [2025-12-02T20:41:35.757316] [INFO ] [sig ] Generating forecast for: SPH [2025-12-02T20:41:35.757344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-12-02T20:41:35.767672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPH'. [2025-12-02T20:41:35.767992] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-12-02T20:41:35.768772] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-12-02T20:41:35.768820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:35.768850] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:35.768875] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:35.768929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:35.825070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:35.825791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:35.825868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:35.825898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:35.951847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:35.952006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:35.952051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:35.952085] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:35.955348] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=19.83%) [2025-12-02T20:41:35.955620] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-12-02T20:41:35.955735] [INFO ] [sig ] SPH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:36.097956] [INFO ] [LOCAL ] Saved forecast: SPH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPH.txt [2025-12-02T20:41:36.098143] [INFO ] [sig ] [2940/3544] Completed SPH in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:36.098189] [INFO ] [sig ] [2941/3544] Forecasting SPNS... [2025-12-02T20:41:36.098222] [INFO ] [sig ] Generating forecast for: SPNS [2025-12-02T20:41:36.098253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'. [2025-12-02T20:41:36.108719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPNS'. [2025-12-02T20:41:36.108988] [INFO ] [FORECASTER] Starting predict_future for SPNS [2025-12-02T20:41:36.109782] [DEBUG] [LOCAL ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt [2025-12-02T20:41:36.109831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:36.109861] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:36.109887] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:36.109942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:36.166421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:36.167019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:36.167106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:36.167143] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:36.284667] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:36.284791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:36.284828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:36.284855] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:36.288103] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=67.51%) [2025-12-02T20:41:36.288367] [INFO ] [FORECASTER] Completed predict_future for SPNS [2025-12-02T20:41:36.288484] [INFO ] [sig ] SPNS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:36.426899] [INFO ] [LOCAL ] Saved forecast: SPNS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SPNS.txt [2025-12-02T20:41:36.427016] [INFO ] [sig ] [2941/3544] Completed SPNS in 0.3s | 2.98 sym/s | Total: 16.4m | ETA: 3.4m [2025-12-02T20:41:36.427052] [INFO ] [sig ] [2942/3544] Forecasting SPOK... [2025-12-02T20:41:36.427079] [INFO ] [sig ] Generating forecast for: SPOK [2025-12-02T20:41:36.427107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'. [2025-12-02T20:41:36.438655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPOK'. [2025-12-02T20:41:36.438963] [INFO ] [FORECASTER] Starting predict_future for SPOK [2025-12-02T20:41:36.439768] [DEBUG] [LOCAL ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt [2025-12-02T20:41:36.439817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:36.439848] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:36.439876] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:36.439933] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:36.497910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:36.498766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:36.498842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:36.498872] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:36.618495] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:36.618634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:36.618674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:36.618700] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:36.621874] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=37.55%) [2025-12-02T20:41:36.622126] [INFO ] [FORECASTER] Completed predict_future for SPOK [2025-12-02T20:41:36.622241] [INFO ] [sig ] SPOK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:36.760972] [INFO ] [LOCAL ] Saved forecast: SPOK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPOK.txt [2025-12-02T20:41:36.761085] [INFO ] [sig ] [2942/3544] Completed SPOK in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.4m [2025-12-02T20:41:36.761120] [INFO ] [sig ] [2943/3544] Forecasting SPRC... [2025-12-02T20:41:36.761147] [INFO ] [sig ] Generating forecast for: SPRC [2025-12-02T20:41:36.761176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'. [2025-12-02T20:41:36.771729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRC'. [2025-12-02T20:41:36.772021] [INFO ] [FORECASTER] Starting predict_future for SPRC [2025-12-02T20:41:36.772841] [DEBUG] [LOCAL ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt [2025-12-02T20:41:36.772891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:36.772923] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:36.772950] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:36.773015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:36.830360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:36.831010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:36.831088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:36.831119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:36.947648] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:36.947799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:36.947837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:36.947865] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:36.951291] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=2.18%) [2025-12-02T20:41:36.951616] [INFO ] [FORECASTER] Completed predict_future for SPRC [2025-12-02T20:41:36.951744] [INFO ] [sig ] SPRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:37.088511] [INFO ] [LOCAL ] Saved forecast: SPRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPRC.txt [2025-12-02T20:41:37.088681] [INFO ] [sig ] [2943/3544] Completed SPRC in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.4m [2025-12-02T20:41:37.088720] [INFO ] [sig ] [2944/3544] Forecasting SPRO... [2025-12-02T20:41:37.088750] [INFO ] [sig ] Generating forecast for: SPRO [2025-12-02T20:41:37.088778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'. [2025-12-02T20:41:37.100316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRO'. [2025-12-02T20:41:37.100681] [INFO ] [FORECASTER] Starting predict_future for SPRO [2025-12-02T20:41:37.101530] [DEBUG] [LOCAL ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt [2025-12-02T20:41:37.101605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:37.101668] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:37.101698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:37.101771] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:37.159734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:37.160542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:37.160634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:37.160667] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:37.282656] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:37.282782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:37.282819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:37.282846] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:37.286034] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=6.01%) [2025-12-02T20:41:37.286319] [INFO ] [FORECASTER] Completed predict_future for SPRO [2025-12-02T20:41:37.286434] [INFO ] [sig ] SPRO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:37.429760] [INFO ] [LOCAL ] Saved forecast: SPRO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPRO.txt [2025-12-02T20:41:37.429877] [INFO ] [sig ] [2944/3544] Completed SPRO in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.4m [2025-12-02T20:41:37.429913] [INFO ] [sig ] [2945/3544] Forecasting SPRX... [2025-12-02T20:41:37.429940] [INFO ] [sig ] Generating forecast for: SPRX [2025-12-02T20:41:37.429969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'. [2025-12-02T20:41:37.440693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRX'. [2025-12-02T20:41:37.440976] [INFO ] [FORECASTER] Starting predict_future for SPRX [2025-12-02T20:41:37.441802] [DEBUG] [LOCAL ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt [2025-12-02T20:41:37.441861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:37.441894] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:37.441919] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:37.441975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:37.500230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:37.500889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:37.500964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:37.500996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:37.618788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:37.618913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:37.618949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:37.618975] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:37.622239] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=6.98%) [2025-12-02T20:41:37.622501] [INFO ] [FORECASTER] Completed predict_future for SPRX [2025-12-02T20:41:37.622636] [INFO ] [sig ] SPRX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:37.761704] [INFO ] [LOCAL ] Saved forecast: SPRX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPRX.txt [2025-12-02T20:41:37.761815] [INFO ] [sig ] [2945/3544] Completed SPRX in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:37.761851] [INFO ] [sig ] [2946/3544] Forecasting SPRY... [2025-12-02T20:41:37.761880] [INFO ] [sig ] Generating forecast for: SPRY [2025-12-02T20:41:37.761907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'. [2025-12-02T20:41:37.773305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRY'. [2025-12-02T20:41:37.773592] [INFO ] [FORECASTER] Starting predict_future for SPRY [2025-12-02T20:41:37.774408] [DEBUG] [LOCAL ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt [2025-12-02T20:41:37.774459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:37.774492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:37.774518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:37.774594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:37.832279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:37.832919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:37.832995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:37.833026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:37.950036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:37.950160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:37.950196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:37.950223] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:37.953428] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=27.30%) [2025-12-02T20:41:37.953731] [INFO ] [FORECASTER] Completed predict_future for SPRY [2025-12-02T20:41:37.953857] [INFO ] [sig ] SPRY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:38.092089] [INFO ] [LOCAL ] Saved forecast: SPRY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPRY.txt [2025-12-02T20:41:38.092209] [INFO ] [sig ] [2946/3544] Completed SPRY in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:38.092245] [INFO ] [sig ] [2947/3544] Forecasting SPSC... [2025-12-02T20:41:38.092274] [INFO ] [sig ] Generating forecast for: SPSC [2025-12-02T20:41:38.092302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'. [2025-12-02T20:41:38.103422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPSC'. [2025-12-02T20:41:38.103704] [INFO ] [FORECASTER] Starting predict_future for SPSC [2025-12-02T20:41:38.104456] [DEBUG] [LOCAL ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt [2025-12-02T20:41:38.104504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:38.104533] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:38.104558] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:38.104637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:38.173088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:38.173934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:38.174014] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:38.174046] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:38.290191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:38.290318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:38.290355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:38.290412] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:38.293656] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=18.73%) [2025-12-02T20:41:38.293915] [INFO ] [FORECASTER] Completed predict_future for SPSC [2025-12-02T20:41:38.294034] [INFO ] [sig ] SPSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:38.431825] [INFO ] [LOCAL ] Saved forecast: SPSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPSC.txt [2025-12-02T20:41:38.431949] [INFO ] [sig ] [2947/3544] Completed SPSC in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:38.431985] [INFO ] [sig ] [2948/3544] Forecasting SPWH... [2025-12-02T20:41:38.432012] [INFO ] [sig ] Generating forecast for: SPWH [2025-12-02T20:41:38.432041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'. [2025-12-02T20:41:38.443182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPWH'. [2025-12-02T20:41:38.443446] [INFO ] [FORECASTER] Starting predict_future for SPWH [2025-12-02T20:41:38.444218] [DEBUG] [LOCAL ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt [2025-12-02T20:41:38.444266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:38.444296] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:38.444322] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:38.444376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:38.501362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:38.502027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:38.502101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:38.502131] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:38.625323] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:38.625452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:38.625489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:38.625515] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:38.628839] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=4.24%) [2025-12-02T20:41:38.629095] [INFO ] [FORECASTER] Completed predict_future for SPWH [2025-12-02T20:41:38.629215] [INFO ] [sig ] SPWH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:38.767059] [INFO ] [LOCAL ] Saved forecast: SPWH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPWH.txt [2025-12-02T20:41:38.767200] [INFO ] [sig ] [2948/3544] Completed SPWH in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:38.767238] [INFO ] [sig ] [2949/3544] Forecasting SPXC... [2025-12-02T20:41:38.767265] [INFO ] [sig ] Generating forecast for: SPXC [2025-12-02T20:41:38.767293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-12-02T20:41:38.777612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXC'. [2025-12-02T20:41:38.777911] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-12-02T20:41:38.778706] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-12-02T20:41:38.778753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:38.778783] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:38.778809] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:38.778864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:38.834305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:38.835011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:38.835087] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:38.835118] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:38.955310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:38.955445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:38.955482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:38.955510] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:38.958766] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=47.00%) [2025-12-02T20:41:38.959019] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-12-02T20:41:38.959134] [INFO ] [sig ] SPXC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:39.095413] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPXC.txt [2025-12-02T20:41:39.095547] [INFO ] [sig ] [2949/3544] Completed SPXC in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:39.095609] [INFO ] [sig ] [2950/3544] Forecasting SPXX... [2025-12-02T20:41:39.095643] [INFO ] [sig ] Generating forecast for: SPXX [2025-12-02T20:41:39.095674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-12-02T20:41:39.106375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXX'. [2025-12-02T20:41:39.106705] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-12-02T20:41:39.107490] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-12-02T20:41:39.107539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:39.107570] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:39.107626] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:39.107687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:39.163130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:39.163793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:39.163871] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:39.163902] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:39.282627] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:39.282764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:39.282802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:39.282829] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:39.286032] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=3.69%) [2025-12-02T20:41:39.286292] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-12-02T20:41:39.286408] [INFO ] [sig ] SPXX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:39.421658] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SPXX.txt [2025-12-02T20:41:39.421785] [INFO ] [sig ] [2950/3544] Completed SPXX in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:39.421820] [INFO ] [sig ] [2951/3544] Forecasting SQM... [2025-12-02T20:41:39.421848] [INFO ] [sig ] Generating forecast for: SQM [2025-12-02T20:41:39.421877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-12-02T20:41:39.432909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQM'. [2025-12-02T20:41:39.433230] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-12-02T20:41:39.434063] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-12-02T20:41:39.434114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:39.434146] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:39.434172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:39.434229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:39.489831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:39.490600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:39.490679] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:39.490711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:39.614056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:39.614217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:39.614262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:39.614291] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:39.617725] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=72.60%) [2025-12-02T20:41:39.618035] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-12-02T20:41:39.618162] [INFO ] [sig ] SQM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:39.757481] [INFO ] [LOCAL ] Saved forecast: SQM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SQM.txt [2025-12-02T20:41:39.757638] [INFO ] [sig ] [2951/3544] Completed SQM in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:39.757677] [INFO ] [sig ] [2952/3544] Forecasting SQNS... [2025-12-02T20:41:39.757705] [INFO ] [sig ] Generating forecast for: SQNS [2025-12-02T20:41:39.757733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-12-02T20:41:39.768985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQNS'. [2025-12-02T20:41:39.769261] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-12-02T20:41:39.770054] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-12-02T20:41:39.770103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:39.770133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:39.770158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:39.770217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:39.827770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:39.828502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:39.828609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:39.828646] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:39.944679] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:39.944843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:39.944883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:39.944911] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:39.948294] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=95.87%) [2025-12-02T20:41:39.948555] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-12-02T20:41:39.948692] [INFO ] [sig ] SQNS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:40.086731] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SQNS.txt [2025-12-02T20:41:40.086855] [INFO ] [sig ] [2952/3544] Completed SQNS in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:40.086891] [INFO ] [sig ] [2953/3544] Forecasting SQQQ... [2025-12-02T20:41:40.086919] [INFO ] [sig ] Generating forecast for: SQQQ [2025-12-02T20:41:40.086948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'. [2025-12-02T20:41:40.097840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'. [2025-12-02T20:41:40.098120] [INFO ] [FORECASTER] Starting predict_future for SQQQ [2025-12-02T20:41:40.098886] [DEBUG] [LOCAL ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt [2025-12-02T20:41:40.098934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:40.098963] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:40.098988] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:40.099042] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:40.156062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:40.156739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:40.156815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:40.156847] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:40.276358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:40.276501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:40.276539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:40.276565] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:40.279817] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=86.93%) [2025-12-02T20:41:40.280067] [INFO ] [FORECASTER] Completed predict_future for SQQQ [2025-12-02T20:41:40.280186] [INFO ] [sig ] SQQQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:40.417238] [INFO ] [LOCAL ] Saved forecast: SQQQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SQQQ.txt [2025-12-02T20:41:40.417363] [INFO ] [sig ] [2953/3544] Completed SQQQ in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:40.417400] [INFO ] [sig ] [2954/3544] Forecasting SRAD... [2025-12-02T20:41:40.417430] [INFO ] [sig ] Generating forecast for: SRAD [2025-12-02T20:41:40.417461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'. [2025-12-02T20:41:40.428923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRAD'. [2025-12-02T20:41:40.429201] [INFO ] [FORECASTER] Starting predict_future for SRAD [2025-12-02T20:41:40.429982] [DEBUG] [LOCAL ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt [2025-12-02T20:41:40.430030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:40.430060] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:40.430087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:40.430142] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:40.487213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:40.487875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:40.488019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:40.488052] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:40.608043] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:40.608196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:40.608239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:40.608267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:40.611678] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=93.18%) [2025-12-02T20:41:40.611952] [INFO ] [FORECASTER] Completed predict_future for SRAD [2025-12-02T20:41:40.612076] [INFO ] [sig ] SRAD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:40.750875] [INFO ] [LOCAL ] Saved forecast: SRAD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SRAD.txt [2025-12-02T20:41:40.751021] [INFO ] [sig ] [2954/3544] Completed SRAD in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:40.751058] [INFO ] [sig ] [2955/3544] Forecasting SRBK... [2025-12-02T20:41:40.751088] [INFO ] [sig ] Generating forecast for: SRBK [2025-12-02T20:41:40.751116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'. [2025-12-02T20:41:40.762152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRBK'. [2025-12-02T20:41:40.762441] [INFO ] [FORECASTER] Starting predict_future for SRBK [2025-12-02T20:41:40.763209] [DEBUG] [LOCAL ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt [2025-12-02T20:41:40.763257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:40.763287] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:40.763312] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:40.763367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:40.819492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:40.820109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:40.820184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:40.820214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:40.934848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:40.934996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:40.935035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:40.935061] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:40.938389] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=49.46%) [2025-12-02T20:41:40.938660] [INFO ] [FORECASTER] Completed predict_future for SRBK [2025-12-02T20:41:40.938776] [INFO ] [sig ] SRBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:41.074689] [INFO ] [LOCAL ] Saved forecast: SRBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SRBK.txt [2025-12-02T20:41:41.074817] [INFO ] [sig ] [2955/3544] Completed SRBK in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:41.074852] [INFO ] [sig ] [2956/3544] Forecasting SRCE... [2025-12-02T20:41:41.074880] [INFO ] [sig ] Generating forecast for: SRCE [2025-12-02T20:41:41.074908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'. [2025-12-02T20:41:41.086810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRCE'. [2025-12-02T20:41:41.087247] [INFO ] [FORECASTER] Starting predict_future for SRCE [2025-12-02T20:41:41.088140] [DEBUG] [LOCAL ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt [2025-12-02T20:41:41.088220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:41.088254] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:41.088280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:41.088336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:41.145600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:41.146455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:41.146540] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:41.146593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:41.262258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:41.262421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:41.262460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:41.262487] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:41.265957] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=1.95%) [2025-12-02T20:41:41.266290] [INFO ] [FORECASTER] Completed predict_future for SRCE [2025-12-02T20:41:41.266423] [INFO ] [sig ] SRCE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:41.403864] [INFO ] [LOCAL ] Saved forecast: SRCE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SRCE.txt [2025-12-02T20:41:41.404012] [INFO ] [sig ] [2956/3544] Completed SRCE in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:41.404049] [INFO ] [sig ] [2957/3544] Forecasting SRE... [2025-12-02T20:41:41.404079] [INFO ] [sig ] Generating forecast for: SRE [2025-12-02T20:41:41.404107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-12-02T20:41:41.414893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRE'. [2025-12-02T20:41:41.415231] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-12-02T20:41:41.416012] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-12-02T20:41:41.416061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:41.416091] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:41.416116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:41.416171] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:41.471597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:41.472418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:41.472497] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:41.472528] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:41.590022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:41.590135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:41.590172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:41.590200] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:41.593373] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=88.96%) [2025-12-02T20:41:41.593654] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-12-02T20:41:41.593774] [INFO ] [sig ] SRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:41.729713] [INFO ] [LOCAL ] Saved forecast: SRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SRE.txt [2025-12-02T20:41:41.729838] [INFO ] [sig ] [2957/3544] Completed SRE in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:41.729874] [INFO ] [sig ] [2958/3544] Forecasting SREA... [2025-12-02T20:41:41.729902] [INFO ] [sig ] Generating forecast for: SREA [2025-12-02T20:41:41.729930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-12-02T20:41:41.740690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SREA'. [2025-12-02T20:41:41.740958] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-12-02T20:41:41.741721] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-12-02T20:41:41.741768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:41.741799] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:41.741824] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:41.741878] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:41.798174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:41.798858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:41.798933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:41.798963] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:41.914008] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:41.914121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:41.914158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:41.914185] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:41.917386] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=10.98%) [2025-12-02T20:41:41.917660] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-12-02T20:41:41.917774] [INFO ] [sig ] SREA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:42.052750] [INFO ] [LOCAL ] Saved forecast: SREA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SREA.txt [2025-12-02T20:41:42.052856] [INFO ] [sig ] [2958/3544] Completed SREA in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:42.052891] [INFO ] [sig ] [2959/3544] Forecasting SRFM... [2025-12-02T20:41:42.052920] [INFO ] [sig ] Generating forecast for: SRFM [2025-12-02T20:41:42.052947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-12-02T20:41:42.063910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRFM'. [2025-12-02T20:41:42.064175] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-12-02T20:41:42.064941] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-12-02T20:41:42.064990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:42.065020] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:42.065045] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:42.065099] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:42.132681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:42.133549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:42.133652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:42.133687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:42.248666] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:42.248817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:42.248856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:42.248884] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:42.252099] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=48.45%) [2025-12-02T20:41:42.252352] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-12-02T20:41:42.252468] [INFO ] [sig ] SRFM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:42.391294] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SRFM.txt [2025-12-02T20:41:42.391422] [INFO ] [sig ] [2959/3544] Completed SRFM in 0.3s | 2.98 sym/s | Total: 16.5m | ETA: 3.3m [2025-12-02T20:41:42.391470] [INFO ] [sig ] [2960/3544] Forecasting SRG... [2025-12-02T20:41:42.391501] [INFO ] [sig ] Generating forecast for: SRG [2025-12-02T20:41:42.391529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-12-02T20:41:42.402684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRG'. [2025-12-02T20:41:42.402965] [INFO ] [FORECASTER] Starting predict_future for SRG [2025-12-02T20:41:42.403748] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-12-02T20:41:42.403796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:42.403826] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:42.403852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:42.403906] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:42.459076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:42.459909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:42.459997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:42.460027] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:42.579882] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:42.580036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:42.580073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:42.580101] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:42.583684] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=64.72%) [2025-12-02T20:41:42.583997] [INFO ] [FORECASTER] Completed predict_future for SRG [2025-12-02T20:41:42.584129] [INFO ] [sig ] SRG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:42.722268] [INFO ] [LOCAL ] Saved forecast: SRG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SRG.txt [2025-12-02T20:41:42.722422] [INFO ] [sig ] [2960/3544] Completed SRG in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.3m [2025-12-02T20:41:42.722459] [INFO ] [sig ] [2961/3544] Forecasting SRI... [2025-12-02T20:41:42.722486] [INFO ] [sig ] Generating forecast for: SRI [2025-12-02T20:41:42.722515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-12-02T20:41:42.733517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRI'. [2025-12-02T20:41:42.733844] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-12-02T20:41:42.734627] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-12-02T20:41:42.734675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:42.734731] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:42.734758] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:42.734812] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:42.789773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:42.790340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:42.790413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:42.790442] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:42.906552] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:42.906685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:42.906722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:42.906749] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:42.909885] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=74.70%) [2025-12-02T20:41:42.910135] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-12-02T20:41:42.910268] [INFO ] [sig ] SRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:43.046205] [INFO ] [LOCAL ] Saved forecast: SRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SRI.txt [2025-12-02T20:41:43.046316] [INFO ] [sig ] [2961/3544] Completed SRI in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.3m [2025-12-02T20:41:43.046351] [INFO ] [sig ] [2962/3544] Forecasting SRRK... [2025-12-02T20:41:43.046379] [INFO ] [sig ] Generating forecast for: SRRK [2025-12-02T20:41:43.046408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'. [2025-12-02T20:41:43.057269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRRK'. [2025-12-02T20:41:43.057525] [INFO ] [FORECASTER] Starting predict_future for SRRK [2025-12-02T20:41:43.058307] [DEBUG] [LOCAL ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt [2025-12-02T20:41:43.058355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:43.058384] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:43.058409] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:43.058463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:43.113736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:43.114321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:43.114396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:43.114425] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:43.231024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:43.231167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:43.231206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:43.231233] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:43.234475] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=17.11%) [2025-12-02T20:41:43.234745] [INFO ] [FORECASTER] Completed predict_future for SRRK [2025-12-02T20:41:43.234861] [INFO ] [sig ] SRRK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:43.370342] [INFO ] [LOCAL ] Saved forecast: SRRK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SRRK.txt [2025-12-02T20:41:43.370493] [INFO ] [sig ] [2962/3544] Completed SRRK in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.3m [2025-12-02T20:41:43.370531] [INFO ] [sig ] [2963/3544] Forecasting SRTS... [2025-12-02T20:41:43.370559] [INFO ] [sig ] Generating forecast for: SRTS [2025-12-02T20:41:43.370610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'. [2025-12-02T20:41:43.381108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRTS'. [2025-12-02T20:41:43.381391] [INFO ] [FORECASTER] Starting predict_future for SRTS [2025-12-02T20:41:43.382161] [DEBUG] [LOCAL ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt [2025-12-02T20:41:43.382211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:43.382243] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:43.382269] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:43.382324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:43.437561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:43.438354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:43.438432] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:43.438463] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:43.556055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:43.556178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:43.556233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:43.556260] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:43.559410] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=32.23%) [2025-12-02T20:41:43.559681] [INFO ] [FORECASTER] Completed predict_future for SRTS [2025-12-02T20:41:43.559796] [INFO ] [sig ] SRTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:43.695307] [INFO ] [LOCAL ] Saved forecast: SRTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SRTS.txt [2025-12-02T20:41:43.695411] [INFO ] [sig ] [2963/3544] Completed SRTS in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:43.695445] [INFO ] [sig ] [2964/3544] Forecasting SSB... [2025-12-02T20:41:43.695472] [INFO ] [sig ] Generating forecast for: SSB [2025-12-02T20:41:43.695500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-12-02T20:41:43.706188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSB'. [2025-12-02T20:41:43.706443] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-12-02T20:41:43.707213] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-12-02T20:41:43.707262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:43.707292] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:43.707317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:43.707370] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:43.762497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:43.763095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:43.763167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:43.763197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:43.882768] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:43.882882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:43.882917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:43.882973] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:43.886101] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=34.88%) [2025-12-02T20:41:43.886361] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-12-02T20:41:43.886477] [INFO ] [sig ] SSB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:44.022074] [INFO ] [LOCAL ] Saved forecast: SSB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SSB.txt [2025-12-02T20:41:44.022182] [INFO ] [sig ] [2964/3544] Completed SSB in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:44.022218] [INFO ] [sig ] [2965/3544] Forecasting SSD... [2025-12-02T20:41:44.022246] [INFO ] [sig ] Generating forecast for: SSD [2025-12-02T20:41:44.022275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-12-02T20:41:44.033030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSD'. [2025-12-02T20:41:44.033280] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-12-02T20:41:44.034052] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-12-02T20:41:44.034101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:44.034131] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:44.034156] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:44.034210] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:44.089750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:44.090333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:44.090406] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:44.090436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:44.207366] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:44.207469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:44.207503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:44.207529] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:44.210654] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=1.79%) [2025-12-02T20:41:44.210904] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-12-02T20:41:44.211017] [INFO ] [sig ] SSD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:44.362279] [INFO ] [LOCAL ] Saved forecast: SSD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SSD.txt [2025-12-02T20:41:44.362398] [INFO ] [sig ] [2965/3544] Completed SSD in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:44.362433] [INFO ] [sig ] [2966/3544] Forecasting SSL... [2025-12-02T20:41:44.362461] [INFO ] [sig ] Generating forecast for: SSL [2025-12-02T20:41:44.362490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-12-02T20:41:44.373411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSL'. [2025-12-02T20:41:44.373684] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-12-02T20:41:44.374444] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-12-02T20:41:44.374491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:44.374521] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:44.374546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:44.374617] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:44.430360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:44.431193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:44.431278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:44.431309] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:44.550754] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:44.550870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:44.550907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:44.550934] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:44.554049] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=10.17%) [2025-12-02T20:41:44.554304] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-12-02T20:41:44.554420] [INFO ] [sig ] SSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:44.690596] [INFO ] [LOCAL ] Saved forecast: SSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SSL.txt [2025-12-02T20:41:44.690700] [INFO ] [sig ] [2966/3544] Completed SSL in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:44.690735] [INFO ] [sig ] [2967/3544] Forecasting SSNC... [2025-12-02T20:41:44.690762] [INFO ] [sig ] Generating forecast for: SSNC [2025-12-02T20:41:44.690792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'. [2025-12-02T20:41:44.700989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSNC'. [2025-12-02T20:41:44.701252] [INFO ] [FORECASTER] Starting predict_future for SSNC [2025-12-02T20:41:44.702014] [DEBUG] [LOCAL ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt [2025-12-02T20:41:44.702062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:44.702102] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:44.702128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:44.702182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:44.757188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:44.757766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:44.757839] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:44.757870] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:44.878915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:44.879010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:44.879047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:44.879073] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:44.882415] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=34.95%) [2025-12-02T20:41:44.882718] [INFO ] [FORECASTER] Completed predict_future for SSNC [2025-12-02T20:41:44.882858] [INFO ] [sig ] SSNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:45.019485] [INFO ] [LOCAL ] Saved forecast: SSNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SSNC.txt [2025-12-02T20:41:45.019618] [INFO ] [sig ] [2967/3544] Completed SSNC in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:45.019656] [INFO ] [sig ] [2968/3544] Forecasting SSP... [2025-12-02T20:41:45.019684] [INFO ] [sig ] Generating forecast for: SSP [2025-12-02T20:41:45.019712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'. [2025-12-02T20:41:45.030351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSP'. [2025-12-02T20:41:45.030635] [INFO ] [FORECASTER] Starting predict_future for SSP [2025-12-02T20:41:45.031392] [DEBUG] [LOCAL ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt [2025-12-02T20:41:45.031440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:45.031471] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:45.031496] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:45.031551] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:45.086976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:45.087542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:45.087634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:45.087666] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:45.203423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:45.203538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:45.203591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:45.203621] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:45.206777] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=15.67%) [2025-12-02T20:41:45.207032] [INFO ] [FORECASTER] Completed predict_future for SSP [2025-12-02T20:41:45.207149] [INFO ] [sig ] SSP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:45.344677] [INFO ] [LOCAL ] Saved forecast: SSP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SSP.txt [2025-12-02T20:41:45.344801] [INFO ] [sig ] [2968/3544] Completed SSP in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:45.344837] [INFO ] [sig ] [2969/3544] Forecasting SSRM... [2025-12-02T20:41:45.344865] [INFO ] [sig ] Generating forecast for: SSRM [2025-12-02T20:41:45.344893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'. [2025-12-02T20:41:45.355259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSRM'. [2025-12-02T20:41:45.355542] [INFO ] [FORECASTER] Starting predict_future for SSRM [2025-12-02T20:41:45.356306] [DEBUG] [LOCAL ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt [2025-12-02T20:41:45.356354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:45.356385] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:45.356410] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:45.356465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:45.412617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:45.413203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:45.413277] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:45.413308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:45.532298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:45.532438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:45.532476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:45.532503] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:45.535818] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=90.83%) [2025-12-02T20:41:45.536073] [INFO ] [FORECASTER] Completed predict_future for SSRM [2025-12-02T20:41:45.536188] [INFO ] [sig ] SSRM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:45.678387] [INFO ] [LOCAL ] Saved forecast: SSRM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SSRM.txt [2025-12-02T20:41:45.678509] [INFO ] [sig ] [2969/3544] Completed SSRM in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:45.678545] [INFO ] [sig ] [2970/3544] Forecasting SSSS... [2025-12-02T20:41:45.678590] [INFO ] [sig ] Generating forecast for: SSSS [2025-12-02T20:41:45.678622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'. [2025-12-02T20:41:45.689284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSSS'. [2025-12-02T20:41:45.689546] [INFO ] [FORECASTER] Starting predict_future for SSSS [2025-12-02T20:41:45.690323] [DEBUG] [LOCAL ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt [2025-12-02T20:41:45.690381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:45.690417] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:45.690446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:45.690499] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:45.745678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:45.746239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:45.746326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:45.746361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:45.873340] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:45.873476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:45.873513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:45.873539] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:45.876694] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=57.17%) [2025-12-02T20:41:45.876946] [INFO ] [FORECASTER] Completed predict_future for SSSS [2025-12-02T20:41:45.877061] [INFO ] [sig ] SSSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:46.013499] [INFO ] [LOCAL ] Saved forecast: SSSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SSSS.txt [2025-12-02T20:41:46.013617] [INFO ] [sig ] [2970/3544] Completed SSSS in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:46.013654] [INFO ] [sig ] [2971/3544] Forecasting SSTI... [2025-12-02T20:41:46.013695] [INFO ] [sig ] Generating forecast for: SSTI [2025-12-02T20:41:46.013725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'. [2025-12-02T20:41:46.024472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTI'. [2025-12-02T20:41:46.024762] [INFO ] [FORECASTER] Starting predict_future for SSTI [2025-12-02T20:41:46.025512] [DEBUG] [LOCAL ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt [2025-12-02T20:41:46.025560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:46.025608] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:46.025638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:46.025693] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:46.081048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:46.081643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:46.081740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:46.081771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:46.199247] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:46.199354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:46.199390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:46.199417] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:46.202474] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=18.09%) [2025-12-02T20:41:46.202747] [INFO ] [FORECASTER] Completed predict_future for SSTI [2025-12-02T20:41:46.202865] [INFO ] [sig ] SSTI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:46.339040] [INFO ] [LOCAL ] Saved forecast: SSTI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SSTI.txt [2025-12-02T20:41:46.339188] [INFO ] [sig ] [2971/3544] Completed SSTI in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:46.339225] [INFO ] [sig ] [2972/3544] Forecasting SSTK... [2025-12-02T20:41:46.339254] [INFO ] [sig ] Generating forecast for: SSTK [2025-12-02T20:41:46.339283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-12-02T20:41:46.350188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTK'. [2025-12-02T20:41:46.350551] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-12-02T20:41:46.351334] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-12-02T20:41:46.351383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:46.351414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:46.351439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:46.351494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:46.406653] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:46.407254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:46.407326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:46.407358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:46.525414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:46.525566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:46.525625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:46.525652] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:46.528897] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=98.88%) [2025-12-02T20:41:46.529151] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-12-02T20:41:46.529264] [INFO ] [sig ] SSTK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:46.665224] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SSTK.txt [2025-12-02T20:41:46.665337] [INFO ] [sig ] [2972/3544] Completed SSTK in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:46.665374] [INFO ] [sig ] [2973/3544] Forecasting SSYS... [2025-12-02T20:41:46.665402] [INFO ] [sig ] Generating forecast for: SSYS [2025-12-02T20:41:46.665430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'. [2025-12-02T20:41:46.675997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSYS'. [2025-12-02T20:41:46.676253] [INFO ] [FORECASTER] Starting predict_future for SSYS [2025-12-02T20:41:46.677014] [DEBUG] [LOCAL ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt [2025-12-02T20:41:46.677063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:46.677093] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:46.677119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:46.677173] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:46.732055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:46.732630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:46.732701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:46.732730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:46.845269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:46.845372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:46.845406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:46.845432] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:46.848494] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=84.20%) [2025-12-02T20:41:46.848762] [INFO ] [FORECASTER] Completed predict_future for SSYS [2025-12-02T20:41:46.848879] [INFO ] [sig ] SSYS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:46.984537] [INFO ] [LOCAL ] Saved forecast: SSYS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SSYS.txt [2025-12-02T20:41:46.984673] [INFO ] [sig ] [2973/3544] Completed SSYS in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:46.984710] [INFO ] [sig ] [2974/3544] Forecasting STAA... [2025-12-02T20:41:46.984738] [INFO ] [sig ] Generating forecast for: STAA [2025-12-02T20:41:46.984766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'. [2025-12-02T20:41:46.995551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAA'. [2025-12-02T20:41:46.995825] [INFO ] [FORECASTER] Starting predict_future for STAA [2025-12-02T20:41:46.996617] [DEBUG] [LOCAL ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt [2025-12-02T20:41:46.996666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:46.996696] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:46.996721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:46.996775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:47.052056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:47.052648] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:47.052720] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:47.052750] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:47.172690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:47.172804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:47.172840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:47.172879] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:47.176072] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=43.26%) [2025-12-02T20:41:47.176324] [INFO ] [FORECASTER] Completed predict_future for STAA [2025-12-02T20:41:47.176443] [INFO ] [sig ] STAA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:47.316846] [INFO ] [LOCAL ] Saved forecast: STAA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STAA.txt [2025-12-02T20:41:47.316992] [INFO ] [sig ] [2974/3544] Completed STAA in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:47.317029] [INFO ] [sig ] [2975/3544] Forecasting STAG... [2025-12-02T20:41:47.317058] [INFO ] [sig ] Generating forecast for: STAG [2025-12-02T20:41:47.317088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-12-02T20:41:47.327511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAG'. [2025-12-02T20:41:47.327798] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-12-02T20:41:47.328618] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-12-02T20:41:47.328668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:47.328699] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:47.328724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:47.328778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:47.384295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:47.385148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:47.385227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:47.385257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:47.506390] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:47.506536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:47.506597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:47.506628] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:47.509889] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=49.19%) [2025-12-02T20:41:47.510147] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-12-02T20:41:47.510267] [INFO ] [sig ] STAG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:47.651480] [INFO ] [LOCAL ] Saved forecast: STAG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STAG.txt [2025-12-02T20:41:47.651654] [INFO ] [sig ] [2975/3544] Completed STAG in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:47.651692] [INFO ] [sig ] [2976/3544] Forecasting STBA... [2025-12-02T20:41:47.651720] [INFO ] [sig ] Generating forecast for: STBA [2025-12-02T20:41:47.651751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'. [2025-12-02T20:41:47.663055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STBA'. [2025-12-02T20:41:47.663394] [INFO ] [FORECASTER] Starting predict_future for STBA [2025-12-02T20:41:47.664213] [DEBUG] [LOCAL ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt [2025-12-02T20:41:47.664262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:47.664293] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:47.664317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:47.664372] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:47.736047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:47.737204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:47.737336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:47.737389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:47.862634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:47.862738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:47.862779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:47.862807] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:47.866181] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=32.56%) [2025-12-02T20:41:47.866466] [INFO ] [FORECASTER] Completed predict_future for STBA [2025-12-02T20:41:47.866615] [INFO ] [sig ] STBA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:48.014305] [INFO ] [LOCAL ] Saved forecast: STBA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STBA.txt [2025-12-02T20:41:48.014457] [INFO ] [sig ] [2976/3544] Completed STBA in 0.4s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:48.014495] [INFO ] [sig ] [2977/3544] Forecasting STC... [2025-12-02T20:41:48.014524] [INFO ] [sig ] Generating forecast for: STC [2025-12-02T20:41:48.014555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-12-02T20:41:48.026038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STC'. [2025-12-02T20:41:48.026387] [INFO ] [FORECASTER] Starting predict_future for STC [2025-12-02T20:41:48.027184] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-12-02T20:41:48.027234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:48.027265] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:48.027291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:48.027350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:48.082799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:48.083630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:48.083710] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:48.083741] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:48.201085] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:48.201235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:48.201275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:48.201304] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:48.204606] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=13.26%) [2025-12-02T20:41:48.204891] [INFO ] [FORECASTER] Completed predict_future for STC [2025-12-02T20:41:48.205015] [INFO ] [sig ] STC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:48.352097] [INFO ] [LOCAL ] Saved forecast: STC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STC.txt [2025-12-02T20:41:48.352266] [INFO ] [sig ] [2977/3544] Completed STC in 0.3s | 2.98 sym/s | Total: 16.6m | ETA: 3.2m [2025-12-02T20:41:48.352304] [INFO ] [sig ] [2978/3544] Forecasting STE... [2025-12-02T20:41:48.352332] [INFO ] [sig ] Generating forecast for: STE [2025-12-02T20:41:48.352361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-12-02T20:41:48.364268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STE'. [2025-12-02T20:41:48.364668] [INFO ] [FORECASTER] Starting predict_future for STE [2025-12-02T20:41:48.365473] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-12-02T20:41:48.365521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:48.365600] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:48.365641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:48.365698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:48.426147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:48.427064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:48.427151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:48.427184] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:48.548310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:48.548467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:48.548509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:48.548540] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:48.551951] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=21.02%) [2025-12-02T20:41:48.552233] [INFO ] [FORECASTER] Completed predict_future for STE [2025-12-02T20:41:48.552361] [INFO ] [sig ] STE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:48.712705] [INFO ] [LOCAL ] Saved forecast: STE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STE.txt [2025-12-02T20:41:48.712894] [INFO ] [sig ] [2978/3544] Completed STE in 0.4s | 2.98 sym/s | Total: 16.7m | ETA: 3.2m [2025-12-02T20:41:48.712940] [INFO ] [sig ] [2979/3544] Forecasting STEL... [2025-12-02T20:41:48.712976] [INFO ] [sig ] Generating forecast for: STEL [2025-12-02T20:41:48.713011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-12-02T20:41:48.726761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEL'. [2025-12-02T20:41:48.727170] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-12-02T20:41:48.728085] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-12-02T20:41:48.728139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:48.728173] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:48.728200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:48.728257] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:48.815343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:48.816477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:48.816607] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:48.816660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:48.976207] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:48.976368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:48.976414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:48.976444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:48.979884] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=42.34%) [2025-12-02T20:41:48.980191] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-12-02T20:41:48.980323] [INFO ] [sig ] STEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:49.122227] [INFO ] [LOCAL ] Saved forecast: STEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STEL.txt [2025-12-02T20:41:49.122368] [INFO ] [sig ] [2979/3544] Completed STEL in 0.4s | 2.98 sym/s | Total: 16.7m | ETA: 3.2m [2025-12-02T20:41:49.122405] [INFO ] [sig ] [2980/3544] Forecasting STEM... [2025-12-02T20:41:49.122433] [INFO ] [sig ] Generating forecast for: STEM [2025-12-02T20:41:49.122462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-12-02T20:41:49.134239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEM'. [2025-12-02T20:41:49.134513] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-12-02T20:41:49.135316] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-12-02T20:41:49.135366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:49.135398] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:49.135424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:49.135478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:49.190923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:49.191606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:49.191681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:49.191712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:49.310845] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:49.311001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:49.311048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:49.311076] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:49.314421] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=42.29%) [2025-12-02T20:41:49.314704] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-12-02T20:41:49.314825] [INFO ] [sig ] STEM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:49.452156] [INFO ] [LOCAL ] Saved forecast: STEM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STEM.txt [2025-12-02T20:41:49.452312] [INFO ] [sig ] [2980/3544] Completed STEM in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.2m [2025-12-02T20:41:49.452349] [INFO ] [sig ] [2981/3544] Forecasting STEP... [2025-12-02T20:41:49.452378] [INFO ] [sig ] Generating forecast for: STEP [2025-12-02T20:41:49.452414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'. [2025-12-02T20:41:49.464161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEP'. [2025-12-02T20:41:49.464510] [INFO ] [FORECASTER] Starting predict_future for STEP [2025-12-02T20:41:49.465299] [DEBUG] [LOCAL ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt [2025-12-02T20:41:49.465347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:49.465378] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:49.465403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:49.465457] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:49.520839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:49.521675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:49.521756] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:49.521787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:49.639418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:49.639597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:49.639638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:49.639703] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:49.643068] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=71.34%) [2025-12-02T20:41:49.643353] [INFO ] [FORECASTER] Completed predict_future for STEP [2025-12-02T20:41:49.643481] [INFO ] [sig ] STEP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:49.782153] [INFO ] [LOCAL ] Saved forecast: STEP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STEP.txt [2025-12-02T20:41:49.782304] [INFO ] [sig ] [2981/3544] Completed STEP in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:49.782341] [INFO ] [sig ] [2982/3544] Forecasting STHO... [2025-12-02T20:41:49.782371] [INFO ] [sig ] Generating forecast for: STHO [2025-12-02T20:41:49.782409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'. [2025-12-02T20:41:49.793533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STHO'. [2025-12-02T20:41:49.793823] [INFO ] [FORECASTER] Starting predict_future for STHO [2025-12-02T20:41:49.794627] [DEBUG] [LOCAL ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt [2025-12-02T20:41:49.794675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:49.794706] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:49.794732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:49.794786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:49.850672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:49.851629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:49.851712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:49.851742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:49.969601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:49.969762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:49.969803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:49.969829] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:49.973155] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=5.50%) [2025-12-02T20:41:49.973423] [INFO ] [FORECASTER] Completed predict_future for STHO [2025-12-02T20:41:49.973540] [INFO ] [sig ] STHO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:50.118387] [INFO ] [LOCAL ] Saved forecast: STHO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STHO.txt [2025-12-02T20:41:50.118534] [INFO ] [sig ] [2982/3544] Completed STHO in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:50.118589] [INFO ] [sig ] [2983/3544] Forecasting STI... [2025-12-02T20:41:50.118620] [INFO ] [sig ] Generating forecast for: STI [2025-12-02T20:41:50.118648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'. [2025-12-02T20:41:50.129667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STI'. [2025-12-02T20:41:50.130003] [INFO ] [FORECASTER] Starting predict_future for STI [2025-12-02T20:41:50.130814] [DEBUG] [LOCAL ] No optimal features file found for STI: ./output/feature-sets/STI.txt [2025-12-02T20:41:50.130864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:50.130895] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:50.130921] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:50.130977] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:50.190149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:50.191131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:50.191226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:50.191270] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:50.310780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:50.310930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:50.310971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:50.310999] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:50.314256] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=0.18%) [2025-12-02T20:41:50.314515] [INFO ] [FORECASTER] Completed predict_future for STI [2025-12-02T20:41:50.314649] [INFO ] [sig ] STI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:50.451367] [INFO ] [LOCAL ] Saved forecast: STI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STI.txt [2025-12-02T20:41:50.451494] [INFO ] [sig ] [2983/3544] Completed STI in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:50.451531] [INFO ] [sig ] [2984/3544] Forecasting STIM... [2025-12-02T20:41:50.451559] [INFO ] [sig ] Generating forecast for: STIM [2025-12-02T20:41:50.451607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'. [2025-12-02T20:41:50.463301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STIM'. [2025-12-02T20:41:50.463668] [INFO ] [FORECASTER] Starting predict_future for STIM [2025-12-02T20:41:50.464481] [DEBUG] [LOCAL ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt [2025-12-02T20:41:50.464531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:50.464563] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:50.464622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:50.464685] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:50.521381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:50.522283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:50.522371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:50.522403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:50.645002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:50.645146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:50.645184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:50.645210] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:50.649179] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=90.41%) [2025-12-02T20:41:50.649681] [INFO ] [FORECASTER] Completed predict_future for STIM [2025-12-02T20:41:50.649849] [INFO ] [sig ] STIM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:50.785333] [INFO ] [LOCAL ] Saved forecast: STIM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STIM.txt [2025-12-02T20:41:50.785444] [INFO ] [sig ] [2984/3544] Completed STIM in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:50.785478] [INFO ] [sig ] [2985/3544] Forecasting STK... [2025-12-02T20:41:50.785505] [INFO ] [sig ] Generating forecast for: STK [2025-12-02T20:41:50.785532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-12-02T20:41:50.796380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STK'. [2025-12-02T20:41:50.796656] [INFO ] [FORECASTER] Starting predict_future for STK [2025-12-02T20:41:50.797408] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-12-02T20:41:50.797456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:50.797487] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:50.797512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:50.797566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:50.853365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:50.853972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:50.854046] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:50.854076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:50.975234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:50.975360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:50.975399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:50.975426] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:50.978755] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=97.93%) [2025-12-02T20:41:50.979014] [INFO ] [FORECASTER] Completed predict_future for STK [2025-12-02T20:41:50.979130] [INFO ] [sig ] STK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:51.113811] [INFO ] [LOCAL ] Saved forecast: STK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STK.txt [2025-12-02T20:41:51.113918] [INFO ] [sig ] [2985/3544] Completed STK in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:51.113953] [INFO ] [sig ] [2986/3544] Forecasting STKH... [2025-12-02T20:41:51.113981] [INFO ] [sig ] Generating forecast for: STKH [2025-12-02T20:41:51.114009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'. [2025-12-02T20:41:51.124173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKH'. [2025-12-02T20:41:51.124447] [INFO ] [FORECASTER] Starting predict_future for STKH [2025-12-02T20:41:51.125213] [DEBUG] [LOCAL ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt [2025-12-02T20:41:51.125261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:51.125291] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:51.125316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:51.125371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:51.180608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:51.181285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:51.181360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:51.181390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:51.284271] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:51.284384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:51.284419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:51.284445] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:51.287537] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=58.00%) [2025-12-02T20:41:51.287805] [INFO ] [FORECASTER] Completed predict_future for STKH [2025-12-02T20:41:51.287937] [INFO ] [sig ] STKH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:51.423789] [INFO ] [LOCAL ] Saved forecast: STKH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STKH.txt [2025-12-02T20:41:51.423904] [INFO ] [sig ] [2986/3544] Completed STKH in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:51.423940] [INFO ] [sig ] [2987/3544] Forecasting STKL... [2025-12-02T20:41:51.423968] [INFO ] [sig ] Generating forecast for: STKL [2025-12-02T20:41:51.423996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'. [2025-12-02T20:41:51.434489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKL'. [2025-12-02T20:41:51.434760] [INFO ] [FORECASTER] Starting predict_future for STKL [2025-12-02T20:41:51.435507] [DEBUG] [LOCAL ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt [2025-12-02T20:41:51.435554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:51.435607] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:51.435633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:51.435687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:51.490754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:51.491317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:51.491392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:51.491422] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:51.617077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:51.617223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:51.617263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:51.617289] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:51.620628] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=15.54%) [2025-12-02T20:41:51.620882] [INFO ] [FORECASTER] Completed predict_future for STKL [2025-12-02T20:41:51.621003] [INFO ] [sig ] STKL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:51.755949] [INFO ] [LOCAL ] Saved forecast: STKL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STKL.txt [2025-12-02T20:41:51.756058] [INFO ] [sig ] [2987/3544] Completed STKL in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:51.756094] [INFO ] [sig ] [2988/3544] Forecasting STKS... [2025-12-02T20:41:51.756121] [INFO ] [sig ] Generating forecast for: STKS [2025-12-02T20:41:51.756150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'. [2025-12-02T20:41:51.767103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKS'. [2025-12-02T20:41:51.767361] [INFO ] [FORECASTER] Starting predict_future for STKS [2025-12-02T20:41:51.768196] [DEBUG] [LOCAL ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt [2025-12-02T20:41:51.768243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:51.768273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:51.768297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:51.768350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:51.824675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:51.825258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:51.825356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:51.825388] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:51.943156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:51.943306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:51.943345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:51.943372] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:51.946535] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=5.07%) [2025-12-02T20:41:51.946815] [INFO ] [FORECASTER] Completed predict_future for STKS [2025-12-02T20:41:51.946931] [INFO ] [sig ] STKS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:52.081863] [INFO ] [LOCAL ] Saved forecast: STKS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STKS.txt [2025-12-02T20:41:52.081972] [INFO ] [sig ] [2988/3544] Completed STKS in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:52.082008] [INFO ] [sig ] [2989/3544] Forecasting STLA... [2025-12-02T20:41:52.082037] [INFO ] [sig ] Generating forecast for: STLA [2025-12-02T20:41:52.082065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-12-02T20:41:52.093166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLA'. [2025-12-02T20:41:52.093465] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-12-02T20:41:52.094297] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-12-02T20:41:52.094347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:52.094378] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:52.094405] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:52.094472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:52.149952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:52.150525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:52.150615] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:52.150647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:52.267231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:52.267378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:52.267425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:52.267452] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:52.270741] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=97.75%) [2025-12-02T20:41:52.270997] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-12-02T20:41:52.271119] [INFO ] [sig ] STLA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:52.405776] [INFO ] [LOCAL ] Saved forecast: STLA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STLA.txt [2025-12-02T20:41:52.405890] [INFO ] [sig ] [2989/3544] Completed STLA in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:52.405925] [INFO ] [sig ] [2990/3544] Forecasting STLD... [2025-12-02T20:41:52.405952] [INFO ] [sig ] Generating forecast for: STLD [2025-12-02T20:41:52.405987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'. [2025-12-02T20:41:52.417014] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLD'. [2025-12-02T20:41:52.417295] [INFO ] [FORECASTER] Starting predict_future for STLD [2025-12-02T20:41:52.418161] [DEBUG] [LOCAL ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt [2025-12-02T20:41:52.418211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:52.418242] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:52.418267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:52.418323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:52.474523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:52.475143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:52.475219] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:52.475249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:52.593971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:52.594102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:52.594139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:52.594166] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:52.597347] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-12-02T20:41:52.597630] [INFO ] [FORECASTER] Completed predict_future for STLD [2025-12-02T20:41:52.597753] [INFO ] [sig ] STLD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:52.735520] [INFO ] [LOCAL ] Saved forecast: STLD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STLD.txt [2025-12-02T20:41:52.735674] [INFO ] [sig ] [2990/3544] Completed STLD in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:52.735719] [INFO ] [sig ] [2991/3544] Forecasting STM... [2025-12-02T20:41:52.735750] [INFO ] [sig ] Generating forecast for: STM [2025-12-02T20:41:52.735778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-12-02T20:41:52.746660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STM'. [2025-12-02T20:41:52.746948] [INFO ] [FORECASTER] Starting predict_future for STM [2025-12-02T20:41:52.747768] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-12-02T20:41:52.747828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:52.747862] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:52.747913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:52.747975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:52.804121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:52.804962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:52.805041] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:52.805071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:52.925918] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:52.926063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:52.926102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:52.926131] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:52.932379] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=96.68%) [2025-12-02T20:41:52.932663] [INFO ] [FORECASTER] Completed predict_future for STM [2025-12-02T20:41:52.932800] [INFO ] [sig ] STM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:53.068499] [INFO ] [LOCAL ] Saved forecast: STM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STM.txt [2025-12-02T20:41:53.068653] [INFO ] [sig ] [2991/3544] Completed STM in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:53.068692] [INFO ] [sig ] [2992/3544] Forecasting STN... [2025-12-02T20:41:53.068720] [INFO ] [sig ] Generating forecast for: STN [2025-12-02T20:41:53.068749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-12-02T20:41:53.079630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STN'. [2025-12-02T20:41:53.079902] [INFO ] [FORECASTER] Starting predict_future for STN [2025-12-02T20:41:53.080719] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-12-02T20:41:53.080769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:53.080801] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:53.080828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:53.080884] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:53.136632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:53.137230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:53.137306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:53.137337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:53.254003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:53.254135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:53.254174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:53.254202] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:53.257473] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=87.30%) [2025-12-02T20:41:53.257745] [INFO ] [FORECASTER] Completed predict_future for STN [2025-12-02T20:41:53.257860] [INFO ] [sig ] STN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:53.392678] [INFO ] [LOCAL ] Saved forecast: STN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STN.txt [2025-12-02T20:41:53.392793] [INFO ] [sig ] [2992/3544] Completed STN in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:53.392828] [INFO ] [sig ] [2993/3544] Forecasting STNE... [2025-12-02T20:41:53.392856] [INFO ] [sig ] Generating forecast for: STNE [2025-12-02T20:41:53.392885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'. [2025-12-02T20:41:53.404065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STNE'. [2025-12-02T20:41:53.404344] [INFO ] [FORECASTER] Starting predict_future for STNE [2025-12-02T20:41:53.405109] [DEBUG] [LOCAL ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt [2025-12-02T20:41:53.405157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:53.405187] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:53.405213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:53.405267] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:53.460489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:53.461106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:53.461181] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:53.461220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:53.582417] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:53.582531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:53.582566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:53.582611] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:53.585776] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=13.06%) [2025-12-02T20:41:53.586033] [INFO ] [FORECASTER] Completed predict_future for STNE [2025-12-02T20:41:53.586147] [INFO ] [sig ] STNE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:53.721252] [INFO ] [LOCAL ] Saved forecast: STNE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STNE.txt [2025-12-02T20:41:53.721366] [INFO ] [sig ] [2993/3544] Completed STNE in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:53.721401] [INFO ] [sig ] [2994/3544] Forecasting STOK... [2025-12-02T20:41:53.721429] [INFO ] [sig ] Generating forecast for: STOK [2025-12-02T20:41:53.721457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'. [2025-12-02T20:41:53.732385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STOK'. [2025-12-02T20:41:53.732684] [INFO ] [FORECASTER] Starting predict_future for STOK [2025-12-02T20:41:53.733441] [DEBUG] [LOCAL ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt [2025-12-02T20:41:53.733489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:53.733519] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:53.733555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:53.733631] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:53.793202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:53.794061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:53.794141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:53.794171] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:53.917940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:53.918074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:53.918112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:53.918139] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:53.921431] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=36.61%) [2025-12-02T20:41:53.921723] [INFO ] [FORECASTER] Completed predict_future for STOK [2025-12-02T20:41:53.921846] [INFO ] [sig ] STOK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:54.058295] [INFO ] [LOCAL ] Saved forecast: STOK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STOK.txt [2025-12-02T20:41:54.058451] [INFO ] [sig ] [2994/3544] Completed STOK in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:54.058489] [INFO ] [sig ] [2995/3544] Forecasting STRA... [2025-12-02T20:41:54.058518] [INFO ] [sig ] Generating forecast for: STRA [2025-12-02T20:41:54.058548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'. [2025-12-02T20:41:54.070242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRA'. [2025-12-02T20:41:54.070619] [INFO ] [FORECASTER] Starting predict_future for STRA [2025-12-02T20:41:54.071382] [DEBUG] [LOCAL ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt [2025-12-02T20:41:54.071430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:54.071488] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:54.071516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:54.071586] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:54.126082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:54.126899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:54.126978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:54.127010] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:54.245445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:54.245617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:54.245662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:54.245688] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:54.248943] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=30.05%) [2025-12-02T20:41:54.249202] [INFO ] [FORECASTER] Completed predict_future for STRA [2025-12-02T20:41:54.249320] [INFO ] [sig ] STRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:54.384829] [INFO ] [LOCAL ] Saved forecast: STRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STRA.txt [2025-12-02T20:41:54.384949] [INFO ] [sig ] [2995/3544] Completed STRA in 0.3s | 2.98 sym/s | Total: 16.7m | ETA: 3.1m [2025-12-02T20:41:54.384985] [INFO ] [sig ] [2996/3544] Forecasting STRL... [2025-12-02T20:41:54.385013] [INFO ] [sig ] Generating forecast for: STRL [2025-12-02T20:41:54.385040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'. [2025-12-02T20:41:54.396480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRL'. [2025-12-02T20:41:54.396800] [INFO ] [FORECASTER] Starting predict_future for STRL [2025-12-02T20:41:54.397545] [DEBUG] [LOCAL ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt [2025-12-02T20:41:54.397612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:54.397643] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:54.397669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:54.397723] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:54.452542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:54.453313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:54.453390] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:54.453421] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:54.574179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:54.574323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:54.574362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:54.574389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:54.577611] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=86.39%) [2025-12-02T20:41:54.577896] [INFO ] [FORECASTER] Completed predict_future for STRL [2025-12-02T20:41:54.578015] [INFO ] [sig ] STRL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:54.718639] [INFO ] [LOCAL ] Saved forecast: STRL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STRL.txt [2025-12-02T20:41:54.718812] [INFO ] [sig ] [2996/3544] Completed STRL in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.1m [2025-12-02T20:41:54.718850] [INFO ] [sig ] [2997/3544] Forecasting STRS... [2025-12-02T20:41:54.718879] [INFO ] [sig ] Generating forecast for: STRS [2025-12-02T20:41:54.718907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'. [2025-12-02T20:41:54.728970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRS'. [2025-12-02T20:41:54.729335] [INFO ] [FORECASTER] Starting predict_future for STRS [2025-12-02T20:41:54.730141] [DEBUG] [LOCAL ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt [2025-12-02T20:41:54.730190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:54.730221] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:54.730247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:54.730301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:54.785096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:54.785934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:54.786034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:54.786068] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:54.875714] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:54.875861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:54.875904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:54.875932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:54.879255] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=3.24%) [2025-12-02T20:41:54.879522] [INFO ] [FORECASTER] Completed predict_future for STRS [2025-12-02T20:41:54.879681] [INFO ] [sig ] STRS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:55.014044] [INFO ] [LOCAL ] Saved forecast: STRS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STRS.txt [2025-12-02T20:41:55.014180] [INFO ] [sig ] [2997/3544] Completed STRS in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.1m [2025-12-02T20:41:55.014218] [INFO ] [sig ] [2998/3544] Forecasting STSS... [2025-12-02T20:41:55.014247] [INFO ] [sig ] Generating forecast for: STSS [2025-12-02T20:41:55.014276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'. [2025-12-02T20:41:55.024781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STSS'. [2025-12-02T20:41:55.025081] [INFO ] [FORECASTER] Starting predict_future for STSS [2025-12-02T20:41:55.025884] [DEBUG] [LOCAL ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt [2025-12-02T20:41:55.025933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:55.025963] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:55.025988] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:55.026042] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:55.080710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:55.081435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:55.081525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:55.081593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:55.200133] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:55.200314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:55.200361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:55.200439] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:55.203873] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=52.17%) [2025-12-02T20:41:55.204139] [INFO ] [FORECASTER] Completed predict_future for STSS [2025-12-02T20:41:55.204261] [INFO ] [sig ] STSS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:55.341173] [INFO ] [LOCAL ] Saved forecast: STSS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STSS.txt [2025-12-02T20:41:55.341309] [INFO ] [sig ] [2998/3544] Completed STSS in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.1m [2025-12-02T20:41:55.341347] [INFO ] [sig ] [2999/3544] Forecasting STTK... [2025-12-02T20:41:55.341376] [INFO ] [sig ] Generating forecast for: STTK [2025-12-02T20:41:55.341406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'. [2025-12-02T20:41:55.353099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STTK'. [2025-12-02T20:41:55.353453] [INFO ] [FORECASTER] Starting predict_future for STTK [2025-12-02T20:41:55.354243] [DEBUG] [LOCAL ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt [2025-12-02T20:41:55.354292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:55.354322] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:55.354348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:55.354401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:55.409564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:55.410419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:55.410506] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:55.410537] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:55.528347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:55.528502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:55.528544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:55.528600] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:55.531867] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=85.97%) [2025-12-02T20:41:55.532132] [INFO ] [FORECASTER] Completed predict_future for STTK [2025-12-02T20:41:55.532252] [INFO ] [sig ] STTK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:55.669823] [INFO ] [LOCAL ] Saved forecast: STTK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STTK.txt [2025-12-02T20:41:55.669970] [INFO ] [sig ] [2999/3544] Completed STTK in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:55.670008] [INFO ] [sig ] [3000/3544] Forecasting STVN... [2025-12-02T20:41:55.670037] [INFO ] [sig ] Generating forecast for: STVN [2025-12-02T20:41:55.670066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-12-02T20:41:55.681342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STVN'. [2025-12-02T20:41:55.681692] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-12-02T20:41:55.682438] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-12-02T20:41:55.682486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:55.682516] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:55.682543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:55.682624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:55.737561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:55.738429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:55.738513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:55.738550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:55.855677] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:55.855831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:55.855875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:55.855905] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:55.859337] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=85.25%) [2025-12-02T20:41:55.859634] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-12-02T20:41:55.859760] [INFO ] [sig ] STVN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:56.002444] [INFO ] [LOCAL ] Saved forecast: STVN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STVN.txt [2025-12-02T20:41:56.002609] [INFO ] [sig ] [3000/3544] Completed STVN in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:56.002658] [INFO ] [sig ] [3001/3544] Forecasting STWD... [2025-12-02T20:41:56.002692] [INFO ] [sig ] Generating forecast for: STWD [2025-12-02T20:41:56.002723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-12-02T20:41:56.014703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STWD'. [2025-12-02T20:41:56.015050] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-12-02T20:41:56.015881] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-12-02T20:41:56.015932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:56.015963] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:56.015991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:56.016047] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:56.075297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:56.076088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:56.076170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:56.076202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:56.199565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:56.199727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:56.199767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:56.199797] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:56.203183] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=65.12%) [2025-12-02T20:41:56.203445] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-12-02T20:41:56.203595] [INFO ] [sig ] STWD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:56.348181] [INFO ] [LOCAL ] Saved forecast: STWD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STWD.txt [2025-12-02T20:41:56.348303] [INFO ] [sig ] [3001/3544] Completed STWD in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:56.348339] [INFO ] [sig ] [3002/3544] Forecasting STX... [2025-12-02T20:41:56.348367] [INFO ] [sig ] Generating forecast for: STX [2025-12-02T20:41:56.348395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'. [2025-12-02T20:41:56.360368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STX'. [2025-12-02T20:41:56.360684] [INFO ] [FORECASTER] Starting predict_future for STX [2025-12-02T20:41:56.361490] [DEBUG] [LOCAL ] No optimal features file found for STX: ./output/feature-sets/STX.txt [2025-12-02T20:41:56.361540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:56.361602] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:56.361634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:56.361691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:56.420515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:56.421258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:56.421338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:56.421370] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:56.550015] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:56.550161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:56.550202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:56.550230] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:56.553694] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=75.83%) [2025-12-02T20:41:56.553964] [INFO ] [FORECASTER] Completed predict_future for STX [2025-12-02T20:41:56.554085] [INFO ] [sig ] STX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:56.700037] [INFO ] [LOCAL ] Saved forecast: STX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STX.txt [2025-12-02T20:41:56.700194] [INFO ] [sig ] [3002/3544] Completed STX in 0.4s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:56.700235] [INFO ] [sig ] [3003/3544] Forecasting STXE... [2025-12-02T20:41:56.700264] [INFO ] [sig ] Generating forecast for: STXE [2025-12-02T20:41:56.700293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-12-02T20:41:56.711373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXE'. [2025-12-02T20:41:56.711672] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-12-02T20:41:56.712442] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-12-02T20:41:56.712492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:56.712524] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:56.712552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:56.712645] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:56.770798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:56.771605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:56.771693] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:56.771739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:56.886285] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:56.886432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:56.886474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:56.886502] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:56.889948] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=67.51%) [2025-12-02T20:41:56.890218] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-12-02T20:41:56.890342] [INFO ] [sig ] STXE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:57.033352] [INFO ] [LOCAL ] Saved forecast: STXE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STXE.txt [2025-12-02T20:41:57.033508] [INFO ] [sig ] [3003/3544] Completed STXE in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:57.033559] [INFO ] [sig ] [3004/3544] Forecasting STXG... [2025-12-02T20:41:57.033611] [INFO ] [sig ] Generating forecast for: STXG [2025-12-02T20:41:57.033642] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-12-02T20:41:57.044450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXG'. [2025-12-02T20:41:57.044731] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-12-02T20:41:57.045493] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-12-02T20:41:57.045542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:57.045591] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:57.045622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:57.045678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:57.105004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:57.105854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:57.105936] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:57.105969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:57.220196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:57.220346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:57.220386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:57.220414] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:57.223903] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=68.03%) [2025-12-02T20:41:57.224197] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-12-02T20:41:57.224341] [INFO ] [sig ] STXG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:57.370431] [INFO ] [LOCAL ] Saved forecast: STXG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/STXG.txt [2025-12-02T20:41:57.370566] [INFO ] [sig ] [3004/3544] Completed STXG in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:57.370634] [INFO ] [sig ] [3005/3544] Forecasting STZ... [2025-12-02T20:41:57.370669] [INFO ] [sig ] Generating forecast for: STZ [2025-12-02T20:41:57.370714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-12-02T20:41:57.382704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STZ'. [2025-12-02T20:41:57.382995] [INFO ] [FORECASTER] Starting predict_future for STZ [2025-12-02T20:41:57.383784] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-12-02T20:41:57.383834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:57.383866] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:57.383900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:57.383968] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:57.446219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:57.447032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:57.447138] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:57.447171] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:57.570710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:57.570855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:57.570897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:57.570925] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:57.574330] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=42.33%) [2025-12-02T20:41:57.574646] [INFO ] [FORECASTER] Completed predict_future for STZ [2025-12-02T20:41:57.574770] [INFO ] [sig ] STZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:57.719111] [INFO ] [LOCAL ] Saved forecast: STZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/STZ.txt [2025-12-02T20:41:57.719233] [INFO ] [sig ] [3005/3544] Completed STZ in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:57.719276] [INFO ] [sig ] [3006/3544] Forecasting SUI... [2025-12-02T20:41:57.719306] [INFO ] [sig ] Generating forecast for: SUI [2025-12-02T20:41:57.719334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-12-02T20:41:57.730963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUI'. [2025-12-02T20:41:57.731244] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-12-02T20:41:57.732074] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-12-02T20:41:57.732124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:57.732157] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:57.732183] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:57.732239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:57.791505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:57.792157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:57.792249] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:57.792282] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:57.921612] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:57.921773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:57.921818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:57.921846] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:57.925183] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-12-02T20:41:57.925458] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-12-02T20:41:57.925594] [INFO ] [sig ] SUI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:58.061027] [INFO ] [LOCAL ] Saved forecast: SUI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SUI.txt [2025-12-02T20:41:58.061165] [INFO ] [sig ] [3006/3544] Completed SUI in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:58.061203] [INFO ] [sig ] [3007/3544] Forecasting SUN... [2025-12-02T20:41:58.061232] [INFO ] [sig ] Generating forecast for: SUN [2025-12-02T20:41:58.061260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-12-02T20:41:58.071617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUN'. [2025-12-02T20:41:58.071878] [INFO ] [FORECASTER] Starting predict_future for SUN [2025-12-02T20:41:58.072646] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-12-02T20:41:58.072694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:58.072723] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:58.072748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:58.072802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:58.127469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:58.128250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:58.128331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:58.128362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:58.243274] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:58.243423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:58.243462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:58.243489] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:58.246706] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=34.22%) [2025-12-02T20:41:58.246961] [INFO ] [FORECASTER] Completed predict_future for SUN [2025-12-02T20:41:58.247096] [INFO ] [sig ] SUN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:41:58.382172] [INFO ] [LOCAL ] Saved forecast: SUN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SUN.txt [2025-12-02T20:41:58.382292] [INFO ] [sig ] [3007/3544] Completed SUN in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:58.382327] [INFO ] [sig ] [3008/3544] Forecasting SUNS... [2025-12-02T20:41:58.382355] [INFO ] [sig ] Generating forecast for: SUNS [2025-12-02T20:41:58.382383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'. [2025-12-02T20:41:58.393405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUNS'. [2025-12-02T20:41:58.393740] [INFO ] [FORECASTER] Starting predict_future for SUNS [2025-12-02T20:41:58.394492] [DEBUG] [LOCAL ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt [2025-12-02T20:41:58.394540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:58.394593] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:58.394622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:58.394676] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:58.449088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:58.449740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:58.449815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:58.449845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:58.567388] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:58.567531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:58.567590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:58.567620] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:58.570853] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=97.32%) [2025-12-02T20:41:58.571111] [INFO ] [FORECASTER] Completed predict_future for SUNS [2025-12-02T20:41:58.571227] [INFO ] [sig ] SUNS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:58.709937] [INFO ] [LOCAL ] Saved forecast: SUNS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SUNS.txt [2025-12-02T20:41:58.710104] [INFO ] [sig ] [3008/3544] Completed SUNS in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:58.710143] [INFO ] [sig ] [3009/3544] Forecasting SUPN... [2025-12-02T20:41:58.710172] [INFO ] [sig ] Generating forecast for: SUPN [2025-12-02T20:41:58.710201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'. [2025-12-02T20:41:58.720791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUPN'. [2025-12-02T20:41:58.721065] [INFO ] [FORECASTER] Starting predict_future for SUPN [2025-12-02T20:41:58.721825] [DEBUG] [LOCAL ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt [2025-12-02T20:41:58.721872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:58.721902] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:58.721928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:58.721982] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:58.776285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:58.776906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:58.776980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:58.777011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:58.895686] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:58.895838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:58.895878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:58.895922] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:58.899274] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=94.60%) [2025-12-02T20:41:58.899554] [INFO ] [FORECASTER] Completed predict_future for SUPN [2025-12-02T20:41:58.899703] [INFO ] [sig ] SUPN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:59.041724] [INFO ] [LOCAL ] Saved forecast: SUPN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SUPN.txt [2025-12-02T20:41:59.041861] [INFO ] [sig ] [3009/3544] Completed SUPN in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:59.041898] [INFO ] [sig ] [3010/3544] Forecasting SURG... [2025-12-02T20:41:59.041928] [INFO ] [sig ] Generating forecast for: SURG [2025-12-02T20:41:59.041959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'. [2025-12-02T20:41:59.054552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SURG'. [2025-12-02T20:41:59.054950] [INFO ] [FORECASTER] Starting predict_future for SURG [2025-12-02T20:41:59.055805] [DEBUG] [LOCAL ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt [2025-12-02T20:41:59.055856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:59.055889] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:59.055915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:59.055971] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:59.113111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:59.113952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:59.114033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:59.114065] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:59.226823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:59.226969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:59.227009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:59.227036] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:59.230287] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=86.12%) [2025-12-02T20:41:59.230541] [INFO ] [FORECASTER] Completed predict_future for SURG [2025-12-02T20:41:59.230674] [INFO ] [sig ] SURG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:59.365512] [INFO ] [LOCAL ] Saved forecast: SURG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SURG.txt [2025-12-02T20:41:59.365659] [INFO ] [sig ] [3010/3544] Completed SURG in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:59.365698] [INFO ] [sig ] [3011/3544] Forecasting SUSB... [2025-12-02T20:41:59.365727] [INFO ] [sig ] Generating forecast for: SUSB [2025-12-02T20:41:59.365754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'. [2025-12-02T20:41:59.376355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSB'. [2025-12-02T20:41:59.376664] [INFO ] [FORECASTER] Starting predict_future for SUSB [2025-12-02T20:41:59.377411] [DEBUG] [LOCAL ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt [2025-12-02T20:41:59.377460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:59.377492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:59.377517] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:59.377596] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:59.433628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:59.434289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:59.434381] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:59.434413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:59.557525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:59.557711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:59.557758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:59.557787] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:59.561285] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=99.55%) [2025-12-02T20:41:59.561550] [INFO ] [FORECASTER] Completed predict_future for SUSB [2025-12-02T20:41:59.561695] [INFO ] [sig ] SUSB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:41:59.741416] [INFO ] [LOCAL ] Saved forecast: SUSB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SUSB.txt [2025-12-02T20:41:59.741551] [INFO ] [sig ] [3011/3544] Completed SUSB in 0.4s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:41:59.741606] [INFO ] [sig ] [3012/3544] Forecasting SUSC... [2025-12-02T20:41:59.741637] [INFO ] [sig ] Generating forecast for: SUSC [2025-12-02T20:41:59.741666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'. [2025-12-02T20:41:59.753954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSC'. [2025-12-02T20:41:59.754305] [INFO ] [FORECASTER] Starting predict_future for SUSC [2025-12-02T20:41:59.755127] [DEBUG] [LOCAL ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt [2025-12-02T20:41:59.755177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:41:59.755252] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:41:59.755289] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:41:59.755370] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:41:59.814014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:41:59.814789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:41:59.814871] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:41:59.814903] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:41:59.937830] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:41:59.938009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:41:59.938051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:41:59.938079] [INFO ] [FORECASTER] Training complete [2025-12-02T20:41:59.941652] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=43.42%) [2025-12-02T20:41:59.941924] [INFO ] [FORECASTER] Completed predict_future for SUSC [2025-12-02T20:41:59.942046] [INFO ] [sig ] SUSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:00.088980] [INFO ] [LOCAL ] Saved forecast: SUSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SUSC.txt [2025-12-02T20:42:00.089127] [INFO ] [sig ] [3012/3544] Completed SUSC in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:42:00.089165] [INFO ] [sig ] [3013/3544] Forecasting SUSL... [2025-12-02T20:42:00.089194] [INFO ] [sig ] Generating forecast for: SUSL [2025-12-02T20:42:00.089224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'. [2025-12-02T20:42:00.101139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSL'. [2025-12-02T20:42:00.101512] [INFO ] [FORECASTER] Starting predict_future for SUSL [2025-12-02T20:42:00.102311] [DEBUG] [LOCAL ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt [2025-12-02T20:42:00.102360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:00.102402] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:00.102430] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:00.102485] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:00.157995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:00.158695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:00.158771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:00.158802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:00.276051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:00.276164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:00.276204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:00.276230] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:00.281070] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=13.58%) [2025-12-02T20:42:00.281386] [INFO ] [FORECASTER] Completed predict_future for SUSL [2025-12-02T20:42:00.281509] [INFO ] [sig ] SUSL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:00.421501] [INFO ] [LOCAL ] Saved forecast: SUSL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SUSL.txt [2025-12-02T20:42:00.421662] [INFO ] [sig ] [3013/3544] Completed SUSL in 0.3s | 2.98 sym/s | Total: 16.8m | ETA: 3.0m [2025-12-02T20:42:00.421710] [INFO ] [sig ] [3014/3544] Forecasting SUUN... [2025-12-02T20:42:00.421740] [INFO ] [sig ] Generating forecast for: SUUN [2025-12-02T20:42:00.421769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'. [2025-12-02T20:42:00.433297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUUN'. [2025-12-02T20:42:00.433696] [INFO ] [FORECASTER] Starting predict_future for SUUN [2025-12-02T20:42:00.434600] [DEBUG] [LOCAL ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt [2025-12-02T20:42:00.434657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:00.434695] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:00.434727] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:00.434801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:00.501673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:00.502446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:00.502526] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:00.502559] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:00.628429] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:00.628539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:00.628599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:00.628631] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:00.631944] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=14.58%) [2025-12-02T20:42:00.632235] [INFO ] [FORECASTER] Completed predict_future for SUUN [2025-12-02T20:42:00.632365] [INFO ] [sig ] SUUN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:00.774729] [INFO ] [LOCAL ] Saved forecast: SUUN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SUUN.txt [2025-12-02T20:42:00.774872] [INFO ] [sig ] [3014/3544] Completed SUUN in 0.4s | 2.98 sym/s | Total: 16.9m | ETA: 3.0m [2025-12-02T20:42:00.774911] [INFO ] [sig ] [3015/3544] Forecasting SUZ... [2025-12-02T20:42:00.774941] [INFO ] [sig ] Generating forecast for: SUZ [2025-12-02T20:42:00.774973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-12-02T20:42:00.786479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUZ'. [2025-12-02T20:42:00.786832] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-12-02T20:42:00.787658] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-12-02T20:42:00.787707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:00.787739] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:00.787765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:00.787821] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:00.846250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:00.847013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:00.847094] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:00.847134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:00.972933] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:00.973085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:00.973127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:00.973190] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:00.976666] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=39.60%) [2025-12-02T20:42:00.976944] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-12-02T20:42:00.977088] [INFO ] [sig ] SUZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:01.124870] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SUZ.txt [2025-12-02T20:42:01.125048] [INFO ] [sig ] [3015/3544] Completed SUZ in 0.4s | 2.98 sym/s | Total: 16.9m | ETA: 3.0m [2025-12-02T20:42:01.125104] [INFO ] [sig ] [3016/3544] Forecasting SVC... [2025-12-02T20:42:01.125140] [INFO ] [sig ] Generating forecast for: SVC [2025-12-02T20:42:01.125171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'. [2025-12-02T20:42:01.136295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVC'. [2025-12-02T20:42:01.136604] [INFO ] [FORECASTER] Starting predict_future for SVC [2025-12-02T20:42:01.137403] [DEBUG] [LOCAL ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt [2025-12-02T20:42:01.137453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:01.137485] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:01.137511] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:01.137588] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:01.196019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:01.196709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:01.196816] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:01.196862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:01.319375] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:01.319522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:01.319589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:01.319633] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:01.323132] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=64.94%) [2025-12-02T20:42:01.323418] [INFO ] [FORECASTER] Completed predict_future for SVC [2025-12-02T20:42:01.323545] [INFO ] [sig ] SVC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:01.469636] [INFO ] [LOCAL ] Saved forecast: SVC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SVC.txt [2025-12-02T20:42:01.469786] [INFO ] [sig ] [3016/3544] Completed SVC in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 3.0m [2025-12-02T20:42:01.469826] [INFO ] [sig ] [3017/3544] Forecasting SVCO... [2025-12-02T20:42:01.469865] [INFO ] [sig ] Generating forecast for: SVCO [2025-12-02T20:42:01.469895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'. [2025-12-02T20:42:01.481777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVCO'. [2025-12-02T20:42:01.482121] [INFO ] [FORECASTER] Starting predict_future for SVCO [2025-12-02T20:42:01.482915] [DEBUG] [LOCAL ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt [2025-12-02T20:42:01.482963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:01.482993] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:01.483017] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:01.483072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:01.537602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:01.538431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:01.538514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:01.538543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:01.656528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:01.656718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:01.656760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:01.656787] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:01.660749] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=75.08%) [2025-12-02T20:42:01.661210] [INFO ] [FORECASTER] Completed predict_future for SVCO [2025-12-02T20:42:01.661378] [INFO ] [sig ] SVCO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:01.814828] [INFO ] [LOCAL ] Saved forecast: SVCO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SVCO.txt [2025-12-02T20:42:01.814981] [INFO ] [sig ] [3017/3544] Completed SVCO in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:01.815020] [INFO ] [sig ] [3018/3544] Forecasting SVRA... [2025-12-02T20:42:01.815049] [INFO ] [sig ] Generating forecast for: SVRA [2025-12-02T20:42:01.815079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'. [2025-12-02T20:42:01.826938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVRA'. [2025-12-02T20:42:01.827404] [INFO ] [FORECASTER] Starting predict_future for SVRA [2025-12-02T20:42:01.828396] [DEBUG] [LOCAL ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt [2025-12-02T20:42:01.828454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:01.828487] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:01.828512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:01.828586] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:01.889859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:01.890753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:01.890833] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:01.890864] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:02.004768] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:02.004938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:02.004979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:02.005005] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:02.008442] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=36.42%) [2025-12-02T20:42:02.008784] [INFO ] [FORECASTER] Completed predict_future for SVRA [2025-12-02T20:42:02.008917] [INFO ] [sig ] SVRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:02.148198] [INFO ] [LOCAL ] Saved forecast: SVRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SVRA.txt [2025-12-02T20:42:02.148365] [INFO ] [sig ] [3018/3544] Completed SVRA in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:02.148404] [INFO ] [sig ] [3019/3544] Forecasting SWBI... [2025-12-02T20:42:02.148434] [INFO ] [sig ] Generating forecast for: SWBI [2025-12-02T20:42:02.148464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'. [2025-12-02T20:42:02.161101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWBI'. [2025-12-02T20:42:02.161500] [INFO ] [FORECASTER] Starting predict_future for SWBI [2025-12-02T20:42:02.162300] [DEBUG] [LOCAL ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt [2025-12-02T20:42:02.162349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:02.162379] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:02.162404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:02.162459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:02.217685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:02.218461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:02.218541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:02.218588] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:02.336208] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:02.336368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:02.336409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:02.336436] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:02.339731] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=43.45%) [2025-12-02T20:42:02.339989] [INFO ] [FORECASTER] Completed predict_future for SWBI [2025-12-02T20:42:02.340109] [INFO ] [sig ] SWBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:02.476494] [INFO ] [LOCAL ] Saved forecast: SWBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SWBI.txt [2025-12-02T20:42:02.476639] [INFO ] [sig ] [3019/3544] Completed SWBI in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:02.476678] [INFO ] [sig ] [3020/3544] Forecasting SWIM... [2025-12-02T20:42:02.476707] [INFO ] [sig ] Generating forecast for: SWIM [2025-12-02T20:42:02.476735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'. [2025-12-02T20:42:02.490504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWIM'. [2025-12-02T20:42:02.491093] [INFO ] [FORECASTER] Starting predict_future for SWIM [2025-12-02T20:42:02.492068] [DEBUG] [LOCAL ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt [2025-12-02T20:42:02.492120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:02.492152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:02.492178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:02.492235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:02.548662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:02.549811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:02.549914] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:02.549946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:02.669538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:02.669780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:02.669827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:02.669881] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:02.673835] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=16.27%) [2025-12-02T20:42:02.674140] [INFO ] [FORECASTER] Completed predict_future for SWIM [2025-12-02T20:42:02.674272] [INFO ] [sig ] SWIM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:02.812895] [INFO ] [LOCAL ] Saved forecast: SWIM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SWIM.txt [2025-12-02T20:42:02.813076] [INFO ] [sig ] [3020/3544] Completed SWIM in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:02.813116] [INFO ] [sig ] [3021/3544] Forecasting SWK... [2025-12-02T20:42:02.813144] [INFO ] [sig ] Generating forecast for: SWK [2025-12-02T20:42:02.813174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-12-02T20:42:02.826153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWK'. [2025-12-02T20:42:02.826602] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-12-02T20:42:02.827490] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-12-02T20:42:02.827540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:02.827603] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:02.827634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:02.827690] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:02.884373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:02.885611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:02.885712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:02.885743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:03.007158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:03.007390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:03.007436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:03.007465] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:03.011596] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=93.81%) [2025-12-02T20:42:03.011922] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-12-02T20:42:03.012062] [INFO ] [sig ] SWK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:03.157867] [INFO ] [LOCAL ] Saved forecast: SWK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SWK.txt [2025-12-02T20:42:03.158149] [INFO ] [sig ] [3021/3544] Completed SWK in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:03.158190] [INFO ] [sig ] [3022/3544] Forecasting SWKS... [2025-12-02T20:42:03.158257] [INFO ] [sig ] Generating forecast for: SWKS [2025-12-02T20:42:03.158293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'. [2025-12-02T20:42:03.170899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWKS'. [2025-12-02T20:42:03.171300] [INFO ] [FORECASTER] Starting predict_future for SWKS [2025-12-02T20:42:03.172089] [DEBUG] [LOCAL ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt [2025-12-02T20:42:03.172137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:03.172168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:03.172195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:03.172249] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:03.228729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:03.229640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:03.229786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:03.229834] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:03.350202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:03.350362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:03.350403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:03.350429] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:03.353751] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=94.07%) [2025-12-02T20:42:03.354027] [INFO ] [FORECASTER] Completed predict_future for SWKS [2025-12-02T20:42:03.354148] [INFO ] [sig ] SWKS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:03.498207] [INFO ] [LOCAL ] Saved forecast: SWKS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SWKS.txt [2025-12-02T20:42:03.498367] [INFO ] [sig ] [3022/3544] Completed SWKS in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:03.498405] [INFO ] [sig ] [3023/3544] Forecasting SWX... [2025-12-02T20:42:03.498436] [INFO ] [sig ] Generating forecast for: SWX [2025-12-02T20:42:03.498466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-12-02T20:42:03.509113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWX'. [2025-12-02T20:42:03.509441] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-12-02T20:42:03.510241] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-12-02T20:42:03.510291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:03.510323] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:03.510349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:03.510405] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:03.567556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:03.568425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:03.568505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:03.568537] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:03.684074] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:03.684227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:03.684265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:03.684293] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:03.687522] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=19.11%) [2025-12-02T20:42:03.687797] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-12-02T20:42:03.687939] [INFO ] [sig ] SWX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:03.828585] [INFO ] [LOCAL ] Saved forecast: SWX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SWX.txt [2025-12-02T20:42:03.828726] [INFO ] [sig ] [3023/3544] Completed SWX in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:03.828763] [INFO ] [sig ] [3024/3544] Forecasting SWZ... [2025-12-02T20:42:03.828791] [INFO ] [sig ] Generating forecast for: SWZ [2025-12-02T20:42:03.828818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-12-02T20:42:03.839595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWZ'. [2025-12-02T20:42:03.839904] [INFO ] [FORECASTER] Starting predict_future for SWZ [2025-12-02T20:42:03.840670] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-12-02T20:42:03.840717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:03.840747] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:03.840771] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:03.840835] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:03.900319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:03.901075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:03.901165] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:03.901199] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:04.007298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:04.007449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:04.007488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:04.007515] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:04.010768] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=10.50%) [2025-12-02T20:42:04.011023] [INFO ] [FORECASTER] Completed predict_future for SWZ [2025-12-02T20:42:04.011136] [INFO ] [sig ] SWZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:04.147955] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SWZ.txt [2025-12-02T20:42:04.148085] [INFO ] [sig ] [3024/3544] Completed SWZ in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:04.148124] [INFO ] [sig ] [3025/3544] Forecasting SXC... [2025-12-02T20:42:04.148153] [INFO ] [sig ] Generating forecast for: SXC [2025-12-02T20:42:04.148181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-12-02T20:42:04.159566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXC'. [2025-12-02T20:42:04.159885] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-12-02T20:42:04.160653] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-12-02T20:42:04.160701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:04.160732] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:04.160757] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:04.160811] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:04.216557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:04.217151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:04.217225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:04.217256] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:04.336095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:04.336294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:04.336344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:04.336372] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:04.339819] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=13.99%) [2025-12-02T20:42:04.340106] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-12-02T20:42:04.340238] [INFO ] [sig ] SXC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:04.480307] [INFO ] [LOCAL ] Saved forecast: SXC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SXC.txt [2025-12-02T20:42:04.480472] [INFO ] [sig ] [3025/3544] Completed SXC in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:04.480510] [INFO ] [sig ] [3026/3544] Forecasting SXI... [2025-12-02T20:42:04.480538] [INFO ] [sig ] Generating forecast for: SXI [2025-12-02T20:42:04.480566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-12-02T20:42:04.492475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXI'. [2025-12-02T20:42:04.492854] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-12-02T20:42:04.493687] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-12-02T20:42:04.493756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:04.493789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:04.493816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:04.493872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:04.556845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:04.557821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:04.557939] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:04.557974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:04.678398] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:04.678542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:04.678598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:04.678627] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:04.681837] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=27.19%) [2025-12-02T20:42:04.682090] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-12-02T20:42:04.682204] [INFO ] [sig ] SXI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:04.819474] [INFO ] [LOCAL ] Saved forecast: SXI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SXI.txt [2025-12-02T20:42:04.819607] [INFO ] [sig ] [3026/3544] Completed SXI in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:04.819645] [INFO ] [sig ] [3027/3544] Forecasting SXTC... [2025-12-02T20:42:04.819672] [INFO ] [sig ] Generating forecast for: SXTC [2025-12-02T20:42:04.819701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'. [2025-12-02T20:42:04.831373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXTC'. [2025-12-02T20:42:04.831664] [INFO ] [FORECASTER] Starting predict_future for SXTC [2025-12-02T20:42:04.832422] [DEBUG] [LOCAL ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt [2025-12-02T20:42:04.832469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:04.832499] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:04.832524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:04.832598] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:04.887995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:04.888641] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:04.888719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:04.888759] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:05.004068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:05.004204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:05.004241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:05.004268] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:05.007485] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=54.99%) [2025-12-02T20:42:05.007758] [INFO ] [FORECASTER] Completed predict_future for SXTC [2025-12-02T20:42:05.007875] [INFO ] [sig ] SXTC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:05.143603] [INFO ] [LOCAL ] Saved forecast: SXTC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SXTC.txt [2025-12-02T20:42:05.143724] [INFO ] [sig ] [3027/3544] Completed SXTC in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:05.143764] [INFO ] [sig ] [3028/3544] Forecasting SY... [2025-12-02T20:42:05.143794] [INFO ] [sig ] Generating forecast for: SY [2025-12-02T20:42:05.143822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'. [2025-12-02T20:42:05.154480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SY'. [2025-12-02T20:42:05.154754] [INFO ] [FORECASTER] Starting predict_future for SY [2025-12-02T20:42:05.155499] [DEBUG] [LOCAL ] No optimal features file found for SY: ./output/feature-sets/SY.txt [2025-12-02T20:42:05.155547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:05.155595] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:05.155623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:05.155677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:05.209982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:05.210546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:05.210634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:05.210665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:05.325103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:05.325225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:05.325261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:05.325288] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:05.328440] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=81.05%) [2025-12-02T20:42:05.328716] [INFO ] [FORECASTER] Completed predict_future for SY [2025-12-02T20:42:05.328854] [INFO ] [sig ] SY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:05.466752] [INFO ] [LOCAL ] Saved forecast: SY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SY.txt [2025-12-02T20:42:05.466884] [INFO ] [sig ] [3028/3544] Completed SY in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:05.466921] [INFO ] [sig ] [3029/3544] Forecasting SYF... [2025-12-02T20:42:05.466949] [INFO ] [sig ] Generating forecast for: SYF [2025-12-02T20:42:05.466976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-12-02T20:42:05.477688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYF'. [2025-12-02T20:42:05.477974] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-12-02T20:42:05.478762] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-12-02T20:42:05.478810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:05.478866] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:05.478892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:05.478947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:05.534101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:05.534738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:05.534813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:05.534848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:05.660404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:05.660538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:05.660598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:05.660629] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:05.663810] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=81.67%) [2025-12-02T20:42:05.664062] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-12-02T20:42:05.664177] [INFO ] [sig ] SYF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:05.798970] [INFO ] [LOCAL ] Saved forecast: SYF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SYF.txt [2025-12-02T20:42:05.799087] [INFO ] [sig ] [3029/3544] Completed SYF in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:05.799123] [INFO ] [sig ] [3030/3544] Forecasting SYK... [2025-12-02T20:42:05.799150] [INFO ] [sig ] Generating forecast for: SYK [2025-12-02T20:42:05.799178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-12-02T20:42:05.810427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYK'. [2025-12-02T20:42:05.810747] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-12-02T20:42:05.811509] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-12-02T20:42:05.811557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:05.811606] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:05.811633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:05.811687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:05.867466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:05.868088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:05.868164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:05.868196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:05.989114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:05.989212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:05.989252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:05.989280] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:05.993232] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=95.14%) [2025-12-02T20:42:05.993540] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-12-02T20:42:05.993735] [INFO ] [sig ] SYK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:06.137339] [INFO ] [LOCAL ] Saved forecast: SYK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SYK.txt [2025-12-02T20:42:06.137460] [INFO ] [sig ] [3030/3544] Completed SYK in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:06.137496] [INFO ] [sig ] [3031/3544] Forecasting SYM... [2025-12-02T20:42:06.137524] [INFO ] [sig ] Generating forecast for: SYM [2025-12-02T20:42:06.137553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'. [2025-12-02T20:42:06.148548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYM'. [2025-12-02T20:42:06.148865] [INFO ] [FORECASTER] Starting predict_future for SYM [2025-12-02T20:42:06.149666] [DEBUG] [LOCAL ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt [2025-12-02T20:42:06.149715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:06.149748] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:06.149774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:06.149829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:06.208553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:06.209271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:06.209344] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:06.209375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:06.329495] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:06.329634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:06.329674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:06.329701] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:06.332960] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-12-02T20:42:06.333260] [INFO ] [FORECASTER] Completed predict_future for SYM [2025-12-02T20:42:06.333381] [INFO ] [sig ] SYM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:06.472602] [INFO ] [LOCAL ] Saved forecast: SYM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SYM.txt [2025-12-02T20:42:06.472730] [INFO ] [sig ] [3031/3544] Completed SYM in 0.3s | 2.98 sym/s | Total: 16.9m | ETA: 2.9m [2025-12-02T20:42:06.472767] [INFO ] [sig ] [3032/3544] Forecasting SYNA... [2025-12-02T20:42:06.472796] [INFO ] [sig ] Generating forecast for: SYNA [2025-12-02T20:42:06.472827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'. [2025-12-02T20:42:06.484341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYNA'. [2025-12-02T20:42:06.484657] [INFO ] [FORECASTER] Starting predict_future for SYNA [2025-12-02T20:42:06.485661] [DEBUG] [LOCAL ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt [2025-12-02T20:42:06.485712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:06.485744] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:06.485770] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:06.485825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:06.545097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:06.545990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:06.546071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:06.546103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:06.669880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:06.670035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:06.670077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:06.670144] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:06.674467] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=31.20%) [2025-12-02T20:42:06.674830] [INFO ] [FORECASTER] Completed predict_future for SYNA [2025-12-02T20:42:06.674995] [INFO ] [sig ] SYNA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:06.812094] [INFO ] [LOCAL ] Saved forecast: SYNA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SYNA.txt [2025-12-02T20:42:06.812222] [INFO ] [sig ] [3032/3544] Completed SYNA in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.9m [2025-12-02T20:42:06.812258] [INFO ] [sig ] [3033/3544] Forecasting SYRE... [2025-12-02T20:42:06.812285] [INFO ] [sig ] Generating forecast for: SYRE [2025-12-02T20:42:06.812314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'. [2025-12-02T20:42:06.823315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYRE'. [2025-12-02T20:42:06.823622] [INFO ] [FORECASTER] Starting predict_future for SYRE [2025-12-02T20:42:06.824400] [DEBUG] [LOCAL ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt [2025-12-02T20:42:06.824450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:06.824481] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:06.824506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:06.824563] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:06.883619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:06.884300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:06.884376] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:06.884414] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:07.006038] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:07.006160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:07.006213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:07.006242] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:07.009448] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=81.90%) [2025-12-02T20:42:07.009724] [INFO ] [FORECASTER] Completed predict_future for SYRE [2025-12-02T20:42:07.009845] [INFO ] [sig ] SYRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:07.148086] [INFO ] [LOCAL ] Saved forecast: SYRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/SYRE.txt [2025-12-02T20:42:07.148215] [INFO ] [sig ] [3033/3544] Completed SYRE in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.9m [2025-12-02T20:42:07.148251] [INFO ] [sig ] [3034/3544] Forecasting SYY... [2025-12-02T20:42:07.148279] [INFO ] [sig ] Generating forecast for: SYY [2025-12-02T20:42:07.148308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-12-02T20:42:07.159255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYY'. [2025-12-02T20:42:07.159527] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-12-02T20:42:07.160311] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-12-02T20:42:07.160360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:07.160391] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:07.160417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:07.160475] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:07.216779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:07.217382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:07.217458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:07.217489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:07.335680] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:07.335805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:07.335846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:07.335874] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:07.339111] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=5.58%) [2025-12-02T20:42:07.339369] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-12-02T20:42:07.339485] [INFO ] [sig ] SYY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:07.475681] [INFO ] [LOCAL ] Saved forecast: SYY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/SYY.txt [2025-12-02T20:42:07.475802] [INFO ] [sig ] [3034/3544] Completed SYY in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.9m [2025-12-02T20:42:07.475845] [INFO ] [sig ] [3035/3544] Forecasting TAC... [2025-12-02T20:42:07.475877] [INFO ] [sig ] Generating forecast for: TAC [2025-12-02T20:42:07.475906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-12-02T20:42:07.486834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAC'. [2025-12-02T20:42:07.487110] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-12-02T20:42:07.487914] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-12-02T20:42:07.487969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:07.488001] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:07.488027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:07.488083] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:07.543944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:07.544552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:07.544644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:07.544677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:07.661654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:07.661811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:07.661851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:07.661879] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:07.665309] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=32.40%) [2025-12-02T20:42:07.665624] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-12-02T20:42:07.665750] [INFO ] [sig ] TAC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:07.801945] [INFO ] [LOCAL ] Saved forecast: TAC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TAC.txt [2025-12-02T20:42:07.802076] [INFO ] [sig ] [3035/3544] Completed TAC in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:07.802121] [INFO ] [sig ] [3036/3544] Forecasting TAK... [2025-12-02T20:42:07.802151] [INFO ] [sig ] Generating forecast for: TAK [2025-12-02T20:42:07.802180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-12-02T20:42:07.813891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAK'. [2025-12-02T20:42:07.814175] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-12-02T20:42:07.814943] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-12-02T20:42:07.814991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:07.815021] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:07.815047] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:07.815101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:07.871146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:07.871780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:07.871858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:07.871890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:07.989230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:07.989350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:07.989390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:07.989417] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:07.992628] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=64.08%) [2025-12-02T20:42:07.992887] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-12-02T20:42:07.993004] [INFO ] [sig ] TAK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:08.129781] [INFO ] [LOCAL ] Saved forecast: TAK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TAK.txt [2025-12-02T20:42:08.129896] [INFO ] [sig ] [3036/3544] Completed TAK in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:08.129931] [INFO ] [sig ] [3037/3544] Forecasting TAL... [2025-12-02T20:42:08.129959] [INFO ] [sig ] Generating forecast for: TAL [2025-12-02T20:42:08.129987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-12-02T20:42:08.141257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAL'. [2025-12-02T20:42:08.141550] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-12-02T20:42:08.142383] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-12-02T20:42:08.142431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:08.142471] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:08.142497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:08.142551] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:08.198862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:08.199534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:08.199625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:08.199659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:08.315495] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:08.315651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:08.315695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:08.315731] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:08.319002] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=27.06%) [2025-12-02T20:42:08.319258] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-12-02T20:42:08.319372] [INFO ] [sig ] TAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:08.460697] [INFO ] [LOCAL ] Saved forecast: TAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TAL.txt [2025-12-02T20:42:08.460856] [INFO ] [sig ] [3037/3544] Completed TAL in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:08.460894] [INFO ] [sig ] [3038/3544] Forecasting TALK... [2025-12-02T20:42:08.460924] [INFO ] [sig ] Generating forecast for: TALK [2025-12-02T20:42:08.460954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'. [2025-12-02T20:42:08.472919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALK'. [2025-12-02T20:42:08.473191] [INFO ] [FORECASTER] Starting predict_future for TALK [2025-12-02T20:42:08.473986] [DEBUG] [LOCAL ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt [2025-12-02T20:42:08.474034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:08.474064] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:08.474089] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:08.474144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:08.531874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:08.532489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:08.532566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:08.532615] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:08.653086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:08.653232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:08.653271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:08.653298] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:08.656515] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: UP (p=72.97%) [2025-12-02T20:42:08.656786] [INFO ] [FORECASTER] Completed predict_future for TALK [2025-12-02T20:42:08.656901] [INFO ] [sig ] TALK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:08.795892] [INFO ] [LOCAL ] Saved forecast: TALK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TALK.txt [2025-12-02T20:42:08.796051] [INFO ] [sig ] [3038/3544] Completed TALK in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:08.796090] [INFO ] [sig ] [3039/3544] Forecasting TALO... [2025-12-02T20:42:08.796119] [INFO ] [sig ] Generating forecast for: TALO [2025-12-02T20:42:08.796147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-12-02T20:42:08.806948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALO'. [2025-12-02T20:42:08.807250] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-12-02T20:42:08.808062] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-12-02T20:42:08.808109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:08.808138] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:08.808164] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:08.808217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:08.863627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:08.864429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:08.864540] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:08.864595] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:08.984598] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:08.984746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:08.984786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:08.984813] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:08.988056] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=63.80%) [2025-12-02T20:42:08.988312] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-12-02T20:42:08.988432] [INFO ] [sig ] TALO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:09.134753] [INFO ] [LOCAL ] Saved forecast: TALO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TALO.txt [2025-12-02T20:42:09.134873] [INFO ] [sig ] [3039/3544] Completed TALO in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:09.134910] [INFO ] [sig ] [3040/3544] Forecasting TAOP... [2025-12-02T20:42:09.134938] [INFO ] [sig ] Generating forecast for: TAOP [2025-12-02T20:42:09.134967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'. [2025-12-02T20:42:09.145358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAOP'. [2025-12-02T20:42:09.145683] [INFO ] [FORECASTER] Starting predict_future for TAOP [2025-12-02T20:42:09.146481] [DEBUG] [LOCAL ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt [2025-12-02T20:42:09.146530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:09.146561] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:09.146622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:09.146682] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:09.201539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:09.202131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:09.202205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:09.202235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:09.314180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:09.314298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:09.314337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:09.314363] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:09.317558] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=81.22%) [2025-12-02T20:42:09.317829] [INFO ] [FORECASTER] Completed predict_future for TAOP [2025-12-02T20:42:09.318002] [INFO ] [sig ] TAOP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:09.453470] [INFO ] [LOCAL ] Saved forecast: TAOP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TAOP.txt [2025-12-02T20:42:09.453601] [INFO ] [sig ] [3040/3544] Completed TAOP in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:09.453638] [INFO ] [sig ] [3041/3544] Forecasting TAP... [2025-12-02T20:42:09.453672] [INFO ] [sig ] Generating forecast for: TAP [2025-12-02T20:42:09.453702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-12-02T20:42:09.464182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAP'. [2025-12-02T20:42:09.464483] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-12-02T20:42:09.465296] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-12-02T20:42:09.465345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:09.465376] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:09.465428] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:09.465511] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:09.522278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:09.522955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:09.523033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:09.523063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:09.643350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:09.643492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:09.643532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:09.643559] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:09.646840] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=91.66%) [2025-12-02T20:42:09.647128] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-12-02T20:42:09.647252] [INFO ] [sig ] TAP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:09.783598] [INFO ] [LOCAL ] Saved forecast: TAP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TAP.txt [2025-12-02T20:42:09.783757] [INFO ] [sig ] [3041/3544] Completed TAP in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:09.783795] [INFO ] [sig ] [3042/3544] Forecasting TARA... [2025-12-02T20:42:09.783821] [INFO ] [sig ] Generating forecast for: TARA [2025-12-02T20:42:09.783850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'. [2025-12-02T20:42:09.794695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARA'. [2025-12-02T20:42:09.795049] [INFO ] [FORECASTER] Starting predict_future for TARA [2025-12-02T20:42:09.795852] [DEBUG] [LOCAL ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt [2025-12-02T20:42:09.795902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:09.795932] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:09.795957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:09.796011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:09.859827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:09.860697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:09.860778] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:09.860812] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:09.978009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:09.978157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:09.978198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:09.978227] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:09.981550] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=7.50%) [2025-12-02T20:42:09.981837] [INFO ] [FORECASTER] Completed predict_future for TARA [2025-12-02T20:42:09.981970] [INFO ] [sig ] TARA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:10.117922] [INFO ] [LOCAL ] Saved forecast: TARA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TARA.txt [2025-12-02T20:42:10.118099] [INFO ] [sig ] [3042/3544] Completed TARA in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:10.118136] [INFO ] [sig ] [3043/3544] Forecasting TARK... [2025-12-02T20:42:10.118166] [INFO ] [sig ] Generating forecast for: TARK [2025-12-02T20:42:10.118194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'. [2025-12-02T20:42:10.129073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARK'. [2025-12-02T20:42:10.129374] [INFO ] [FORECASTER] Starting predict_future for TARK [2025-12-02T20:42:10.130194] [DEBUG] [LOCAL ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt [2025-12-02T20:42:10.130245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:10.130277] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:10.130305] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:10.130362] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:10.185247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:10.185889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:10.185970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:10.186003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:10.309420] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:10.309565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:10.309629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:10.309658] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:10.312951] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=86.95%) [2025-12-02T20:42:10.313238] [INFO ] [FORECASTER] Completed predict_future for TARK [2025-12-02T20:42:10.313364] [INFO ] [sig ] TARK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:10.449653] [INFO ] [LOCAL ] Saved forecast: TARK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TARK.txt [2025-12-02T20:42:10.449774] [INFO ] [sig ] [3043/3544] Completed TARK in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:10.449811] [INFO ] [sig ] [3044/3544] Forecasting TARS... [2025-12-02T20:42:10.449839] [INFO ] [sig ] Generating forecast for: TARS [2025-12-02T20:42:10.449867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'. [2025-12-02T20:42:10.462459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARS'. [2025-12-02T20:42:10.462763] [INFO ] [FORECASTER] Starting predict_future for TARS [2025-12-02T20:42:10.463544] [DEBUG] [LOCAL ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt [2025-12-02T20:42:10.463611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:10.463644] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:10.463671] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:10.463738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:10.521904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:10.522542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:10.522633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:10.522664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:10.650084] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:10.650232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:10.650271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:10.650319] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:10.653655] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=13.37%) [2025-12-02T20:42:10.653929] [INFO ] [FORECASTER] Completed predict_future for TARS [2025-12-02T20:42:10.654052] [INFO ] [sig ] TARS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:10.789403] [INFO ] [LOCAL ] Saved forecast: TARS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TARS.txt [2025-12-02T20:42:10.789521] [INFO ] [sig ] [3044/3544] Completed TARS in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:10.789557] [INFO ] [sig ] [3045/3544] Forecasting TASK... [2025-12-02T20:42:10.789603] [INFO ] [sig ] Generating forecast for: TASK [2025-12-02T20:42:10.789632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'. [2025-12-02T20:42:10.800809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TASK'. [2025-12-02T20:42:10.801094] [INFO ] [FORECASTER] Starting predict_future for TASK [2025-12-02T20:42:10.801876] [DEBUG] [LOCAL ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt [2025-12-02T20:42:10.801925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:10.801956] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:10.801981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:10.802035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:10.856379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:10.856985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:10.857061] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:10.857092] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:10.977693] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:10.977845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:10.977906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:10.977937] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:10.981160] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=19.51%) [2025-12-02T20:42:10.981414] [INFO ] [FORECASTER] Completed predict_future for TASK [2025-12-02T20:42:10.981530] [INFO ] [sig ] TASK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:11.117408] [INFO ] [LOCAL ] Saved forecast: TASK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TASK.txt [2025-12-02T20:42:11.117547] [INFO ] [sig ] [3045/3544] Completed TASK in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:11.117601] [INFO ] [sig ] [3046/3544] Forecasting TBB... [2025-12-02T20:42:11.117632] [INFO ] [sig ] Generating forecast for: TBB [2025-12-02T20:42:11.117660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-12-02T20:42:11.128643] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBB'. [2025-12-02T20:42:11.128925] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-12-02T20:42:11.129696] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-12-02T20:42:11.129743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:11.129799] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:11.129826] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:11.129881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:11.184385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:11.185008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:11.185082] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:11.185125] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:11.296794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:11.296942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:11.296983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:11.297011] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:11.300385] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=94.39%) [2025-12-02T20:42:11.300672] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-12-02T20:42:11.300793] [INFO ] [sig ] TBB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:11.435552] [INFO ] [LOCAL ] Saved forecast: TBB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TBB.txt [2025-12-02T20:42:11.435699] [INFO ] [sig ] [3046/3544] Completed TBB in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:11.435737] [INFO ] [sig ] [3047/3544] Forecasting TBBK... [2025-12-02T20:42:11.435767] [INFO ] [sig ] Generating forecast for: TBBK [2025-12-02T20:42:11.435798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'. [2025-12-02T20:42:11.446909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBBK'. [2025-12-02T20:42:11.447197] [INFO ] [FORECASTER] Starting predict_future for TBBK [2025-12-02T20:42:11.448030] [DEBUG] [LOCAL ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt [2025-12-02T20:42:11.448079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:11.448110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:11.448136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:11.448191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:11.502852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:11.503457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:11.503535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:11.503567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:11.627047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:11.627191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:11.627231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:11.627259] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:11.630542] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=67.43%) [2025-12-02T20:42:11.630815] [INFO ] [FORECASTER] Completed predict_future for TBBK [2025-12-02T20:42:11.630938] [INFO ] [sig ] TBBK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:11.765640] [INFO ] [LOCAL ] Saved forecast: TBBK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TBBK.txt [2025-12-02T20:42:11.765760] [INFO ] [sig ] [3047/3544] Completed TBBK in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:11.765796] [INFO ] [sig ] [3048/3544] Forecasting TBI... [2025-12-02T20:42:11.765822] [INFO ] [sig ] Generating forecast for: TBI [2025-12-02T20:42:11.765849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-12-02T20:42:11.777340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBI'. [2025-12-02T20:42:11.777628] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-12-02T20:42:11.778616] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-12-02T20:42:11.778665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:11.778695] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:11.778730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:11.778786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:11.834436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:11.835033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:11.835106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:11.835137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:11.960193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:11.960343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:11.960386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:11.960414] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:11.963822] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=84.84%) [2025-12-02T20:42:11.964120] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-12-02T20:42:11.964247] [INFO ] [sig ] TBI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:12.100636] [INFO ] [LOCAL ] Saved forecast: TBI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TBI.txt [2025-12-02T20:42:12.100792] [INFO ] [sig ] [3048/3544] Completed TBI in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:12.100836] [INFO ] [sig ] [3049/3544] Forecasting TBIL... [2025-12-02T20:42:12.100871] [INFO ] [sig ] Generating forecast for: TBIL [2025-12-02T20:42:12.100904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'. [2025-12-02T20:42:12.112014] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBIL'. [2025-12-02T20:42:12.112335] [INFO ] [FORECASTER] Starting predict_future for TBIL [2025-12-02T20:42:12.113113] [DEBUG] [LOCAL ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt [2025-12-02T20:42:12.113160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:12.113190] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:12.113215] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:12.113269] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:12.172651] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:12.173550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:12.173663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:12.173694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:12.234456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:12.234614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:12.234655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:12.234719] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:12.237929] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.38%) [2025-12-02T20:42:12.238187] [INFO ] [FORECASTER] Completed predict_future for TBIL [2025-12-02T20:42:12.238300] [INFO ] [sig ] TBIL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:12.374249] [INFO ] [LOCAL ] Saved forecast: TBIL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TBIL.txt [2025-12-02T20:42:12.374372] [INFO ] [sig ] [3049/3544] Completed TBIL in 0.3s | 2.98 sym/s | Total: 17.0m | ETA: 2.8m [2025-12-02T20:42:12.374408] [INFO ] [sig ] [3050/3544] Forecasting TBLA... [2025-12-02T20:42:12.374437] [INFO ] [sig ] Generating forecast for: TBLA [2025-12-02T20:42:12.374465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'. [2025-12-02T20:42:12.385407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLA'. [2025-12-02T20:42:12.385779] [INFO ] [FORECASTER] Starting predict_future for TBLA [2025-12-02T20:42:12.386604] [DEBUG] [LOCAL ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt [2025-12-02T20:42:12.386655] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:12.386687] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:12.386713] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:12.386769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:12.443669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:12.444435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:12.444519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:12.444551] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:12.568330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:12.568471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:12.568511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:12.568538] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:12.571841] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=28.19%) [2025-12-02T20:42:12.572107] [INFO ] [FORECASTER] Completed predict_future for TBLA [2025-12-02T20:42:12.572226] [INFO ] [sig ] TBLA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:12.714251] [INFO ] [LOCAL ] Saved forecast: TBLA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TBLA.txt [2025-12-02T20:42:12.714393] [INFO ] [sig ] [3050/3544] Completed TBLA in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.8m [2025-12-02T20:42:12.714431] [INFO ] [sig ] [3051/3544] Forecasting TBLD... [2025-12-02T20:42:12.714459] [INFO ] [sig ] Generating forecast for: TBLD [2025-12-02T20:42:12.714488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'. [2025-12-02T20:42:12.725658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLD'. [2025-12-02T20:42:12.725958] [INFO ] [FORECASTER] Starting predict_future for TBLD [2025-12-02T20:42:12.726728] [DEBUG] [LOCAL ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt [2025-12-02T20:42:12.726776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:12.726807] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:12.726832] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:12.726887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:12.781238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:12.781931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:12.782010] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:12.782042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:12.898293] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:12.898437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:12.898476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:12.898504] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:12.901738] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=53.42%) [2025-12-02T20:42:12.901997] [INFO ] [FORECASTER] Completed predict_future for TBLD [2025-12-02T20:42:12.902113] [INFO ] [sig ] TBLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:13.040623] [INFO ] [LOCAL ] Saved forecast: TBLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TBLD.txt [2025-12-02T20:42:13.040767] [INFO ] [sig ] [3051/3544] Completed TBLD in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.8m [2025-12-02T20:42:13.040804] [INFO ] [sig ] [3052/3544] Forecasting TBPH... [2025-12-02T20:42:13.040832] [INFO ] [sig ] Generating forecast for: TBPH [2025-12-02T20:42:13.040870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'. [2025-12-02T20:42:13.053612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBPH'. [2025-12-02T20:42:13.054048] [INFO ] [FORECASTER] Starting predict_future for TBPH [2025-12-02T20:42:13.054869] [DEBUG] [LOCAL ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt [2025-12-02T20:42:13.054918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:13.054949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:13.054974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:13.055029] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:13.113867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:13.114759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:13.114844] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:13.114875] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:13.236353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:13.236521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:13.236561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:13.236613] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:13.240141] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=40.04%) [2025-12-02T20:42:13.240476] [INFO ] [FORECASTER] Completed predict_future for TBPH [2025-12-02T20:42:13.240632] [INFO ] [sig ] TBPH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:13.378562] [INFO ] [LOCAL ] Saved forecast: TBPH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TBPH.txt [2025-12-02T20:42:13.378734] [INFO ] [sig ] [3052/3544] Completed TBPH in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.8m [2025-12-02T20:42:13.378771] [INFO ] [sig ] [3053/3544] Forecasting TBRG... [2025-12-02T20:42:13.378801] [INFO ] [sig ] Generating forecast for: TBRG [2025-12-02T20:42:13.378830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'. [2025-12-02T20:42:13.389689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBRG'. [2025-12-02T20:42:13.389986] [INFO ] [FORECASTER] Starting predict_future for TBRG [2025-12-02T20:42:13.390776] [DEBUG] [LOCAL ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt [2025-12-02T20:42:13.390826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:13.390856] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:13.390883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:13.390940] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:13.447412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:13.448276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:13.448359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:13.448390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:13.567826] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:13.568001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:13.568041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:13.568068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:13.571300] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=4.71%) [2025-12-02T20:42:13.571557] [INFO ] [FORECASTER] Completed predict_future for TBRG [2025-12-02T20:42:13.571691] [INFO ] [sig ] TBRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:13.708781] [INFO ] [LOCAL ] Saved forecast: TBRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TBRG.txt [2025-12-02T20:42:13.708975] [INFO ] [sig ] [3053/3544] Completed TBRG in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:13.709026] [INFO ] [sig ] [3054/3544] Forecasting TCBI... [2025-12-02T20:42:13.709059] [INFO ] [sig ] Generating forecast for: TCBI [2025-12-02T20:42:13.709094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'. [2025-12-02T20:42:13.720857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBI'. [2025-12-02T20:42:13.721197] [INFO ] [FORECASTER] Starting predict_future for TCBI [2025-12-02T20:42:13.721981] [DEBUG] [LOCAL ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt [2025-12-02T20:42:13.722029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:13.722060] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:13.722085] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:13.722139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:13.778216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:13.778881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:13.778960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:13.778992] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:13.898979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:13.899128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:13.899169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:13.899196] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:13.902588] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=2.35%) [2025-12-02T20:42:13.902853] [INFO ] [FORECASTER] Completed predict_future for TCBI [2025-12-02T20:42:13.902974] [INFO ] [sig ] TCBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:14.044697] [INFO ] [LOCAL ] Saved forecast: TCBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TCBI.txt [2025-12-02T20:42:14.044830] [INFO ] [sig ] [3054/3544] Completed TCBI in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:14.044866] [INFO ] [sig ] [3055/3544] Forecasting TCBIO... [2025-12-02T20:42:14.044894] [INFO ] [sig ] Generating forecast for: TCBIO [2025-12-02T20:42:14.044923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'. [2025-12-02T20:42:14.056363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'. [2025-12-02T20:42:14.056785] [INFO ] [FORECASTER] Starting predict_future for TCBIO [2025-12-02T20:42:14.057592] [DEBUG] [LOCAL ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt [2025-12-02T20:42:14.057644] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:14.057674] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:14.057700] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:14.057755] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:14.113689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:14.114567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:14.114674] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:14.114707] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:14.224185] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:14.224357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:14.224399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:14.224445] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:14.227732] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=95.92%) [2025-12-02T20:42:14.228017] [INFO ] [FORECASTER] Completed predict_future for TCBIO [2025-12-02T20:42:14.228135] [INFO ] [sig ] TCBIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:14.364777] [INFO ] [LOCAL ] Saved forecast: TCBIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TCBIO.txt [2025-12-02T20:42:14.364903] [INFO ] [sig ] [3055/3544] Completed TCBIO in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:14.364940] [INFO ] [sig ] [3056/3544] Forecasting TCBK... [2025-12-02T20:42:14.364967] [INFO ] [sig ] Generating forecast for: TCBK [2025-12-02T20:42:14.364995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'. [2025-12-02T20:42:14.376503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBK'. [2025-12-02T20:42:14.376831] [INFO ] [FORECASTER] Starting predict_future for TCBK [2025-12-02T20:42:14.377619] [DEBUG] [LOCAL ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt [2025-12-02T20:42:14.377667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:14.377697] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:14.377724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:14.377779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:14.434112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:14.434768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:14.434872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:14.434905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:14.554740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:14.554893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:14.554935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:14.554964] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:14.558282] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=9.82%) [2025-12-02T20:42:14.558544] [INFO ] [FORECASTER] Completed predict_future for TCBK [2025-12-02T20:42:14.558682] [INFO ] [sig ] TCBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:14.698748] [INFO ] [LOCAL ] Saved forecast: TCBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TCBK.txt [2025-12-02T20:42:14.698911] [INFO ] [sig ] [3056/3544] Completed TCBK in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:14.698948] [INFO ] [sig ] [3057/3544] Forecasting TCBX... [2025-12-02T20:42:14.698977] [INFO ] [sig ] Generating forecast for: TCBX [2025-12-02T20:42:14.699005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-12-02T20:42:14.710568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBX'. [2025-12-02T20:42:14.710898] [INFO ] [FORECASTER] Starting predict_future for TCBX [2025-12-02T20:42:14.711749] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-12-02T20:42:14.711805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:14.711847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:14.711881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:14.711955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:14.771959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:14.772787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:14.772867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:14.772899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:14.903171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:14.903322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:14.903363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:14.903389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:14.906632] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=73.33%) [2025-12-02T20:42:14.906887] [INFO ] [FORECASTER] Completed predict_future for TCBX [2025-12-02T20:42:14.907009] [INFO ] [sig ] TCBX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:15.043370] [INFO ] [LOCAL ] Saved forecast: TCBX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TCBX.txt [2025-12-02T20:42:15.043497] [INFO ] [sig ] [3057/3544] Completed TCBX in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:15.043533] [INFO ] [sig ] [3058/3544] Forecasting TCMD... [2025-12-02T20:42:15.043561] [INFO ] [sig ] Generating forecast for: TCMD [2025-12-02T20:42:15.043611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'. [2025-12-02T20:42:15.055039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCMD'. [2025-12-02T20:42:15.055379] [INFO ] [FORECASTER] Starting predict_future for TCMD [2025-12-02T20:42:15.056202] [DEBUG] [LOCAL ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt [2025-12-02T20:42:15.056252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:15.056282] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:15.056307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:15.056361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:15.114890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:15.115714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:15.115797] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:15.115829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:15.238508] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:15.238676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:15.238717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:15.238744] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:15.242084] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=30.13%) [2025-12-02T20:42:15.242369] [INFO ] [FORECASTER] Completed predict_future for TCMD [2025-12-02T20:42:15.242498] [INFO ] [sig ] TCMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:15.382753] [INFO ] [LOCAL ] Saved forecast: TCMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TCMD.txt [2025-12-02T20:42:15.382900] [INFO ] [sig ] [3058/3544] Completed TCMD in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:15.382938] [INFO ] [sig ] [3059/3544] Forecasting TCOM... [2025-12-02T20:42:15.382965] [INFO ] [sig ] Generating forecast for: TCOM [2025-12-02T20:42:15.382995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'. [2025-12-02T20:42:15.394490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCOM'. [2025-12-02T20:42:15.394822] [INFO ] [FORECASTER] Starting predict_future for TCOM [2025-12-02T20:42:15.395611] [DEBUG] [LOCAL ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt [2025-12-02T20:42:15.395660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:15.395692] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:15.395718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:15.395783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:15.454172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:15.454826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:15.454900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:15.454931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:15.574872] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:15.575024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:15.575064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:15.575092] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:15.578414] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-12-02T20:42:15.578705] [INFO ] [FORECASTER] Completed predict_future for TCOM [2025-12-02T20:42:15.578825] [INFO ] [sig ] TCOM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:15.718231] [INFO ] [LOCAL ] Saved forecast: TCOM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TCOM.txt [2025-12-02T20:42:15.718392] [INFO ] [sig ] [3059/3544] Completed TCOM in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:15.718432] [INFO ] [sig ] [3060/3544] Forecasting TCPC... [2025-12-02T20:42:15.718461] [INFO ] [sig ] Generating forecast for: TCPC [2025-12-02T20:42:15.718491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'. [2025-12-02T20:42:15.729904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCPC'. [2025-12-02T20:42:15.730286] [INFO ] [FORECASTER] Starting predict_future for TCPC [2025-12-02T20:42:15.731081] [DEBUG] [LOCAL ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt [2025-12-02T20:42:15.731130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:15.731160] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:15.731186] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:15.731240] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:15.786672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:15.787528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:15.787633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:15.787665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:15.908266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:15.908419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:15.908461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:15.908488] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:15.911803] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=40.05%) [2025-12-02T20:42:15.912070] [INFO ] [FORECASTER] Completed predict_future for TCPC [2025-12-02T20:42:15.912186] [INFO ] [sig ] TCPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:16.046229] [INFO ] [LOCAL ] Saved forecast: TCPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TCPC.txt [2025-12-02T20:42:16.046355] [INFO ] [sig ] [3060/3544] Completed TCPC in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:16.046391] [INFO ] [sig ] [3061/3544] Forecasting TCX... [2025-12-02T20:42:16.046419] [INFO ] [sig ] Generating forecast for: TCX [2025-12-02T20:42:16.046447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'. [2025-12-02T20:42:16.058112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCX'. [2025-12-02T20:42:16.058460] [INFO ] [FORECASTER] Starting predict_future for TCX [2025-12-02T20:42:16.059274] [DEBUG] [LOCAL ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt [2025-12-02T20:42:16.059333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:16.059365] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:16.059390] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:16.059446] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:16.115081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:16.115722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:16.115798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:16.115829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:16.227784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:16.227950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:16.227990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:16.228015] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:16.231233] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=34.37%) [2025-12-02T20:42:16.231491] [INFO ] [FORECASTER] Completed predict_future for TCX [2025-12-02T20:42:16.231625] [INFO ] [sig ] TCX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:16.368091] [INFO ] [LOCAL ] Saved forecast: TCX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TCX.txt [2025-12-02T20:42:16.368220] [INFO ] [sig ] [3061/3544] Completed TCX in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:16.368263] [INFO ] [sig ] [3062/3544] Forecasting TD... [2025-12-02T20:42:16.368299] [INFO ] [sig ] Generating forecast for: TD [2025-12-02T20:42:16.368332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-12-02T20:42:16.379913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TD'. [2025-12-02T20:42:16.380310] [INFO ] [FORECASTER] Starting predict_future for TD [2025-12-02T20:42:16.381116] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-12-02T20:42:16.381165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:16.381195] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:16.381220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:16.381273] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:16.436458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:16.437346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:16.437430] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:16.437461] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:16.557201] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:16.557343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:16.557381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:16.557407] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:16.560717] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=80.39%) [2025-12-02T20:42:16.560975] [INFO ] [FORECASTER] Completed predict_future for TD [2025-12-02T20:42:16.561100] [INFO ] [sig ] TD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:16.701552] [INFO ] [LOCAL ] Saved forecast: TD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TD.txt [2025-12-02T20:42:16.701738] [INFO ] [sig ] [3062/3544] Completed TD in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:16.701775] [INFO ] [sig ] [3063/3544] Forecasting TDC... [2025-12-02T20:42:16.701803] [INFO ] [sig ] Generating forecast for: TDC [2025-12-02T20:42:16.701833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-12-02T20:42:16.713662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDC'. [2025-12-02T20:42:16.713947] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-12-02T20:42:16.714780] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-12-02T20:42:16.714830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:16.714890] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:16.714917] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:16.714972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:16.770477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:16.771268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:16.771348] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:16.771378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:16.891981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:16.892133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:16.892171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:16.892197] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:16.895454] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=14.25%) [2025-12-02T20:42:16.895728] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-12-02T20:42:16.895846] [INFO ] [sig ] TDC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:17.032382] [INFO ] [LOCAL ] Saved forecast: TDC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TDC.txt [2025-12-02T20:42:17.032530] [INFO ] [sig ] [3063/3544] Completed TDC in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:17.032567] [INFO ] [sig ] [3064/3544] Forecasting TDF... [2025-12-02T20:42:17.032615] [INFO ] [sig ] Generating forecast for: TDF [2025-12-02T20:42:17.032646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-12-02T20:42:17.043362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDF'. [2025-12-02T20:42:17.043661] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-12-02T20:42:17.044433] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-12-02T20:42:17.044481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:17.044511] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:17.044536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:17.044611] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:17.099899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:17.100529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:17.100625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:17.100657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:17.214651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:17.214801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:17.214840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:17.214866] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:17.218113] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=44.86%) [2025-12-02T20:42:17.218368] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-12-02T20:42:17.218484] [INFO ] [sig ] TDF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:17.361432] [INFO ] [LOCAL ] Saved forecast: TDF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TDF.txt [2025-12-02T20:42:17.361588] [INFO ] [sig ] [3064/3544] Completed TDF in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:17.361627] [INFO ] [sig ] [3065/3544] Forecasting TDG... [2025-12-02T20:42:17.361655] [INFO ] [sig ] Generating forecast for: TDG [2025-12-02T20:42:17.361683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-12-02T20:42:17.372643] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDG'. [2025-12-02T20:42:17.372917] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-12-02T20:42:17.373688] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-12-02T20:42:17.373736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:17.373767] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:17.373791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:17.373845] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:17.428814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:17.429429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:17.429505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:17.429535] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:17.547300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:17.547445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:17.547484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:17.547511] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:17.550748] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=99.58%) [2025-12-02T20:42:17.551006] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-12-02T20:42:17.551123] [INFO ] [sig ] TDG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:17.690957] [INFO ] [LOCAL ] Saved forecast: TDG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TDG.txt [2025-12-02T20:42:17.691099] [INFO ] [sig ] [3065/3544] Completed TDG in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:17.691136] [INFO ] [sig ] [3066/3544] Forecasting TDOC... [2025-12-02T20:42:17.691165] [INFO ] [sig ] Generating forecast for: TDOC [2025-12-02T20:42:17.691196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-12-02T20:42:17.702304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDOC'. [2025-12-02T20:42:17.702605] [INFO ] [FORECASTER] Starting predict_future for TDOC [2025-12-02T20:42:17.703381] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-12-02T20:42:17.703430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:17.703460] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:17.703486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:17.703540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:17.763624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:17.764393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:17.764474] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:17.764505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:17.882788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:17.882936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:17.882975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:17.883035] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:17.886281] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=25.28%) [2025-12-02T20:42:17.886552] [INFO ] [FORECASTER] Completed predict_future for TDOC [2025-12-02T20:42:17.886687] [INFO ] [sig ] TDOC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:18.027093] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TDOC.txt [2025-12-02T20:42:18.027235] [INFO ] [sig ] [3066/3544] Completed TDOC in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:18.027273] [INFO ] [sig ] [3067/3544] Forecasting TDS... [2025-12-02T20:42:18.027301] [INFO ] [sig ] Generating forecast for: TDS [2025-12-02T20:42:18.027332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-12-02T20:42:18.038853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDS'. [2025-12-02T20:42:18.039150] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-12-02T20:42:18.039960] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-12-02T20:42:18.040010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:18.040042] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:18.040069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:18.040124] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:18.095282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:18.096028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:18.096113] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:18.096145] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:18.211345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:18.211480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:18.211519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:18.211545] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:18.214823] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=20.95%) [2025-12-02T20:42:18.215089] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-12-02T20:42:18.215205] [INFO ] [sig ] TDS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:18.352913] [INFO ] [LOCAL ] Saved forecast: TDS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TDS.txt [2025-12-02T20:42:18.353029] [INFO ] [sig ] [3067/3544] Completed TDS in 0.3s | 2.98 sym/s | Total: 17.1m | ETA: 2.7m [2025-12-02T20:42:18.353067] [INFO ] [sig ] [3068/3544] Forecasting TDSC... [2025-12-02T20:42:18.353097] [INFO ] [sig ] Generating forecast for: TDSC [2025-12-02T20:42:18.353125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'. [2025-12-02T20:42:18.364148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDSC'. [2025-12-02T20:42:18.364474] [INFO ] [FORECASTER] Starting predict_future for TDSC [2025-12-02T20:42:18.365406] [DEBUG] [LOCAL ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt [2025-12-02T20:42:18.365456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:18.365486] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:18.365511] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:18.365566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:18.421604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:18.422455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:18.422540] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:18.422589] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:18.530327] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:18.530476] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:42:18.530533] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:18.530564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:18.534697] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=2.59%) [2025-12-02T20:42:18.534988] [INFO ] [FORECASTER] Completed predict_future for TDSC [2025-12-02T20:42:18.535115] [INFO ] [sig ] TDSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:18.678193] [INFO ] [LOCAL ] Saved forecast: TDSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TDSC.txt [2025-12-02T20:42:18.678335] [INFO ] [sig ] [3068/3544] Completed TDSC in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.7m [2025-12-02T20:42:18.678370] [INFO ] [sig ] [3069/3544] Forecasting TDUP... [2025-12-02T20:42:18.678398] [INFO ] [sig ] Generating forecast for: TDUP [2025-12-02T20:42:18.678428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'. [2025-12-02T20:42:18.691779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDUP'. [2025-12-02T20:42:18.692135] [INFO ] [FORECASTER] Starting predict_future for TDUP [2025-12-02T20:42:18.693568] [DEBUG] [LOCAL ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt [2025-12-02T20:42:18.693640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:18.693671] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:18.693698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:18.693753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:18.753034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:18.753798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:18.753879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:18.753911] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:18.875487] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:18.875654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:18.875698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:18.875726] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:18.879090] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=99.42%) [2025-12-02T20:42:18.879387] [INFO ] [FORECASTER] Completed predict_future for TDUP [2025-12-02T20:42:18.879512] [INFO ] [sig ] TDUP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:19.023892] [INFO ] [LOCAL ] Saved forecast: TDUP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TDUP.txt [2025-12-02T20:42:19.024039] [INFO ] [sig ] [3069/3544] Completed TDUP in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.7m [2025-12-02T20:42:19.024076] [INFO ] [sig ] [3070/3544] Forecasting TDY... [2025-12-02T20:42:19.024106] [INFO ] [sig ] Generating forecast for: TDY [2025-12-02T20:42:19.024137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-12-02T20:42:19.035739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDY'. [2025-12-02T20:42:19.036103] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-12-02T20:42:19.036951] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-12-02T20:42:19.037000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:19.037033] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:19.037061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:19.037118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:19.095758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:19.096516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:19.096612] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:19.096648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:19.220101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:19.220257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:19.220307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:19.220341] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:19.223807] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=96.32%) [2025-12-02T20:42:19.224083] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-12-02T20:42:19.224211] [INFO ] [sig ] TDY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:19.359673] [INFO ] [LOCAL ] Saved forecast: TDY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TDY.txt [2025-12-02T20:42:19.359785] [INFO ] [sig ] [3070/3544] Completed TDY in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:19.359820] [INFO ] [sig ] [3071/3544] Forecasting TEAM... [2025-12-02T20:42:19.359848] [INFO ] [sig ] Generating forecast for: TEAM [2025-12-02T20:42:19.359875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'. [2025-12-02T20:42:19.371170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEAM'. [2025-12-02T20:42:19.371432] [INFO ] [FORECASTER] Starting predict_future for TEAM [2025-12-02T20:42:19.372195] [DEBUG] [LOCAL ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt [2025-12-02T20:42:19.372243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:19.372273] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:19.372297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:19.372351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:19.427195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:19.427787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:19.427862] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:19.430685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:19.546669] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:19.546779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:19.546813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:19.546839] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:19.549932] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=98.86%) [2025-12-02T20:42:19.550182] [INFO ] [FORECASTER] Completed predict_future for TEAM [2025-12-02T20:42:19.550295] [INFO ] [sig ] TEAM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:19.685053] [INFO ] [LOCAL ] Saved forecast: TEAM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TEAM.txt [2025-12-02T20:42:19.685161] [INFO ] [sig ] [3071/3544] Completed TEAM in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:19.685196] [INFO ] [sig ] [3072/3544] Forecasting TECH... [2025-12-02T20:42:19.685224] [INFO ] [sig ] Generating forecast for: TECH [2025-12-02T20:42:19.685251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'. [2025-12-02T20:42:19.699828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECH'. [2025-12-02T20:42:19.700305] [INFO ] [FORECASTER] Starting predict_future for TECH [2025-12-02T20:42:19.701326] [DEBUG] [LOCAL ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt [2025-12-02T20:42:19.701379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:19.701441] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:19.701468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:19.701524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:19.758176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:19.759383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:19.759486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:19.759520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:19.881341] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:19.881546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:19.881610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:19.881639] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:19.885368] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=48.14%) [2025-12-02T20:42:19.885703] [INFO ] [FORECASTER] Completed predict_future for TECH [2025-12-02T20:42:19.885850] [INFO ] [sig ] TECH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:20.022335] [INFO ] [LOCAL ] Saved forecast: TECH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TECH.txt [2025-12-02T20:42:20.022516] [INFO ] [sig ] [3072/3544] Completed TECH in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:20.022555] [INFO ] [sig ] [3073/3544] Forecasting TECK... [2025-12-02T20:42:20.022603] [INFO ] [sig ] Generating forecast for: TECK [2025-12-02T20:42:20.022633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-12-02T20:42:20.035079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECK'. [2025-12-02T20:42:20.035415] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-12-02T20:42:20.036235] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-12-02T20:42:20.036283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:20.036313] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:20.036338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:20.036392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:20.090738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:20.091312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:20.091419] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:20.091449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:20.213116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:20.213230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:20.213265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:20.213292] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:20.216404] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=24.70%) [2025-12-02T20:42:20.216684] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-12-02T20:42:20.216805] [INFO ] [sig ] TECK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:20.351098] [INFO ] [LOCAL ] Saved forecast: TECK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TECK.txt [2025-12-02T20:42:20.351206] [INFO ] [sig ] [3073/3544] Completed TECK in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:20.351244] [INFO ] [sig ] [3074/3544] Forecasting TECX... [2025-12-02T20:42:20.351272] [INFO ] [sig ] Generating forecast for: TECX [2025-12-02T20:42:20.351301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'. [2025-12-02T20:42:20.363928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECX'. [2025-12-02T20:42:20.364305] [INFO ] [FORECASTER] Starting predict_future for TECX [2025-12-02T20:42:20.365498] [DEBUG] [LOCAL ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt [2025-12-02T20:42:20.365548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:20.365597] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:20.365624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:20.365679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:20.419854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:20.420515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:20.420614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:20.420647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:20.538999] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:20.539189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:20.539235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:20.539263] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:20.542858] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=17.02%) [2025-12-02T20:42:20.543133] [INFO ] [FORECASTER] Completed predict_future for TECX [2025-12-02T20:42:20.543260] [INFO ] [sig ] TECX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:20.678112] [INFO ] [LOCAL ] Saved forecast: TECX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TECX.txt [2025-12-02T20:42:20.678259] [INFO ] [sig ] [3074/3544] Completed TECX in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:20.678295] [INFO ] [sig ] [3075/3544] Forecasting TEF... [2025-12-02T20:42:20.678322] [INFO ] [sig ] Generating forecast for: TEF [2025-12-02T20:42:20.678349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-12-02T20:42:20.690123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEF'. [2025-12-02T20:42:20.690440] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-12-02T20:42:20.691263] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-12-02T20:42:20.691312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:20.691342] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:20.691366] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:20.691419] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:20.745784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:20.746360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:20.746437] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:20.746466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:20.863387] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:20.863512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:20.863550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:20.863593] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:20.866783] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=96.74%) [2025-12-02T20:42:20.867044] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-12-02T20:42:20.867162] [INFO ] [sig ] TEF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:21.001609] [INFO ] [LOCAL ] Saved forecast: TEF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TEF.txt [2025-12-02T20:42:21.001722] [INFO ] [sig ] [3075/3544] Completed TEF in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:21.001764] [INFO ] [sig ] [3076/3544] Forecasting TEI... [2025-12-02T20:42:21.001793] [INFO ] [sig ] Generating forecast for: TEI [2025-12-02T20:42:21.001820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-12-02T20:42:21.014226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEI'. [2025-12-02T20:42:21.014490] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-12-02T20:42:21.015277] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-12-02T20:42:21.015325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:21.015354] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:21.015379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:21.015433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:21.069281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:21.069871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:21.069947] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:21.069976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:21.184915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:21.185034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:21.185070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:21.185105] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:21.188280] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=23.36%) [2025-12-02T20:42:21.188538] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-12-02T20:42:21.188674] [INFO ] [sig ] TEI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:21.322406] [INFO ] [LOCAL ] Saved forecast: TEI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TEI.txt [2025-12-02T20:42:21.322538] [INFO ] [sig ] [3076/3544] Completed TEI in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:21.322591] [INFO ] [sig ] [3077/3544] Forecasting TEL... [2025-12-02T20:42:21.322622] [INFO ] [sig ] Generating forecast for: TEL [2025-12-02T20:42:21.322650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-12-02T20:42:21.333809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEL'. [2025-12-02T20:42:21.334084] [INFO ] [FORECASTER] Starting predict_future for TEL [2025-12-02T20:42:21.334877] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-12-02T20:42:21.334928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:21.334958] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:21.334983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:21.335036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:21.389181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:21.389781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:21.389857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:21.389887] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:21.506760] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:21.506894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:21.506931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:21.506958] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:21.510164] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-12-02T20:42:21.510428] [INFO ] [FORECASTER] Completed predict_future for TEL [2025-12-02T20:42:21.510563] [INFO ] [sig ] TEL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:21.644182] [INFO ] [LOCAL ] Saved forecast: TEL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TEL.txt [2025-12-02T20:42:21.644291] [INFO ] [sig ] [3077/3544] Completed TEL in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:21.644326] [INFO ] [sig ] [3078/3544] Forecasting TELO... [2025-12-02T20:42:21.644353] [INFO ] [sig ] Generating forecast for: TELO [2025-12-02T20:42:21.644381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'. [2025-12-02T20:42:21.655341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TELO'. [2025-12-02T20:42:21.655620] [INFO ] [FORECASTER] Starting predict_future for TELO [2025-12-02T20:42:21.656378] [DEBUG] [LOCAL ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt [2025-12-02T20:42:21.656425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:21.656454] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:21.656479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:21.656531] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:21.710958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:21.711522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:21.711622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:21.711655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:21.822545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:21.822674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:21.822709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:21.822735] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:21.825823] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=99.85%) [2025-12-02T20:42:21.826077] [INFO ] [FORECASTER] Completed predict_future for TELO [2025-12-02T20:42:21.826196] [INFO ] [sig ] TELO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:21.960859] [INFO ] [LOCAL ] Saved forecast: TELO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TELO.txt [2025-12-02T20:42:21.960971] [INFO ] [sig ] [3078/3544] Completed TELO in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:21.961007] [INFO ] [sig ] [3079/3544] Forecasting TEM... [2025-12-02T20:42:21.961034] [INFO ] [sig ] Generating forecast for: TEM [2025-12-02T20:42:21.961067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'. [2025-12-02T20:42:21.971925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEM'. [2025-12-02T20:42:21.972189] [INFO ] [FORECASTER] Starting predict_future for TEM [2025-12-02T20:42:21.972972] [DEBUG] [LOCAL ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt [2025-12-02T20:42:21.973019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:21.973049] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:21.973073] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:21.973126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:22.027516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:22.028126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:22.028201] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:22.028231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:22.148889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:22.148995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:22.149030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:22.149075] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:22.152131] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=57.50%) [2025-12-02T20:42:22.152382] [INFO ] [FORECASTER] Completed predict_future for TEM [2025-12-02T20:42:22.152498] [INFO ] [sig ] TEM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:22.286674] [INFO ] [LOCAL ] Saved forecast: TEM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TEM.txt [2025-12-02T20:42:22.286786] [INFO ] [sig ] [3079/3544] Completed TEM in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:22.286822] [INFO ] [sig ] [3080/3544] Forecasting TENB... [2025-12-02T20:42:22.286850] [INFO ] [sig ] Generating forecast for: TENB [2025-12-02T20:42:22.286878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'. [2025-12-02T20:42:22.298593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENB'. [2025-12-02T20:42:22.298889] [INFO ] [FORECASTER] Starting predict_future for TENB [2025-12-02T20:42:22.299692] [DEBUG] [LOCAL ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt [2025-12-02T20:42:22.299739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:22.299806] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:22.299842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:22.299922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:22.354655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:22.355336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:22.355413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:22.355444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:22.471628] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:22.471781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:22.471819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:22.471845] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:22.475102] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=12.01%) [2025-12-02T20:42:22.475359] [INFO ] [FORECASTER] Completed predict_future for TENB [2025-12-02T20:42:22.475475] [INFO ] [sig ] TENB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:22.612402] [INFO ] [LOCAL ] Saved forecast: TENB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TENB.txt [2025-12-02T20:42:22.612532] [INFO ] [sig ] [3080/3544] Completed TENB in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:22.612585] [INFO ] [sig ] [3081/3544] Forecasting TENX... [2025-12-02T20:42:22.612617] [INFO ] [sig ] Generating forecast for: TENX [2025-12-02T20:42:22.612646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'. [2025-12-02T20:42:22.623988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENX'. [2025-12-02T20:42:22.624310] [INFO ] [FORECASTER] Starting predict_future for TENX [2025-12-02T20:42:22.625082] [DEBUG] [LOCAL ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt [2025-12-02T20:42:22.625130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:22.625159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:22.625184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:22.625238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:22.679538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:22.680211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:22.680301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:22.680332] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:22.788455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:22.788632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:22.788675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:22.788702] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:22.791965] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=64.76%) [2025-12-02T20:42:22.792223] [INFO ] [FORECASTER] Completed predict_future for TENX [2025-12-02T20:42:22.792337] [INFO ] [sig ] TENX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:22.927206] [INFO ] [LOCAL ] Saved forecast: TENX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TENX.txt [2025-12-02T20:42:22.927336] [INFO ] [sig ] [3081/3544] Completed TENX in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:22.927371] [INFO ] [sig ] [3082/3544] Forecasting TEO... [2025-12-02T20:42:22.927398] [INFO ] [sig ] Generating forecast for: TEO [2025-12-02T20:42:22.927426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-12-02T20:42:22.938263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEO'. [2025-12-02T20:42:22.938565] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-12-02T20:42:22.939349] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-12-02T20:42:22.939398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:22.939429] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:22.939454] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:22.939507] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:22.994278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:22.994880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:22.994953] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:22.994984] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:23.112258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:23.112367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:23.112407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:23.112434] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:23.115499] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=98.58%) [2025-12-02T20:42:23.115770] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-12-02T20:42:23.115886] [INFO ] [sig ] TEO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:23.251733] [INFO ] [LOCAL ] Saved forecast: TEO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TEO.txt [2025-12-02T20:42:23.251841] [INFO ] [sig ] [3082/3544] Completed TEO in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:23.251877] [INFO ] [sig ] [3083/3544] Forecasting TERN... [2025-12-02T20:42:23.251905] [INFO ] [sig ] Generating forecast for: TERN [2025-12-02T20:42:23.251932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'. [2025-12-02T20:42:23.263661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TERN'. [2025-12-02T20:42:23.264011] [INFO ] [FORECASTER] Starting predict_future for TERN [2025-12-02T20:42:23.264903] [DEBUG] [LOCAL ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt [2025-12-02T20:42:23.264953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:23.264984] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:23.265021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:23.265076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:23.319709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:23.320523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:23.320626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:23.320660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:23.441501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:23.441692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:23.441734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:23.441807] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:23.445339] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=28.99%) [2025-12-02T20:42:23.445632] [INFO ] [FORECASTER] Completed predict_future for TERN [2025-12-02T20:42:23.445757] [INFO ] [sig ] TERN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:23.582275] [INFO ] [LOCAL ] Saved forecast: TERN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TERN.txt [2025-12-02T20:42:23.582391] [INFO ] [sig ] [3083/3544] Completed TERN in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:23.582427] [INFO ] [sig ] [3084/3544] Forecasting TEVA... [2025-12-02T20:42:23.582455] [INFO ] [sig ] Generating forecast for: TEVA [2025-12-02T20:42:23.582482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-12-02T20:42:23.593750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEVA'. [2025-12-02T20:42:23.594045] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-12-02T20:42:23.594845] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-12-02T20:42:23.594893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:23.594923] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:23.594947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:23.595000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:23.653058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:23.653698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:23.653778] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:23.653811] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:23.778217] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:23.778377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:23.778420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:23.778450] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:23.782127] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=4.96%) [2025-12-02T20:42:23.782477] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-12-02T20:42:23.782630] [INFO ] [sig ] TEVA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:23.934977] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TEVA.txt [2025-12-02T20:42:23.935134] [INFO ] [sig ] [3084/3544] Completed TEVA in 0.4s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:23.935172] [INFO ] [sig ] [3085/3544] Forecasting TEX... [2025-12-02T20:42:23.935202] [INFO ] [sig ] Generating forecast for: TEX [2025-12-02T20:42:23.935234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-12-02T20:42:23.946763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEX'. [2025-12-02T20:42:23.947054] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-12-02T20:42:23.947850] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-12-02T20:42:23.947924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:23.947955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:23.947979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:23.948034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:24.002500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:24.003109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:24.003185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:24.003214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:24.123653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:24.123778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:24.123816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:24.123842] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:24.127073] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=73.59%) [2025-12-02T20:42:24.127333] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-12-02T20:42:24.127453] [INFO ] [sig ] TEX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:24.264199] [INFO ] [LOCAL ] Saved forecast: TEX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TEX.txt [2025-12-02T20:42:24.264329] [INFO ] [sig ] [3085/3544] Completed TEX in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:24.264365] [INFO ] [sig ] [3086/3544] Forecasting TFC... [2025-12-02T20:42:24.264392] [INFO ] [sig ] Generating forecast for: TFC [2025-12-02T20:42:24.264423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-12-02T20:42:24.276272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFC'. [2025-12-02T20:42:24.276635] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-12-02T20:42:24.277407] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-12-02T20:42:24.277455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:24.277484] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:24.277508] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:24.277562] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:24.333741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:24.334535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:24.334640] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:24.334680] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:24.458040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:24.458195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:24.458235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:24.458261] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:24.461621] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=44.70%) [2025-12-02T20:42:24.461905] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-12-02T20:42:24.462036] [INFO ] [sig ] TFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:24.600553] [INFO ] [LOCAL ] Saved forecast: TFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TFC.txt [2025-12-02T20:42:24.600708] [INFO ] [sig ] [3086/3544] Completed TFC in 0.3s | 2.98 sym/s | Total: 17.2m | ETA: 2.6m [2025-12-02T20:42:24.600745] [INFO ] [sig ] [3087/3544] Forecasting TFII... [2025-12-02T20:42:24.600773] [INFO ] [sig ] Generating forecast for: TFII [2025-12-02T20:42:24.600807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-12-02T20:42:24.613009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFII'. [2025-12-02T20:42:24.613392] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-12-02T20:42:24.614197] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-12-02T20:42:24.614246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:24.614277] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:24.614303] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:24.614357] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:24.671484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:24.672364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:24.672447] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:24.672478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:24.788244] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:24.788401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:24.788440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:24.788467] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:24.791753] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=1.80%) [2025-12-02T20:42:24.792011] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-12-02T20:42:24.792130] [INFO ] [sig ] TFII: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:24.934222] [INFO ] [LOCAL ] Saved forecast: TFII 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TFII.txt [2025-12-02T20:42:24.934383] [INFO ] [sig ] [3087/3544] Completed TFII in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.6m [2025-12-02T20:42:24.934421] [INFO ] [sig ] [3088/3544] Forecasting TFIN... [2025-12-02T20:42:24.934449] [INFO ] [sig ] Generating forecast for: TFIN [2025-12-02T20:42:24.934476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-12-02T20:42:24.945828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFIN'. [2025-12-02T20:42:24.946108] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-12-02T20:42:24.946890] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-12-02T20:42:24.946943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:24.946978] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:24.947009] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:24.947076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:25.002090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:25.002972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:25.003055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:25.003085] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:25.116939] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:25.117089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:25.117128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:25.117155] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:25.120392] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=6.69%) [2025-12-02T20:42:25.120669] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-12-02T20:42:25.120785] [INFO ] [sig ] TFIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:25.256117] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TFIN.txt [2025-12-02T20:42:25.256262] [INFO ] [sig ] [3088/3544] Completed TFIN in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:25.256305] [INFO ] [sig ] [3089/3544] Forecasting TFPM... [2025-12-02T20:42:25.256339] [INFO ] [sig ] Generating forecast for: TFPM [2025-12-02T20:42:25.256374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-12-02T20:42:25.268118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFPM'. [2025-12-02T20:42:25.268431] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-12-02T20:42:25.269204] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-12-02T20:42:25.269253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:25.269284] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:25.269309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:25.269364] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:25.324536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:25.325141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:25.325216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:25.325248] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:25.448864] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:25.449014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:25.449055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:25.449080] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:25.452325] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=38.07%) [2025-12-02T20:42:25.452597] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-12-02T20:42:25.452713] [INFO ] [sig ] TFPM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:25.592392] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TFPM.txt [2025-12-02T20:42:25.592507] [INFO ] [sig ] [3089/3544] Completed TFPM in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:25.592542] [INFO ] [sig ] [3090/3544] Forecasting TFSL... [2025-12-02T20:42:25.592587] [INFO ] [sig ] Generating forecast for: TFSL [2025-12-02T20:42:25.592618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'. [2025-12-02T20:42:25.604790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFSL'. [2025-12-02T20:42:25.605097] [INFO ] [FORECASTER] Starting predict_future for TFSL [2025-12-02T20:42:25.605897] [DEBUG] [LOCAL ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt [2025-12-02T20:42:25.605945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:25.605975] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:25.606002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:25.606056] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:25.661361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:25.662019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:25.662142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:25.662174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:25.778141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:25.778298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:25.778345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:25.778395] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:25.781698] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=66.60%) [2025-12-02T20:42:25.781952] [INFO ] [FORECASTER] Completed predict_future for TFSL [2025-12-02T20:42:25.782067] [INFO ] [sig ] TFSL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:25.916978] [INFO ] [LOCAL ] Saved forecast: TFSL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TFSL.txt [2025-12-02T20:42:25.917101] [INFO ] [sig ] [3090/3544] Completed TFSL in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:25.917136] [INFO ] [sig ] [3091/3544] Forecasting TG... [2025-12-02T20:42:25.917165] [INFO ] [sig ] Generating forecast for: TG [2025-12-02T20:42:25.917193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-12-02T20:42:25.928126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TG'. [2025-12-02T20:42:25.928395] [INFO ] [FORECASTER] Starting predict_future for TG [2025-12-02T20:42:25.929181] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-12-02T20:42:25.929228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:25.929258] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:25.929285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:25.929341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:25.983527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:25.984136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:25.984211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:25.984241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:26.101072] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:26.101207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:26.101245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:26.101272] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:26.104487] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=64.06%) [2025-12-02T20:42:26.104758] [INFO ] [FORECASTER] Completed predict_future for TG [2025-12-02T20:42:26.104875] [INFO ] [sig ] TG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:26.240788] [INFO ] [LOCAL ] Saved forecast: TG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TG.txt [2025-12-02T20:42:26.240930] [INFO ] [sig ] [3091/3544] Completed TG in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:26.240966] [INFO ] [sig ] [3092/3544] Forecasting TGLS... [2025-12-02T20:42:26.240994] [INFO ] [sig ] Generating forecast for: TGLS [2025-12-02T20:42:26.241023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-12-02T20:42:26.252833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGLS'. [2025-12-02T20:42:26.253148] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-12-02T20:42:26.253940] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-12-02T20:42:26.253988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:26.254018] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:26.254043] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:26.254096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:26.308297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:26.308935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:26.309009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:26.309040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:26.431872] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:26.432017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:26.432055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:26.432082] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:26.435307] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=20.88%) [2025-12-02T20:42:26.435594] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-12-02T20:42:26.435712] [INFO ] [sig ] TGLS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:26.570686] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TGLS.txt [2025-12-02T20:42:26.570809] [INFO ] [sig ] [3092/3544] Completed TGLS in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:26.570845] [INFO ] [sig ] [3093/3544] Forecasting TGNA... [2025-12-02T20:42:26.570873] [INFO ] [sig ] Generating forecast for: TGNA [2025-12-02T20:42:26.570901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-12-02T20:42:26.582871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGNA'. [2025-12-02T20:42:26.583170] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-12-02T20:42:26.583964] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-12-02T20:42:26.584012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:26.584043] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:26.584067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:26.584121] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:26.638245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:26.638864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:26.638940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:26.638970] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:26.755626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:26.755786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:26.755825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:26.755852] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:26.759177] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=57.41%) [2025-12-02T20:42:26.759447] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-12-02T20:42:26.759566] [INFO ] [sig ] TGNA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:26.896294] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TGNA.txt [2025-12-02T20:42:26.896519] [INFO ] [sig ] [3093/3544] Completed TGNA in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:26.896560] [INFO ] [sig ] [3094/3544] Forecasting TGS... [2025-12-02T20:42:26.896619] [INFO ] [sig ] Generating forecast for: TGS [2025-12-02T20:42:26.896649] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-12-02T20:42:26.908130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGS'. [2025-12-02T20:42:26.908441] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-12-02T20:42:26.909296] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-12-02T20:42:26.909349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:26.909393] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:26.909434] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:26.909513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:26.967624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:26.968312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:26.968391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:26.968423] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:27.086914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:27.087081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:27.087127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:27.087154] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:27.090738] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=20.52%) [2025-12-02T20:42:27.091007] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-12-02T20:42:27.091146] [INFO ] [sig ] TGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:27.235331] [INFO ] [LOCAL ] Saved forecast: TGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TGS.txt [2025-12-02T20:42:27.235471] [INFO ] [sig ] [3094/3544] Completed TGS in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:27.235509] [INFO ] [sig ] [3095/3544] Forecasting TGTX... [2025-12-02T20:42:27.235538] [INFO ] [sig ] Generating forecast for: TGTX [2025-12-02T20:42:27.235567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'. [2025-12-02T20:42:27.247458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGTX'. [2025-12-02T20:42:27.247923] [INFO ] [FORECASTER] Starting predict_future for TGTX [2025-12-02T20:42:27.248771] [DEBUG] [LOCAL ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt [2025-12-02T20:42:27.248821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:27.248852] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:27.248877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:27.248931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:27.304428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:27.305303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:27.305391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:27.305423] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:27.426866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:27.426996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:27.427037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:27.427063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:27.430364] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=84.50%) [2025-12-02T20:42:27.430660] [INFO ] [FORECASTER] Completed predict_future for TGTX [2025-12-02T20:42:27.430780] [INFO ] [sig ] TGTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:27.577483] [INFO ] [LOCAL ] Saved forecast: TGTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TGTX.txt [2025-12-02T20:42:27.577646] [INFO ] [sig ] [3095/3544] Completed TGTX in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:27.577686] [INFO ] [sig ] [3096/3544] Forecasting TH... [2025-12-02T20:42:27.577714] [INFO ] [sig ] Generating forecast for: TH [2025-12-02T20:42:27.577743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'. [2025-12-02T20:42:27.588458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TH'. [2025-12-02T20:42:27.588768] [INFO ] [FORECASTER] Starting predict_future for TH [2025-12-02T20:42:27.589611] [DEBUG] [LOCAL ] No optimal features file found for TH: ./output/feature-sets/TH.txt [2025-12-02T20:42:27.589683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:27.589718] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:27.589744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:27.589800] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:27.648185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:27.649061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:27.649142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:27.649175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:27.773019] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:27.773174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:27.773214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:27.773241] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:27.776564] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=48.77%) [2025-12-02T20:42:27.776854] [INFO ] [FORECASTER] Completed predict_future for TH [2025-12-02T20:42:27.776974] [INFO ] [sig ] TH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:27.915832] [INFO ] [LOCAL ] Saved forecast: TH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TH.txt [2025-12-02T20:42:27.915979] [INFO ] [sig ] [3096/3544] Completed TH in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:27.916015] [INFO ] [sig ] [3097/3544] Forecasting THC... [2025-12-02T20:42:27.916044] [INFO ] [sig ] Generating forecast for: THC [2025-12-02T20:42:27.916074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-12-02T20:42:27.927314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THC'. [2025-12-02T20:42:27.927629] [INFO ] [FORECASTER] Starting predict_future for THC [2025-12-02T20:42:27.928460] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-12-02T20:42:27.928513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:27.928592] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:27.928635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:27.928710] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:27.985236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:27.986094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:27.986177] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:27.986209] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:28.106473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:28.106642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:28.106684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:28.106711] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:28.109998] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=17.68%) [2025-12-02T20:42:28.110257] [INFO ] [FORECASTER] Completed predict_future for THC [2025-12-02T20:42:28.110373] [INFO ] [sig ] THC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:28.248653] [INFO ] [LOCAL ] Saved forecast: THC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/THC.txt [2025-12-02T20:42:28.248801] [INFO ] [sig ] [3097/3544] Completed THC in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:28.248840] [INFO ] [sig ] [3098/3544] Forecasting THFF... [2025-12-02T20:42:28.248869] [INFO ] [sig ] Generating forecast for: THFF [2025-12-02T20:42:28.248898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'. [2025-12-02T20:42:28.260351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THFF'. [2025-12-02T20:42:28.260755] [INFO ] [FORECASTER] Starting predict_future for THFF [2025-12-02T20:42:28.261646] [DEBUG] [LOCAL ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt [2025-12-02T20:42:28.261700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:28.261733] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:28.261761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:28.261819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:28.318494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:28.319354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:28.319455] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:28.319496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:28.445202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:28.445352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:28.445392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:28.445419] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:28.448890] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=83.94%) [2025-12-02T20:42:28.449202] [INFO ] [FORECASTER] Completed predict_future for THFF [2025-12-02T20:42:28.449337] [INFO ] [sig ] THFF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:28.592878] [INFO ] [LOCAL ] Saved forecast: THFF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/THFF.txt [2025-12-02T20:42:28.593013] [INFO ] [sig ] [3098/3544] Completed THFF in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:28.593051] [INFO ] [sig ] [3099/3544] Forecasting THG... [2025-12-02T20:42:28.593078] [INFO ] [sig ] Generating forecast for: THG [2025-12-02T20:42:28.593108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-12-02T20:42:28.605168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THG'. [2025-12-02T20:42:28.605548] [INFO ] [FORECASTER] Starting predict_future for THG [2025-12-02T20:42:28.606390] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-12-02T20:42:28.606443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:28.606477] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:28.606504] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:28.606561] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:28.662650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:28.663458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:28.663541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:28.663591] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:28.784362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:28.784526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:28.784583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:28.784613] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:28.787923] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=58.27%) [2025-12-02T20:42:28.788205] [INFO ] [FORECASTER] Completed predict_future for THG [2025-12-02T20:42:28.788342] [INFO ] [sig ] THG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:28.927113] [INFO ] [LOCAL ] Saved forecast: THG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/THG.txt [2025-12-02T20:42:28.927237] [INFO ] [sig ] [3099/3544] Completed THG in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:28.927279] [INFO ] [sig ] [3100/3544] Forecasting THO... [2025-12-02T20:42:28.927308] [INFO ] [sig ] Generating forecast for: THO [2025-12-02T20:42:28.927338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-12-02T20:42:28.938166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THO'. [2025-12-02T20:42:28.938433] [INFO ] [FORECASTER] Starting predict_future for THO [2025-12-02T20:42:28.939199] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-12-02T20:42:28.939248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:28.939279] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:28.939304] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:28.939363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:28.994625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:28.995206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:28.995280] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:28.995310] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:29.114806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:29.114954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:29.114992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:29.115057] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:29.118701] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=3.37%) [2025-12-02T20:42:29.119015] [INFO ] [FORECASTER] Completed predict_future for THO [2025-12-02T20:42:29.119164] [INFO ] [sig ] THO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:29.262159] [INFO ] [LOCAL ] Saved forecast: THO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/THO.txt [2025-12-02T20:42:29.262282] [INFO ] [sig ] [3100/3544] Completed THO in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:29.262318] [INFO ] [sig ] [3101/3544] Forecasting THQ... [2025-12-02T20:42:29.262345] [INFO ] [sig ] Generating forecast for: THQ [2025-12-02T20:42:29.262374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-12-02T20:42:29.273351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THQ'. [2025-12-02T20:42:29.273647] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-12-02T20:42:29.274440] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-12-02T20:42:29.274491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:29.274523] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:29.274549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:29.274623] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:29.329781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:29.330370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:29.330448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:29.330479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:29.450457] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:29.450609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:29.450648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:29.450675] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:29.453888] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=69.98%) [2025-12-02T20:42:29.454142] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-12-02T20:42:29.454272] [INFO ] [sig ] THQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:29.589867] [INFO ] [LOCAL ] Saved forecast: THQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/THQ.txt [2025-12-02T20:42:29.589989] [INFO ] [sig ] [3101/3544] Completed THQ in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:29.590024] [INFO ] [sig ] [3102/3544] Forecasting THRM... [2025-12-02T20:42:29.590052] [INFO ] [sig ] Generating forecast for: THRM [2025-12-02T20:42:29.590081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'. [2025-12-02T20:42:29.601178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRM'. [2025-12-02T20:42:29.601478] [INFO ] [FORECASTER] Starting predict_future for THRM [2025-12-02T20:42:29.602327] [DEBUG] [LOCAL ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt [2025-12-02T20:42:29.602382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:29.602414] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:29.602441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:29.602498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:29.658341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:29.658941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:29.659014] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:29.659043] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:29.780528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:29.780686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:29.780725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:29.780753] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:29.783978] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=0.49%) [2025-12-02T20:42:29.784233] [INFO ] [FORECASTER] Completed predict_future for THRM [2025-12-02T20:42:29.784348] [INFO ] [sig ] THRM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:29.919644] [INFO ] [LOCAL ] Saved forecast: THRM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/THRM.txt [2025-12-02T20:42:29.919767] [INFO ] [sig ] [3102/3544] Completed THRM in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:29.919802] [INFO ] [sig ] [3103/3544] Forecasting THRY... [2025-12-02T20:42:29.919830] [INFO ] [sig ] Generating forecast for: THRY [2025-12-02T20:42:29.919858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'. [2025-12-02T20:42:29.930911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRY'. [2025-12-02T20:42:29.931197] [INFO ] [FORECASTER] Starting predict_future for THRY [2025-12-02T20:42:29.931983] [DEBUG] [LOCAL ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt [2025-12-02T20:42:29.932031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:29.932061] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:29.932086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:29.932140] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:29.986288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:29.986913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:29.986989] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:29.987019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:30.113019] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:30.113169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:30.113230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:30.113259] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:30.116548] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=33.72%) [2025-12-02T20:42:30.116820] [INFO ] [FORECASTER] Completed predict_future for THRY [2025-12-02T20:42:30.116935] [INFO ] [sig ] THRY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:30.251567] [INFO ] [LOCAL ] Saved forecast: THRY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/THRY.txt [2025-12-02T20:42:30.251713] [INFO ] [sig ] [3103/3544] Completed THRY in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:30.251749] [INFO ] [sig ] [3104/3544] Forecasting THS... [2025-12-02T20:42:30.251776] [INFO ] [sig ] Generating forecast for: THS [2025-12-02T20:42:30.251813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-12-02T20:42:30.262420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THS'. [2025-12-02T20:42:30.262708] [INFO ] [FORECASTER] Starting predict_future for THS [2025-12-02T20:42:30.263472] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-12-02T20:42:30.263520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:30.263551] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:30.263599] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:30.263657] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:30.318757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:30.319341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:30.319429] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:30.319462] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:30.440642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:30.440741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:30.440778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:30.440804] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:30.444175] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=38.37%) [2025-12-02T20:42:30.444442] [INFO ] [FORECASTER] Completed predict_future for THS [2025-12-02T20:42:30.444561] [INFO ] [sig ] THS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:30.581878] [INFO ] [LOCAL ] Saved forecast: THS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/THS.txt [2025-12-02T20:42:30.581991] [INFO ] [sig ] [3104/3544] Completed THS in 0.3s | 2.98 sym/s | Total: 17.3m | ETA: 2.5m [2025-12-02T20:42:30.582027] [INFO ] [sig ] [3105/3544] Forecasting TIGO... [2025-12-02T20:42:30.582055] [INFO ] [sig ] Generating forecast for: TIGO [2025-12-02T20:42:30.582083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'. [2025-12-02T20:42:30.591702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIGO'. [2025-12-02T20:42:30.591974] [INFO ] [FORECASTER] Starting predict_future for TIGO [2025-12-02T20:42:30.592759] [DEBUG] [LOCAL ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt [2025-12-02T20:42:30.592807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:30.592837] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:30.592862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:30.592916] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:30.648307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:30.648918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:30.648993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:30.649023] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:30.762116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:30.762233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:30.762269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:30.762295] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:30.765428] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=21.75%) [2025-12-02T20:42:30.765700] [INFO ] [FORECASTER] Completed predict_future for TIGO [2025-12-02T20:42:30.765814] [INFO ] [sig ] TIGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:30.901009] [INFO ] [LOCAL ] Saved forecast: TIGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TIGO.txt [2025-12-02T20:42:30.901115] [INFO ] [sig ] [3105/3544] Completed TIGO in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.5m [2025-12-02T20:42:30.901151] [INFO ] [sig ] [3106/3544] Forecasting TIL... [2025-12-02T20:42:30.901178] [INFO ] [sig ] Generating forecast for: TIL [2025-12-02T20:42:30.901206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'. [2025-12-02T20:42:30.911711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIL'. [2025-12-02T20:42:30.912003] [INFO ] [FORECASTER] Starting predict_future for TIL [2025-12-02T20:42:30.912807] [DEBUG] [LOCAL ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt [2025-12-02T20:42:30.912855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:30.912885] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:30.912910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:30.912964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:30.968161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:30.968851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:30.968926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:30.968955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:31.087840] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:31.087995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:31.088034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:31.088060] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:31.091286] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=63.27%) [2025-12-02T20:42:31.091543] [INFO ] [FORECASTER] Completed predict_future for TIL [2025-12-02T20:42:31.091676] [INFO ] [sig ] TIL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:31.226178] [INFO ] [LOCAL ] Saved forecast: TIL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TIL.txt [2025-12-02T20:42:31.226322] [INFO ] [sig ] [3106/3544] Completed TIL in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:31.226359] [INFO ] [sig ] [3107/3544] Forecasting TILE... [2025-12-02T20:42:31.226389] [INFO ] [sig ] Generating forecast for: TILE [2025-12-02T20:42:31.226422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'. [2025-12-02T20:42:31.237593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TILE'. [2025-12-02T20:42:31.237867] [INFO ] [FORECASTER] Starting predict_future for TILE [2025-12-02T20:42:31.238719] [DEBUG] [LOCAL ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt [2025-12-02T20:42:31.238768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:31.238808] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:31.238836] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:31.238890] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:31.294107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:31.295002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:31.295117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:31.295149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:31.417651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:31.417801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:31.417843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:31.417872] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:31.421213] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-12-02T20:42:31.421483] [INFO ] [FORECASTER] Completed predict_future for TILE [2025-12-02T20:42:31.421628] [INFO ] [sig ] TILE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:31.557699] [INFO ] [LOCAL ] Saved forecast: TILE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TILE.txt [2025-12-02T20:42:31.557830] [INFO ] [sig ] [3107/3544] Completed TILE in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:31.557866] [INFO ] [sig ] [3108/3544] Forecasting TIMB... [2025-12-02T20:42:31.557911] [INFO ] [sig ] Generating forecast for: TIMB [2025-12-02T20:42:31.557941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-12-02T20:42:31.569082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIMB'. [2025-12-02T20:42:31.569403] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-12-02T20:42:31.570181] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-12-02T20:42:31.570230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:31.570261] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:31.570286] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:31.570340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:31.625786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:31.626442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:31.626519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:31.626551] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:31.747813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:31.747977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:31.748019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:31.748046] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:31.751465] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=28.95%) [2025-12-02T20:42:31.751753] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-12-02T20:42:31.751874] [INFO ] [sig ] TIMB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:31.890193] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TIMB.txt [2025-12-02T20:42:31.890321] [INFO ] [sig ] [3108/3544] Completed TIMB in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:31.890357] [INFO ] [sig ] [3109/3544] Forecasting TITN... [2025-12-02T20:42:31.890386] [INFO ] [sig ] Generating forecast for: TITN [2025-12-02T20:42:31.890416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'. [2025-12-02T20:42:31.902079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TITN'. [2025-12-02T20:42:31.902490] [INFO ] [FORECASTER] Starting predict_future for TITN [2025-12-02T20:42:31.903306] [DEBUG] [LOCAL ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt [2025-12-02T20:42:31.903356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:31.903387] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:31.903412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:31.903466] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:31.958226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:31.959080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:31.959165] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:31.959197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:32.076449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:32.076618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:32.076660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:32.076687] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:32.079991] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=80.20%) [2025-12-02T20:42:32.080264] [INFO ] [FORECASTER] Completed predict_future for TITN [2025-12-02T20:42:32.080388] [INFO ] [sig ] TITN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:32.219149] [INFO ] [LOCAL ] Saved forecast: TITN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TITN.txt [2025-12-02T20:42:32.219292] [INFO ] [sig ] [3109/3544] Completed TITN in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:32.219329] [INFO ] [sig ] [3110/3544] Forecasting TJX... [2025-12-02T20:42:32.219356] [INFO ] [sig ] Generating forecast for: TJX [2025-12-02T20:42:32.219385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-12-02T20:42:32.230437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TJX'. [2025-12-02T20:42:32.230765] [INFO ] [FORECASTER] Starting predict_future for TJX [2025-12-02T20:42:32.231515] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-12-02T20:42:32.231563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:32.231613] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:32.231639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:32.231692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:32.286762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:32.287604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:32.287683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:32.287714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:32.409844] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:32.409997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:32.410037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:32.410066] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:32.413328] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=34.45%) [2025-12-02T20:42:32.413613] [INFO ] [FORECASTER] Completed predict_future for TJX [2025-12-02T20:42:32.413736] [INFO ] [sig ] TJX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:32.559508] [INFO ] [LOCAL ] Saved forecast: TJX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TJX.txt [2025-12-02T20:42:32.559821] [INFO ] [sig ] [3110/3544] Completed TJX in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:32.559888] [INFO ] [sig ] [3111/3544] Forecasting TK... [2025-12-02T20:42:32.559936] [INFO ] [sig ] Generating forecast for: TK [2025-12-02T20:42:32.559972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-12-02T20:42:32.571498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TK'. [2025-12-02T20:42:32.571842] [INFO ] [FORECASTER] Starting predict_future for TK [2025-12-02T20:42:32.572626] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-12-02T20:42:32.572675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:32.572706] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:32.572731] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:32.572784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:32.630473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:32.631341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:32.631439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:32.631478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:32.753215] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:32.753367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:32.753408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:32.753438] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:32.756818] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=70.05%) [2025-12-02T20:42:32.757086] [INFO ] [FORECASTER] Completed predict_future for TK [2025-12-02T20:42:32.757207] [INFO ] [sig ] TK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:32.900540] [INFO ] [LOCAL ] Saved forecast: TK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TK.txt [2025-12-02T20:42:32.900718] [INFO ] [sig ] [3111/3544] Completed TK in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:32.900755] [INFO ] [sig ] [3112/3544] Forecasting TKC... [2025-12-02T20:42:32.900784] [INFO ] [sig ] Generating forecast for: TKC [2025-12-02T20:42:32.900814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-12-02T20:42:32.912448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKC'. [2025-12-02T20:42:32.912786] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-12-02T20:42:32.913629] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-12-02T20:42:32.913679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:32.913710] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:32.913736] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:32.913790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:32.968835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:32.969704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:32.969789] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:32.969822] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:33.088348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:33.088503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:33.088543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:33.088586] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:33.091833] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=37.79%) [2025-12-02T20:42:33.092092] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-12-02T20:42:33.092208] [INFO ] [sig ] TKC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:33.231133] [INFO ] [LOCAL ] Saved forecast: TKC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TKC.txt [2025-12-02T20:42:33.231271] [INFO ] [sig ] [3112/3544] Completed TKC in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:33.231309] [INFO ] [sig ] [3113/3544] Forecasting TKNO... [2025-12-02T20:42:33.231336] [INFO ] [sig ] Generating forecast for: TKNO [2025-12-02T20:42:33.231364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'. [2025-12-02T20:42:33.242692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKNO'. [2025-12-02T20:42:33.242976] [INFO ] [FORECASTER] Starting predict_future for TKNO [2025-12-02T20:42:33.243811] [DEBUG] [LOCAL ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt [2025-12-02T20:42:33.243861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:33.243891] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:33.243916] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:33.243971] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:33.300364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:33.301030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:33.301112] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:33.301144] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:33.418009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:33.418155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:33.418195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:33.418224] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:33.421629] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=16.23%) [2025-12-02T20:42:33.421902] [INFO ] [FORECASTER] Completed predict_future for TKNO [2025-12-02T20:42:33.422024] [INFO ] [sig ] TKNO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:33.568362] [INFO ] [LOCAL ] Saved forecast: TKNO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TKNO.txt [2025-12-02T20:42:33.568510] [INFO ] [sig ] [3113/3544] Completed TKNO in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:33.568554] [INFO ] [sig ] [3114/3544] Forecasting TKO... [2025-12-02T20:42:33.568598] [INFO ] [sig ] Generating forecast for: TKO [2025-12-02T20:42:33.568629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-12-02T20:42:33.580050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKO'. [2025-12-02T20:42:33.580400] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-12-02T20:42:33.581219] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-12-02T20:42:33.581268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:33.581341] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:33.581368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:33.581421] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:33.639345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:33.640230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:33.640318] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:33.640349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:33.762560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:33.762732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:33.762773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:33.762817] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:33.766166] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=76.46%) [2025-12-02T20:42:33.766429] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-12-02T20:42:33.766546] [INFO ] [sig ] TKO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:33.903334] [INFO ] [LOCAL ] Saved forecast: TKO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TKO.txt [2025-12-02T20:42:33.903491] [INFO ] [sig ] [3114/3544] Completed TKO in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:33.903532] [INFO ] [sig ] [3115/3544] Forecasting TLK... [2025-12-02T20:42:33.903562] [INFO ] [sig ] Generating forecast for: TLK [2025-12-02T20:42:33.903704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-12-02T20:42:33.915550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLK'. [2025-12-02T20:42:33.915892] [INFO ] [FORECASTER] Starting predict_future for TLK [2025-12-02T20:42:33.916680] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-12-02T20:42:33.916728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:33.916758] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:33.916783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:33.916837] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:33.974129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:33.974848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:33.974927] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:33.974959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:34.097856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:34.098021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:34.098062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:34.098089] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:34.101415] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=43.48%) [2025-12-02T20:42:34.101711] [INFO ] [FORECASTER] Completed predict_future for TLK [2025-12-02T20:42:34.101874] [INFO ] [sig ] TLK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:34.242777] [INFO ] [LOCAL ] Saved forecast: TLK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TLK.txt [2025-12-02T20:42:34.242907] [INFO ] [sig ] [3115/3544] Completed TLK in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:34.242943] [INFO ] [sig ] [3116/3544] Forecasting TLN... [2025-12-02T20:42:34.242970] [INFO ] [sig ] Generating forecast for: TLN [2025-12-02T20:42:34.242999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'. [2025-12-02T20:42:34.254315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLN'. [2025-12-02T20:42:34.254655] [INFO ] [FORECASTER] Starting predict_future for TLN [2025-12-02T20:42:34.255435] [DEBUG] [LOCAL ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt [2025-12-02T20:42:34.255484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:34.255520] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:34.255548] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:34.255625] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:34.313445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:34.314181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:34.314261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:34.314294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:34.434772] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:34.434921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:34.434962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:34.434990] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:34.438330] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=3.57%) [2025-12-02T20:42:34.438646] [INFO ] [FORECASTER] Completed predict_future for TLN [2025-12-02T20:42:34.438767] [INFO ] [sig ] TLN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:34.587363] [INFO ] [LOCAL ] Saved forecast: TLN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TLN.txt [2025-12-02T20:42:34.587520] [INFO ] [sig ] [3116/3544] Completed TLN in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:34.587560] [INFO ] [sig ] [3117/3544] Forecasting TLS... [2025-12-02T20:42:34.587612] [INFO ] [sig ] Generating forecast for: TLS [2025-12-02T20:42:34.587646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'. [2025-12-02T20:42:34.598033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLS'. [2025-12-02T20:42:34.598390] [INFO ] [FORECASTER] Starting predict_future for TLS [2025-12-02T20:42:34.599192] [DEBUG] [LOCAL ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt [2025-12-02T20:42:34.599244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:34.599275] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:34.599302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:34.599357] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:34.659452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:34.660302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:34.660384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:34.660418] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:34.774755] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:34.774903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:34.774942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:34.774969] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:34.778302] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=94.84%) [2025-12-02T20:42:34.778629] [INFO ] [FORECASTER] Completed predict_future for TLS [2025-12-02T20:42:34.778753] [INFO ] [sig ] TLS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:34.912762] [INFO ] [LOCAL ] Saved forecast: TLS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TLS.txt [2025-12-02T20:42:34.912901] [INFO ] [sig ] [3117/3544] Completed TLS in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:34.912939] [INFO ] [sig ] [3118/3544] Forecasting TLSA... [2025-12-02T20:42:34.912967] [INFO ] [sig ] Generating forecast for: TLSA [2025-12-02T20:42:34.912996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'. [2025-12-02T20:42:34.923867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSA'. [2025-12-02T20:42:34.924173] [INFO ] [FORECASTER] Starting predict_future for TLSA [2025-12-02T20:42:34.924962] [DEBUG] [LOCAL ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt [2025-12-02T20:42:34.925010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:34.925040] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:34.925065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:34.925131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:34.980175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:34.980920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:34.981001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:34.981030] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:35.100418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:35.100559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:35.100616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:35.100644] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:35.103866] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=74.33%) [2025-12-02T20:42:35.104119] [INFO ] [FORECASTER] Completed predict_future for TLSA [2025-12-02T20:42:35.104234] [INFO ] [sig ] TLSA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:35.239915] [INFO ] [LOCAL ] Saved forecast: TLSA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TLSA.txt [2025-12-02T20:42:35.240048] [INFO ] [sig ] [3118/3544] Completed TLSA in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:35.240085] [INFO ] [sig ] [3119/3544] Forecasting TLSI... [2025-12-02T20:42:35.240112] [INFO ] [sig ] Generating forecast for: TLSI [2025-12-02T20:42:35.240141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'. [2025-12-02T20:42:35.249818] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSI'. [2025-12-02T20:42:35.250069] [INFO ] [FORECASTER] Starting predict_future for TLSI [2025-12-02T20:42:35.250844] [DEBUG] [LOCAL ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt [2025-12-02T20:42:35.250892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:35.250922] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:35.250947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:35.251001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:35.306366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:35.307060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:35.307135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:35.307165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:35.422328] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:35.422483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:35.422524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:35.422551] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:35.425849] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=29.73%) [2025-12-02T20:42:35.426107] [INFO ] [FORECASTER] Completed predict_future for TLSI [2025-12-02T20:42:35.426225] [INFO ] [sig ] TLSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:35.564472] [INFO ] [LOCAL ] Saved forecast: TLSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TLSI.txt [2025-12-02T20:42:35.564624] [INFO ] [sig ] [3119/3544] Completed TLSI in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:35.564665] [INFO ] [sig ] [3120/3544] Forecasting TLYS... [2025-12-02T20:42:35.564695] [INFO ] [sig ] Generating forecast for: TLYS [2025-12-02T20:42:35.564726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-12-02T20:42:35.576134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLYS'. [2025-12-02T20:42:35.576452] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-12-02T20:42:35.577238] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-12-02T20:42:35.577306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:35.577338] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:35.577364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:35.577418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:35.632682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:35.633437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:35.633516] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:35.633547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:35.751899] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:35.752068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:35.752109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:35.752135] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:35.755363] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=79.25%) [2025-12-02T20:42:35.755633] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-12-02T20:42:35.755751] [INFO ] [sig ] TLYS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:35.896305] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TLYS.txt [2025-12-02T20:42:35.896454] [INFO ] [sig ] [3120/3544] Completed TLYS in 0.3s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:35.896494] [INFO ] [sig ] [3121/3544] Forecasting TM... [2025-12-02T20:42:35.896522] [INFO ] [sig ] Generating forecast for: TM [2025-12-02T20:42:35.896552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-12-02T20:42:35.908325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TM'. [2025-12-02T20:42:35.908751] [INFO ] [FORECASTER] Starting predict_future for TM [2025-12-02T20:42:35.909594] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-12-02T20:42:35.909645] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:35.909676] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:35.909701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:35.909755] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:35.967225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:35.968155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:35.968241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:35.968272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:36.102751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:36.102909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:36.102953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:36.102981] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:36.106446] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=28.87%) [2025-12-02T20:42:36.106755] [INFO ] [FORECASTER] Completed predict_future for TM [2025-12-02T20:42:36.106889] [INFO ] [sig ] TM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:36.250925] [INFO ] [LOCAL ] Saved forecast: TM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TM.txt [2025-12-02T20:42:36.251083] [INFO ] [sig ] [3121/3544] Completed TM in 0.4s | 2.98 sym/s | Total: 17.4m | ETA: 2.4m [2025-12-02T20:42:36.251120] [INFO ] [sig ] [3122/3544] Forecasting TMC... [2025-12-02T20:42:36.251147] [INFO ] [sig ] Generating forecast for: TMC [2025-12-02T20:42:36.251176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'. [2025-12-02T20:42:36.267535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMC'. [2025-12-02T20:42:36.268054] [INFO ] [FORECASTER] Starting predict_future for TMC [2025-12-02T20:42:36.269197] [DEBUG] [LOCAL ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt [2025-12-02T20:42:36.269263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:36.269313] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:36.269360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:36.269450] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:36.350015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:36.350893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:36.350977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:36.351009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:36.492167] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:36.492324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:36.492365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:36.492394] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:36.495804] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=10.25%) [2025-12-02T20:42:36.496090] [INFO ] [FORECASTER] Completed predict_future for TMC [2025-12-02T20:42:36.496217] [INFO ] [sig ] TMC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:36.635068] [INFO ] [LOCAL ] Saved forecast: TMC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TMC.txt [2025-12-02T20:42:36.635222] [INFO ] [sig ] [3122/3544] Completed TMC in 0.4s | 2.98 sym/s | Total: 17.5m | ETA: 2.4m [2025-12-02T20:42:36.635259] [INFO ] [sig ] [3123/3544] Forecasting TMCI... [2025-12-02T20:42:36.635286] [INFO ] [sig ] Generating forecast for: TMCI [2025-12-02T20:42:36.635314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'. [2025-12-02T20:42:36.645727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMCI'. [2025-12-02T20:42:36.646110] [INFO ] [FORECASTER] Starting predict_future for TMCI [2025-12-02T20:42:36.647288] [DEBUG] [LOCAL ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt [2025-12-02T20:42:36.647340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:36.647371] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:36.647395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:36.647449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:36.704920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:36.705987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:36.706068] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:36.706100] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:36.833740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:36.833911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:36.833963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:36.833992] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:36.837482] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-12-02T20:42:36.837818] [INFO ] [FORECASTER] Completed predict_future for TMCI [2025-12-02T20:42:36.837991] [INFO ] [sig ] TMCI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:36.985258] [INFO ] [LOCAL ] Saved forecast: TMCI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TMCI.txt [2025-12-02T20:42:36.985419] [INFO ] [sig ] [3123/3544] Completed TMCI in 0.4s | 2.98 sym/s | Total: 17.5m | ETA: 2.4m [2025-12-02T20:42:36.985458] [INFO ] [sig ] [3124/3544] Forecasting TMDX... [2025-12-02T20:42:36.985486] [INFO ] [sig ] Generating forecast for: TMDX [2025-12-02T20:42:36.985524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'. [2025-12-02T20:42:36.998281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMDX'. [2025-12-02T20:42:36.998694] [INFO ] [FORECASTER] Starting predict_future for TMDX [2025-12-02T20:42:36.999508] [DEBUG] [LOCAL ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt [2025-12-02T20:42:36.999564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:36.999620] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:36.999648] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:36.999703] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:37.056268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:37.057158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:37.057278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:37.057311] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:37.201965] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:37.202123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:37.202165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:37.202192] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:37.205631] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=24.34%) [2025-12-02T20:42:37.205931] [INFO ] [FORECASTER] Completed predict_future for TMDX [2025-12-02T20:42:37.206062] [INFO ] [sig ] TMDX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:37.369223] [INFO ] [LOCAL ] Saved forecast: TMDX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TMDX.txt [2025-12-02T20:42:37.369376] [INFO ] [sig ] [3124/3544] Completed TMDX in 0.4s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:37.369415] [INFO ] [sig ] [3125/3544] Forecasting TME... [2025-12-02T20:42:37.369444] [INFO ] [sig ] Generating forecast for: TME [2025-12-02T20:42:37.369475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-12-02T20:42:37.384998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TME'. [2025-12-02T20:42:37.385459] [INFO ] [FORECASTER] Starting predict_future for TME [2025-12-02T20:42:37.386637] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-12-02T20:42:37.386704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:37.386756] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:37.386803] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:37.386895] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:37.451757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:37.452712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:37.452820] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:37.452853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:37.584511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:37.584872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:37.584913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:37.584940] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:37.588995] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=92.89%) [2025-12-02T20:42:37.589315] [INFO ] [FORECASTER] Completed predict_future for TME [2025-12-02T20:42:37.589472] [INFO ] [sig ] TME: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:37.763257] [INFO ] [LOCAL ] Saved forecast: TME 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TME.txt [2025-12-02T20:42:37.763414] [INFO ] [sig ] [3125/3544] Completed TME in 0.4s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:37.763457] [INFO ] [sig ] [3126/3544] Forecasting TMHC... [2025-12-02T20:42:37.763486] [INFO ] [sig ] Generating forecast for: TMHC [2025-12-02T20:42:37.763520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-12-02T20:42:37.775208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMHC'. [2025-12-02T20:42:37.775636] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-12-02T20:42:37.776463] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-12-02T20:42:37.776514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:37.776547] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:37.776598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:37.776664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:37.833143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:37.834037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:37.834125] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:37.834159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:37.949214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:37.949363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:37.949405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:37.949433] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:37.952900] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=45.42%) [2025-12-02T20:42:37.953171] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-12-02T20:42:37.953293] [INFO ] [sig ] TMHC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:38.092466] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TMHC.txt [2025-12-02T20:42:38.092622] [INFO ] [sig ] [3126/3544] Completed TMHC in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:38.092662] [INFO ] [sig ] [3127/3544] Forecasting TMUS... [2025-12-02T20:42:38.092690] [INFO ] [sig ] Generating forecast for: TMUS [2025-12-02T20:42:38.092720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'. [2025-12-02T20:42:38.103781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMUS'. [2025-12-02T20:42:38.104065] [INFO ] [FORECASTER] Starting predict_future for TMUS [2025-12-02T20:42:38.104855] [DEBUG] [LOCAL ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt [2025-12-02T20:42:38.104907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:38.104938] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:38.104963] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:38.105017] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:38.160737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:38.161329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:38.161401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:38.161431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:38.285547] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:38.285725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:38.285769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:38.285797] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:38.289088] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=13.57%) [2025-12-02T20:42:38.289344] [INFO ] [FORECASTER] Completed predict_future for TMUS [2025-12-02T20:42:38.289459] [INFO ] [sig ] TMUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:38.426298] [INFO ] [LOCAL ] Saved forecast: TMUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TMUS.txt [2025-12-02T20:42:38.426454] [INFO ] [sig ] [3127/3544] Completed TMUS in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:38.426491] [INFO ] [sig ] [3128/3544] Forecasting TNC... [2025-12-02T20:42:38.426519] [INFO ] [sig ] Generating forecast for: TNC [2025-12-02T20:42:38.426550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-12-02T20:42:38.438026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNC'. [2025-12-02T20:42:38.438318] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-12-02T20:42:38.439142] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-12-02T20:42:38.439191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:38.439221] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:38.439246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:38.439301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:38.496364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:38.497085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:38.497162] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:38.497193] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:38.613870] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:38.614011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:38.614049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:38.614076] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:38.617312] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=41.24%) [2025-12-02T20:42:38.617590] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-12-02T20:42:38.617711] [INFO ] [sig ] TNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:38.756050] [INFO ] [LOCAL ] Saved forecast: TNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TNC.txt [2025-12-02T20:42:38.756173] [INFO ] [sig ] [3128/3544] Completed TNC in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:38.756210] [INFO ] [sig ] [3129/3544] Forecasting TNDM... [2025-12-02T20:42:38.756237] [INFO ] [sig ] Generating forecast for: TNDM [2025-12-02T20:42:38.756266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'. [2025-12-02T20:42:38.767664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNDM'. [2025-12-02T20:42:38.767990] [INFO ] [FORECASTER] Starting predict_future for TNDM [2025-12-02T20:42:38.768864] [DEBUG] [LOCAL ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt [2025-12-02T20:42:38.768913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:38.768944] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:38.768971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:38.769026] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:38.826407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:38.827156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:38.827233] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:38.827266] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:38.949191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:38.949327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:38.949367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:38.949394] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:38.952611] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=89.78%) [2025-12-02T20:42:38.952864] [INFO ] [FORECASTER] Completed predict_future for TNDM [2025-12-02T20:42:38.952978] [INFO ] [sig ] TNDM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:39.094219] [INFO ] [LOCAL ] Saved forecast: TNDM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TNDM.txt [2025-12-02T20:42:39.094356] [INFO ] [sig ] [3129/3544] Completed TNDM in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:39.094393] [INFO ] [sig ] [3130/3544] Forecasting TNGX... [2025-12-02T20:42:39.094421] [INFO ] [sig ] Generating forecast for: TNGX [2025-12-02T20:42:39.094449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'. [2025-12-02T20:42:39.106563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNGX'. [2025-12-02T20:42:39.106876] [INFO ] [FORECASTER] Starting predict_future for TNGX [2025-12-02T20:42:39.107689] [DEBUG] [LOCAL ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt [2025-12-02T20:42:39.107737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:39.107767] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:39.107793] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:39.107847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:39.163843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:39.164450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:39.164538] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:39.164598] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:39.281139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:39.281282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:39.281325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:39.281354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:39.284688] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-12-02T20:42:39.284950] [INFO ] [FORECASTER] Completed predict_future for TNGX [2025-12-02T20:42:39.285070] [INFO ] [sig ] TNGX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:39.422530] [INFO ] [LOCAL ] Saved forecast: TNGX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TNGX.txt [2025-12-02T20:42:39.422685] [INFO ] [sig ] [3130/3544] Completed TNGX in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:39.422723] [INFO ] [sig ] [3131/3544] Forecasting TNK... [2025-12-02T20:42:39.422751] [INFO ] [sig ] Generating forecast for: TNK [2025-12-02T20:42:39.422778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-12-02T20:42:39.434299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNK'. [2025-12-02T20:42:39.434604] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-12-02T20:42:39.435383] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-12-02T20:42:39.435432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:39.435512] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:39.435542] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:39.435615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:39.493699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:39.494433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:39.494512] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:39.494546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:39.614325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:39.614468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:39.614518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:39.614557] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:39.617999] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=38.07%) [2025-12-02T20:42:39.618281] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-12-02T20:42:39.618404] [INFO ] [sig ] TNK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:39.754864] [INFO ] [LOCAL ] Saved forecast: TNK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TNK.txt [2025-12-02T20:42:39.755000] [INFO ] [sig ] [3131/3544] Completed TNK in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:39.755037] [INFO ] [sig ] [3132/3544] Forecasting TNL... [2025-12-02T20:42:39.755065] [INFO ] [sig ] Generating forecast for: TNL [2025-12-02T20:42:39.755094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-12-02T20:42:39.766051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNL'. [2025-12-02T20:42:39.766348] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-12-02T20:42:39.767172] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-12-02T20:42:39.767222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:39.767254] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:39.767280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:39.767335] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:39.824272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:39.825200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:39.825299] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:39.825339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:39.962926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:39.963075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:39.963117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:39.963145] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:39.966446] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=48.48%) [2025-12-02T20:42:39.966738] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-12-02T20:42:39.966858] [INFO ] [sig ] TNL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:40.103050] [INFO ] [LOCAL ] Saved forecast: TNL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TNL.txt [2025-12-02T20:42:40.103205] [INFO ] [sig ] [3132/3544] Completed TNL in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:40.103243] [INFO ] [sig ] [3133/3544] Forecasting TNON... [2025-12-02T20:42:40.103270] [INFO ] [sig ] Generating forecast for: TNON [2025-12-02T20:42:40.103299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'. [2025-12-02T20:42:40.114785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNON'. [2025-12-02T20:42:40.115134] [INFO ] [FORECASTER] Starting predict_future for TNON [2025-12-02T20:42:40.115938] [DEBUG] [LOCAL ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt [2025-12-02T20:42:40.115988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:40.116019] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:40.116045] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:40.116100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:40.171941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:40.172898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:40.172984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:40.173015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:40.293402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:40.293553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:40.293612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:40.293640] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:40.296863] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=34.14%) [2025-12-02T20:42:40.297128] [INFO ] [FORECASTER] Completed predict_future for TNON [2025-12-02T20:42:40.297247] [INFO ] [sig ] TNON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:40.436930] [INFO ] [LOCAL ] Saved forecast: TNON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TNON.txt [2025-12-02T20:42:40.437066] [INFO ] [sig ] [3133/3544] Completed TNON in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:40.437103] [INFO ] [sig ] [3134/3544] Forecasting TNXP... [2025-12-02T20:42:40.437131] [INFO ] [sig ] Generating forecast for: TNXP [2025-12-02T20:42:40.437163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'. [2025-12-02T20:42:40.449159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNXP'. [2025-12-02T20:42:40.449493] [INFO ] [FORECASTER] Starting predict_future for TNXP [2025-12-02T20:42:40.450304] [DEBUG] [LOCAL ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt [2025-12-02T20:42:40.450355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:40.450391] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:40.450429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:40.450499] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:40.505898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:40.506640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:40.506718] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:40.506750] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:40.628106] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:40.628259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:40.628299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:40.628360] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:40.631666] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=44.45%) [2025-12-02T20:42:40.631934] [INFO ] [FORECASTER] Completed predict_future for TNXP [2025-12-02T20:42:40.632053] [INFO ] [sig ] TNXP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:40.766706] [INFO ] [LOCAL ] Saved forecast: TNXP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TNXP.txt [2025-12-02T20:42:40.766836] [INFO ] [sig ] [3134/3544] Completed TNXP in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:40.766879] [INFO ] [sig ] [3135/3544] Forecasting TNYA... [2025-12-02T20:42:40.766908] [INFO ] [sig ] Generating forecast for: TNYA [2025-12-02T20:42:40.766937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'. [2025-12-02T20:42:40.778270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNYA'. [2025-12-02T20:42:40.778604] [INFO ] [FORECASTER] Starting predict_future for TNYA [2025-12-02T20:42:40.779379] [DEBUG] [LOCAL ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt [2025-12-02T20:42:40.779427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:40.779457] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:40.779481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:40.779535] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:40.834367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:40.835204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:40.835284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:40.835315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:40.959943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:40.960090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:40.960130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:40.960157] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:40.963456] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=49.47%) [2025-12-02T20:42:40.963733] [INFO ] [FORECASTER] Completed predict_future for TNYA [2025-12-02T20:42:40.963851] [INFO ] [sig ] TNYA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:41.098621] [INFO ] [LOCAL ] Saved forecast: TNYA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TNYA.txt [2025-12-02T20:42:41.098760] [INFO ] [sig ] [3135/3544] Completed TNYA in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:41.098796] [INFO ] [sig ] [3136/3544] Forecasting TOI... [2025-12-02T20:42:41.098824] [INFO ] [sig ] Generating forecast for: TOI [2025-12-02T20:42:41.098853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'. [2025-12-02T20:42:41.111049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOI'. [2025-12-02T20:42:41.111435] [INFO ] [FORECASTER] Starting predict_future for TOI [2025-12-02T20:42:41.112235] [DEBUG] [LOCAL ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt [2025-12-02T20:42:41.112284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:41.112314] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:41.112338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:41.112393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:41.168609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:41.169423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:41.169506] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:41.169538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:41.287605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:41.287767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:41.287808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:41.287837] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:41.291168] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=6.76%) [2025-12-02T20:42:41.291434] [INFO ] [FORECASTER] Completed predict_future for TOI [2025-12-02T20:42:41.291588] [INFO ] [sig ] TOI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:41.428122] [INFO ] [LOCAL ] Saved forecast: TOI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TOI.txt [2025-12-02T20:42:41.428262] [INFO ] [sig ] [3136/3544] Completed TOI in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:41.428299] [INFO ] [sig ] [3137/3544] Forecasting TOL... [2025-12-02T20:42:41.428327] [INFO ] [sig ] Generating forecast for: TOL [2025-12-02T20:42:41.428357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-12-02T20:42:41.439937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOL'. [2025-12-02T20:42:41.440272] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-12-02T20:42:41.441072] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-12-02T20:42:41.441120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:41.441150] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:41.441175] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:41.441233] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:41.495252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:41.495985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:41.496066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:41.496095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:41.615157] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:41.615316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:41.615361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:41.615389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:41.618757] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=81.69%) [2025-12-02T20:42:41.619014] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-12-02T20:42:41.619131] [INFO ] [sig ] TOL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:41.753281] [INFO ] [LOCAL ] Saved forecast: TOL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TOL.txt [2025-12-02T20:42:41.753419] [INFO ] [sig ] [3137/3544] Completed TOL in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:41.753457] [INFO ] [sig ] [3138/3544] Forecasting TORO... [2025-12-02T20:42:41.753484] [INFO ] [sig ] Generating forecast for: TORO [2025-12-02T20:42:41.753512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'. [2025-12-02T20:42:41.764962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TORO'. [2025-12-02T20:42:41.765329] [INFO ] [FORECASTER] Starting predict_future for TORO [2025-12-02T20:42:41.766157] [DEBUG] [LOCAL ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt [2025-12-02T20:42:41.766206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:41.766238] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:41.766265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:41.766321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:41.823750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:41.824644] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:41.824729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:41.824760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:41.942978] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:41.943134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:41.943175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:41.943224] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:41.946589] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-12-02T20:42:41.946862] [INFO ] [FORECASTER] Completed predict_future for TORO [2025-12-02T20:42:41.946984] [INFO ] [sig ] TORO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:42.085182] [INFO ] [LOCAL ] Saved forecast: TORO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TORO.txt [2025-12-02T20:42:42.085311] [INFO ] [sig ] [3138/3544] Completed TORO in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:42.085348] [INFO ] [sig ] [3139/3544] Forecasting TOWN... [2025-12-02T20:42:42.085376] [INFO ] [sig ] Generating forecast for: TOWN [2025-12-02T20:42:42.085405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'. [2025-12-02T20:42:42.096885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOWN'. [2025-12-02T20:42:42.097235] [INFO ] [FORECASTER] Starting predict_future for TOWN [2025-12-02T20:42:42.098088] [DEBUG] [LOCAL ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt [2025-12-02T20:42:42.098138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:42.098168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:42.098194] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:42.098262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:42.155709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:42.156475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:42.156561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:42.156612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:42.276978] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:42.277133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:42.277176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:42.277205] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:42.280551] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=79.15%) [2025-12-02T20:42:42.280843] [INFO ] [FORECASTER] Completed predict_future for TOWN [2025-12-02T20:42:42.280968] [INFO ] [sig ] TOWN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:42.419076] [INFO ] [LOCAL ] Saved forecast: TOWN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TOWN.txt [2025-12-02T20:42:42.419197] [INFO ] [sig ] [3139/3544] Completed TOWN in 0.3s | 2.98 sym/s | Total: 17.5m | ETA: 2.3m [2025-12-02T20:42:42.419233] [INFO ] [sig ] [3140/3544] Forecasting TOYO... [2025-12-02T20:42:42.419261] [INFO ] [sig ] Generating forecast for: TOYO [2025-12-02T20:42:42.419289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'. [2025-12-02T20:42:42.430650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOYO'. [2025-12-02T20:42:42.431052] [INFO ] [FORECASTER] Starting predict_future for TOYO [2025-12-02T20:42:42.431864] [DEBUG] [LOCAL ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt [2025-12-02T20:42:42.431913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:42.431943] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:42.431968] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:42.432022] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:42.488290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:42.489369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:42.489485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:42.489527] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:42.604081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:42.604236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:42.604277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:42.604305] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:42.607744] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=5.77%) [2025-12-02T20:42:42.608074] [INFO ] [FORECASTER] Completed predict_future for TOYO [2025-12-02T20:42:42.608214] [INFO ] [sig ] TOYO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:42.750892] [INFO ] [LOCAL ] Saved forecast: TOYO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TOYO.txt [2025-12-02T20:42:42.751046] [INFO ] [sig ] [3140/3544] Completed TOYO in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.3m [2025-12-02T20:42:42.751085] [INFO ] [sig ] [3141/3544] Forecasting TPB... [2025-12-02T20:42:42.751113] [INFO ] [sig ] Generating forecast for: TPB [2025-12-02T20:42:42.751146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-12-02T20:42:42.764903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPB'. [2025-12-02T20:42:42.765350] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-12-02T20:42:42.766262] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-12-02T20:42:42.766313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:42.766345] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:42.766372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:42.766428] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:42.822868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:42.823850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:42.823990] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:42.824024] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:42.942650] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:42.942809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:42.942849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:42.942876] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:42.946199] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=37.97%) [2025-12-02T20:42:42.946463] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-12-02T20:42:42.946601] [INFO ] [sig ] TPB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:43.087526] [INFO ] [LOCAL ] Saved forecast: TPB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TPB.txt [2025-12-02T20:42:43.087709] [INFO ] [sig ] [3141/3544] Completed TPB in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.3m [2025-12-02T20:42:43.087753] [INFO ] [sig ] [3142/3544] Forecasting TPC... [2025-12-02T20:42:43.087784] [INFO ] [sig ] Generating forecast for: TPC [2025-12-02T20:42:43.087813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-12-02T20:42:43.099010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPC'. [2025-12-02T20:42:43.099283] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-12-02T20:42:43.100050] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-12-02T20:42:43.100098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:43.100127] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:43.100162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:43.100218] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:43.155464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:43.156063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:43.156137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:43.156167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:43.273508] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:43.273666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:43.273705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:43.273732] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:43.276916] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=38.86%) [2025-12-02T20:42:43.277169] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-12-02T20:42:43.277284] [INFO ] [sig ] TPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:43.456072] [INFO ] [LOCAL ] Saved forecast: TPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TPC.txt [2025-12-02T20:42:43.456211] [INFO ] [sig ] [3142/3544] Completed TPC in 0.4s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:43.456247] [INFO ] [sig ] [3143/3544] Forecasting TPCS... [2025-12-02T20:42:43.456275] [INFO ] [sig ] Generating forecast for: TPCS [2025-12-02T20:42:43.456303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'. [2025-12-02T20:42:43.467211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPCS'. [2025-12-02T20:42:43.467502] [INFO ] [FORECASTER] Starting predict_future for TPCS [2025-12-02T20:42:43.468296] [DEBUG] [LOCAL ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt [2025-12-02T20:42:43.468345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:43.468375] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:43.468400] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:43.468454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:43.523504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:43.524135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:43.524209] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:43.524240] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:43.634496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:43.634635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:43.634675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:43.634701] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:43.637844] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: DOWN (p=6.83%) [2025-12-02T20:42:43.638119] [INFO ] [FORECASTER] Completed predict_future for TPCS [2025-12-02T20:42:43.638235] [INFO ] [sig ] TPCS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:43.775389] [INFO ] [LOCAL ] Saved forecast: TPCS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TPCS.txt [2025-12-02T20:42:43.775515] [INFO ] [sig ] [3143/3544] Completed TPCS in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:43.775550] [INFO ] [sig ] [3144/3544] Forecasting TPG... [2025-12-02T20:42:43.775595] [INFO ] [sig ] Generating forecast for: TPG [2025-12-02T20:42:43.775626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'. [2025-12-02T20:42:43.787078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPG'. [2025-12-02T20:42:43.787350] [INFO ] [FORECASTER] Starting predict_future for TPG [2025-12-02T20:42:43.788171] [DEBUG] [LOCAL ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt [2025-12-02T20:42:43.788219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:43.788249] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:43.788273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:43.788331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:43.843137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:43.843729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:43.843804] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:43.843835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:43.965107] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:43.965248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:43.965288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:43.965315] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:43.968613] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=31.12%) [2025-12-02T20:42:43.968908] [INFO ] [FORECASTER] Completed predict_future for TPG [2025-12-02T20:42:43.969027] [INFO ] [sig ] TPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:44.104721] [INFO ] [LOCAL ] Saved forecast: TPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TPG.txt [2025-12-02T20:42:44.104856] [INFO ] [sig ] [3144/3544] Completed TPG in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:44.104892] [INFO ] [sig ] [3145/3544] Forecasting TPGXL... [2025-12-02T20:42:44.104920] [INFO ] [sig ] Generating forecast for: TPGXL [2025-12-02T20:42:44.104949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'. [2025-12-02T20:42:44.115815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'. [2025-12-02T20:42:44.116086] [INFO ] [FORECASTER] Starting predict_future for TPGXL [2025-12-02T20:42:44.116867] [DEBUG] [LOCAL ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt [2025-12-02T20:42:44.116915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:44.116945] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:44.116970] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:44.117024] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:44.175426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:44.176167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:44.176264] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:44.176295] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:44.287859] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:44.288052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:44.288090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:44.288118] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:44.291366] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=96.37%) [2025-12-02T20:42:44.291638] [INFO ] [FORECASTER] Completed predict_future for TPGXL [2025-12-02T20:42:44.291754] [INFO ] [sig ] TPGXL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:44.427780] [INFO ] [LOCAL ] Saved forecast: TPGXL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TPGXL.txt [2025-12-02T20:42:44.427911] [INFO ] [sig ] [3145/3544] Completed TPGXL in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:44.427965] [INFO ] [sig ] [3146/3544] Forecasting TPH... [2025-12-02T20:42:44.428001] [INFO ] [sig ] Generating forecast for: TPH [2025-12-02T20:42:44.428031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-12-02T20:42:44.439032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPH'. [2025-12-02T20:42:44.439324] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-12-02T20:42:44.440190] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-12-02T20:42:44.440241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:44.440274] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:44.440301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:44.440362] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:44.498556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:44.499247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:44.499326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:44.499357] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:44.615057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:44.615197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:44.615238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:44.615265] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:44.618620] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=74.23%) [2025-12-02T20:42:44.618881] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-12-02T20:42:44.618997] [INFO ] [sig ] TPH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:44.757449] [INFO ] [LOCAL ] Saved forecast: TPH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TPH.txt [2025-12-02T20:42:44.757566] [INFO ] [sig ] [3146/3544] Completed TPH in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:44.757619] [INFO ] [sig ] [3147/3544] Forecasting TPL... [2025-12-02T20:42:44.757647] [INFO ] [sig ] Generating forecast for: TPL [2025-12-02T20:42:44.757675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-12-02T20:42:44.769034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPL'. [2025-12-02T20:42:44.769324] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-12-02T20:42:44.770148] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-12-02T20:42:44.770198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:44.770230] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:44.770257] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:44.770312] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:44.828066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:44.828980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:44.829065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:44.829099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:44.948606] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:44.948757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:44.948799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:44.948828] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:44.952331] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=95.79%) [2025-12-02T20:42:44.952605] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-12-02T20:42:44.952739] [INFO ] [sig ] TPL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:45.090462] [INFO ] [LOCAL ] Saved forecast: TPL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TPL.txt [2025-12-02T20:42:45.090626] [INFO ] [sig ] [3147/3544] Completed TPL in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:45.090665] [INFO ] [sig ] [3148/3544] Forecasting TPVG... [2025-12-02T20:42:45.090694] [INFO ] [sig ] Generating forecast for: TPVG [2025-12-02T20:42:45.090723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-12-02T20:42:45.102130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPVG'. [2025-12-02T20:42:45.102441] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-12-02T20:42:45.103224] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-12-02T20:42:45.103273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:45.103339] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:45.103366] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:45.103420] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:45.161888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:45.162742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:45.162829] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:45.162861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:45.296265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:45.296497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:45.296562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:45.296635] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:45.300781] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=91.77%) [2025-12-02T20:42:45.301052] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-12-02T20:42:45.301172] [INFO ] [sig ] TPVG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:45.438229] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TPVG.txt [2025-12-02T20:42:45.438353] [INFO ] [sig ] [3148/3544] Completed TPVG in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:45.438390] [INFO ] [sig ] [3149/3544] Forecasting TPYP... [2025-12-02T20:42:45.438417] [INFO ] [sig ] Generating forecast for: TPYP [2025-12-02T20:42:45.438446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-12-02T20:42:45.449779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPYP'. [2025-12-02T20:42:45.450124] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-12-02T20:42:45.450930] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-12-02T20:42:45.450979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:45.451010] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:45.451035] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:45.451089] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:45.506366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:45.507190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:45.507268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:45.507299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:45.619495] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:45.619654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:45.619696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:45.619743] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:45.622953] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=29.82%) [2025-12-02T20:42:45.623207] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-12-02T20:42:45.623320] [INFO ] [sig ] TPYP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:45.760093] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TPYP.txt [2025-12-02T20:42:45.760243] [INFO ] [sig ] [3149/3544] Completed TPYP in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:45.760280] [INFO ] [sig ] [3150/3544] Forecasting TPZ... [2025-12-02T20:42:45.760308] [INFO ] [sig ] Generating forecast for: TPZ [2025-12-02T20:42:45.760336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-12-02T20:42:45.772180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPZ'. [2025-12-02T20:42:45.772533] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-12-02T20:42:45.773348] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-12-02T20:42:45.773399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:45.773431] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:45.773459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:45.773514] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:45.829469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:45.830198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:45.830278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:45.830312] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:45.938406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:45.938548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:45.938604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:45.938634] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:45.941850] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=94.26%) [2025-12-02T20:42:45.942102] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-12-02T20:42:45.942215] [INFO ] [sig ] TPZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:46.077304] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TPZ.txt [2025-12-02T20:42:46.077427] [INFO ] [sig ] [3150/3544] Completed TPZ in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:46.077463] [INFO ] [sig ] [3151/3544] Forecasting TQQQ... [2025-12-02T20:42:46.077490] [INFO ] [sig ] Generating forecast for: TQQQ [2025-12-02T20:42:46.077520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'. [2025-12-02T20:42:46.089015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'. [2025-12-02T20:42:46.089311] [INFO ] [FORECASTER] Starting predict_future for TQQQ [2025-12-02T20:42:46.090120] [DEBUG] [LOCAL ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt [2025-12-02T20:42:46.090169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:46.090200] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:46.090226] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:46.090280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:46.147847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:46.148520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:46.148614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:46.148648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:46.267794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:46.267904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:46.267943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:46.268000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:46.271127] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=36.51%) [2025-12-02T20:42:46.271386] [INFO ] [FORECASTER] Completed predict_future for TQQQ [2025-12-02T20:42:46.271506] [INFO ] [sig ] TQQQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:46.406652] [INFO ] [LOCAL ] Saved forecast: TQQQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TQQQ.txt [2025-12-02T20:42:46.406760] [INFO ] [sig ] [3151/3544] Completed TQQQ in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:46.406796] [INFO ] [sig ] [3152/3544] Forecasting TRC... [2025-12-02T20:42:46.406823] [INFO ] [sig ] Generating forecast for: TRC [2025-12-02T20:42:46.406851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-12-02T20:42:46.417905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRC'. [2025-12-02T20:42:46.418162] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-12-02T20:42:46.418945] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-12-02T20:42:46.418993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:46.419023] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:46.419048] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:46.419101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:46.474066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:46.474666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:46.474740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:46.474771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:46.589158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:46.589256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:46.589292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:46.589319] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:46.592413] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-12-02T20:42:46.592688] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-12-02T20:42:46.592802] [INFO ] [sig ] TRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:46.727985] [INFO ] [LOCAL ] Saved forecast: TRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRC.txt [2025-12-02T20:42:46.728087] [INFO ] [sig ] [3152/3544] Completed TRC in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:46.728122] [INFO ] [sig ] [3153/3544] Forecasting TRDA... [2025-12-02T20:42:46.728149] [INFO ] [sig ] Generating forecast for: TRDA [2025-12-02T20:42:46.728177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'. [2025-12-02T20:42:46.740242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRDA'. [2025-12-02T20:42:46.740621] [INFO ] [FORECASTER] Starting predict_future for TRDA [2025-12-02T20:42:46.741559] [DEBUG] [LOCAL ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt [2025-12-02T20:42:46.741627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:46.741659] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:46.741684] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:46.741751] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:46.799849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:46.800620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:46.800702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:46.800733] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:46.922795] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:46.922946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:46.922987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:46.923016] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:46.926344] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=20.92%) [2025-12-02T20:42:46.926637] [INFO ] [FORECASTER] Completed predict_future for TRDA [2025-12-02T20:42:46.926762] [INFO ] [sig ] TRDA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:47.086957] [INFO ] [LOCAL ] Saved forecast: TRDA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRDA.txt [2025-12-02T20:42:47.087147] [INFO ] [sig ] [3153/3544] Completed TRDA in 0.4s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:47.087186] [INFO ] [sig ] [3154/3544] Forecasting TREE... [2025-12-02T20:42:47.087215] [INFO ] [sig ] Generating forecast for: TREE [2025-12-02T20:42:47.087245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'. [2025-12-02T20:42:47.099223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREE'. [2025-12-02T20:42:47.099513] [INFO ] [FORECASTER] Starting predict_future for TREE [2025-12-02T20:42:47.100292] [DEBUG] [LOCAL ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt [2025-12-02T20:42:47.100340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:47.100370] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:47.100395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:47.100449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:47.155025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:47.155599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:47.155673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:47.155704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:47.274395] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:47.274497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:47.274533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:47.274560] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:47.277703] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=89.64%) [2025-12-02T20:42:47.277977] [INFO ] [FORECASTER] Completed predict_future for TREE [2025-12-02T20:42:47.278092] [INFO ] [sig ] TREE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:47.413085] [INFO ] [LOCAL ] Saved forecast: TREE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TREE.txt [2025-12-02T20:42:47.413185] [INFO ] [sig ] [3154/3544] Completed TREE in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:47.413220] [INFO ] [sig ] [3155/3544] Forecasting TREX... [2025-12-02T20:42:47.413247] [INFO ] [sig ] Generating forecast for: TREX [2025-12-02T20:42:47.413275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-12-02T20:42:47.424036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREX'. [2025-12-02T20:42:47.424310] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-12-02T20:42:47.425095] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-12-02T20:42:47.425155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:47.425186] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:47.425212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:47.425266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:47.480335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:47.480913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:47.480988] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:47.481018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:47.604189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:47.604288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:47.604322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:47.604348] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:47.607383] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=41.87%) [2025-12-02T20:42:47.607664] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-12-02T20:42:47.607800] [INFO ] [sig ] TREX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:47.742028] [INFO ] [LOCAL ] Saved forecast: TREX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TREX.txt [2025-12-02T20:42:47.742128] [INFO ] [sig ] [3155/3544] Completed TREX in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:47.742163] [INFO ] [sig ] [3156/3544] Forecasting TRGP... [2025-12-02T20:42:47.742189] [INFO ] [sig ] Generating forecast for: TRGP [2025-12-02T20:42:47.742218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-12-02T20:42:47.753343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRGP'. [2025-12-02T20:42:47.753624] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-12-02T20:42:47.754369] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-12-02T20:42:47.754417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:47.754448] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:47.754473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:47.754526] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:47.809516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:47.810096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:47.810170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:47.810200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:47.925306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:47.925403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:47.925437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:47.925463] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:47.928467] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=79.40%) [2025-12-02T20:42:47.928731] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-12-02T20:42:47.928843] [INFO ] [sig ] TRGP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:48.063942] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRGP.txt [2025-12-02T20:42:48.064043] [INFO ] [sig ] [3156/3544] Completed TRGP in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:48.064078] [INFO ] [sig ] [3157/3544] Forecasting TRI... [2025-12-02T20:42:48.064105] [INFO ] [sig ] Generating forecast for: TRI [2025-12-02T20:42:48.064134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'. [2025-12-02T20:42:48.075075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRI'. [2025-12-02T20:42:48.075346] [INFO ] [FORECASTER] Starting predict_future for TRI [2025-12-02T20:42:48.076106] [DEBUG] [LOCAL ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt [2025-12-02T20:42:48.076153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:48.076183] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:48.076207] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:48.076261] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:48.131109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:48.131699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:48.131772] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:48.131802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:48.253391] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:48.253512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:48.253553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:48.253597] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:48.256723] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=74.27%) [2025-12-02T20:42:48.256971] [INFO ] [FORECASTER] Completed predict_future for TRI [2025-12-02T20:42:48.257084] [INFO ] [sig ] TRI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:48.392603] [INFO ] [LOCAL ] Saved forecast: TRI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRI.txt [2025-12-02T20:42:48.392706] [INFO ] [sig ] [3157/3544] Completed TRI in 0.3s | 2.98 sym/s | Total: 17.6m | ETA: 2.2m [2025-12-02T20:42:48.392741] [INFO ] [sig ] [3158/3544] Forecasting TRIN... [2025-12-02T20:42:48.392768] [INFO ] [sig ] Generating forecast for: TRIN [2025-12-02T20:42:48.392796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'. [2025-12-02T20:42:48.404340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIN'. [2025-12-02T20:42:48.404632] [INFO ] [FORECASTER] Starting predict_future for TRIN [2025-12-02T20:42:48.405371] [DEBUG] [LOCAL ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt [2025-12-02T20:42:48.405419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:48.405449] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:48.405474] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:48.405528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:48.460928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:48.461709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:48.461807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:48.461838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:48.581310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:48.581407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:48.581446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:48.581473] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:48.584810] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=8.74%) [2025-12-02T20:42:48.585096] [INFO ] [FORECASTER] Completed predict_future for TRIN [2025-12-02T20:42:48.585222] [INFO ] [sig ] TRIN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:48.726116] [INFO ] [LOCAL ] Saved forecast: TRIN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRIN.txt [2025-12-02T20:42:48.726232] [INFO ] [sig ] [3158/3544] Completed TRIN in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.2m [2025-12-02T20:42:48.726268] [INFO ] [sig ] [3159/3544] Forecasting TRIP... [2025-12-02T20:42:48.726295] [INFO ] [sig ] Generating forecast for: TRIP [2025-12-02T20:42:48.726325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'. [2025-12-02T20:42:48.737201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIP'. [2025-12-02T20:42:48.737460] [INFO ] [FORECASTER] Starting predict_future for TRIP [2025-12-02T20:42:48.738237] [DEBUG] [LOCAL ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt [2025-12-02T20:42:48.738286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:48.738316] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:48.738341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:48.738396] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:48.792525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:48.793114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:48.793185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:48.793215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:48.911865] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:48.912024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:48.912076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:48.912104] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:48.915415] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=65.45%) [2025-12-02T20:42:48.915688] [INFO ] [FORECASTER] Completed predict_future for TRIP [2025-12-02T20:42:48.915808] [INFO ] [sig ] TRIP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:49.051737] [INFO ] [LOCAL ] Saved forecast: TRIP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRIP.txt [2025-12-02T20:42:49.051847] [INFO ] [sig ] [3159/3544] Completed TRIP in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.2m [2025-12-02T20:42:49.051882] [INFO ] [sig ] [3160/3544] Forecasting TRMB... [2025-12-02T20:42:49.051909] [INFO ] [sig ] Generating forecast for: TRMB [2025-12-02T20:42:49.051937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'. [2025-12-02T20:42:49.062831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMB'. [2025-12-02T20:42:49.063090] [INFO ] [FORECASTER] Starting predict_future for TRMB [2025-12-02T20:42:49.063878] [DEBUG] [LOCAL ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt [2025-12-02T20:42:49.063926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:49.063956] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:49.063981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:49.064035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:49.118429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:49.119041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:49.119116] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:49.119145] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:49.240372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:49.240466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:49.240499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:49.240525] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:49.243519] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=86.63%) [2025-12-02T20:42:49.243807] [INFO ] [FORECASTER] Completed predict_future for TRMB [2025-12-02T20:42:49.243921] [INFO ] [sig ] TRMB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:49.379438] [INFO ] [LOCAL ] Saved forecast: TRMB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRMB.txt [2025-12-02T20:42:49.379539] [INFO ] [sig ] [3160/3544] Completed TRMB in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:49.379591] [INFO ] [sig ] [3161/3544] Forecasting TRMD... [2025-12-02T20:42:49.379621] [INFO ] [sig ] Generating forecast for: TRMD [2025-12-02T20:42:49.379650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'. [2025-12-02T20:42:49.390184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMD'. [2025-12-02T20:42:49.390443] [INFO ] [FORECASTER] Starting predict_future for TRMD [2025-12-02T20:42:49.391204] [DEBUG] [LOCAL ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt [2025-12-02T20:42:49.391252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:49.391283] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:49.391308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:49.391361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:49.445328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:49.445905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:49.445979] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:49.446008] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:49.561913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:49.562028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:49.562070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:49.562100] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:49.565245] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=52.79%) [2025-12-02T20:42:49.565501] [INFO ] [FORECASTER] Completed predict_future for TRMD [2025-12-02T20:42:49.565632] [INFO ] [sig ] TRMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:49.700595] [INFO ] [LOCAL ] Saved forecast: TRMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRMD.txt [2025-12-02T20:42:49.700734] [INFO ] [sig ] [3161/3544] Completed TRMD in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:49.700771] [INFO ] [sig ] [3162/3544] Forecasting TRMK... [2025-12-02T20:42:49.700798] [INFO ] [sig ] Generating forecast for: TRMK [2025-12-02T20:42:49.700828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'. [2025-12-02T20:42:49.712036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMK'. [2025-12-02T20:42:49.712303] [INFO ] [FORECASTER] Starting predict_future for TRMK [2025-12-02T20:42:49.713077] [DEBUG] [LOCAL ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt [2025-12-02T20:42:49.713125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:49.713155] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:49.713180] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:49.713234] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:49.767789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:49.768376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:49.768453] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:49.768482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:49.880708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:49.880828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:49.880863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:49.880890] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:49.883941] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=7.26%) [2025-12-02T20:42:49.884192] [INFO ] [FORECASTER] Completed predict_future for TRMK [2025-12-02T20:42:49.884310] [INFO ] [sig ] TRMK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:50.024553] [INFO ] [LOCAL ] Saved forecast: TRMK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRMK.txt [2025-12-02T20:42:50.024692] [INFO ] [sig ] [3162/3544] Completed TRMK in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:50.024729] [INFO ] [sig ] [3163/3544] Forecasting TRN... [2025-12-02T20:42:50.024756] [INFO ] [sig ] Generating forecast for: TRN [2025-12-02T20:42:50.024784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-12-02T20:42:50.035357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRN'. [2025-12-02T20:42:50.035631] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-12-02T20:42:50.036372] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-12-02T20:42:50.036420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:50.036450] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:50.036475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:50.036529] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:50.091743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:50.092298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:50.092371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:50.092401] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:50.213029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:50.213155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:50.213201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:50.213230] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:50.216453] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=19.54%) [2025-12-02T20:42:50.216721] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-12-02T20:42:50.216838] [INFO ] [sig ] TRN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:50.351470] [INFO ] [LOCAL ] Saved forecast: TRN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRN.txt [2025-12-02T20:42:50.351598] [INFO ] [sig ] [3163/3544] Completed TRN in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:50.351636] [INFO ] [sig ] [3164/3544] Forecasting TRNO... [2025-12-02T20:42:50.351664] [INFO ] [sig ] Generating forecast for: TRNO [2025-12-02T20:42:50.351692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-12-02T20:42:50.362473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNO'. [2025-12-02T20:42:50.362755] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-12-02T20:42:50.363514] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-12-02T20:42:50.363562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:50.363614] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:50.363640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:50.363694] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:50.418840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:50.419398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:50.419470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:50.419501] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:50.535741] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:50.535836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:50.535871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:50.535897] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:50.538887] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=25.17%) [2025-12-02T20:42:50.539131] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-12-02T20:42:50.539246] [INFO ] [sig ] TRNO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:50.675102] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRNO.txt [2025-12-02T20:42:50.675203] [INFO ] [sig ] [3164/3544] Completed TRNO in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:50.675238] [INFO ] [sig ] [3165/3544] Forecasting TRNS... [2025-12-02T20:42:50.675265] [INFO ] [sig ] Generating forecast for: TRNS [2025-12-02T20:42:50.675293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'. [2025-12-02T20:42:50.686198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNS'. [2025-12-02T20:42:50.686476] [INFO ] [FORECASTER] Starting predict_future for TRNS [2025-12-02T20:42:50.687278] [DEBUG] [LOCAL ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt [2025-12-02T20:42:50.687328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:50.687393] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:50.687431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:50.687512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:50.742863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:50.743439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:50.743513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:50.743543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:50.863823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:50.863984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:50.864021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:50.864049] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:50.867278] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=20.97%) [2025-12-02T20:42:50.867531] [INFO ] [FORECASTER] Completed predict_future for TRNS [2025-12-02T20:42:50.867661] [INFO ] [sig ] TRNS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:51.003016] [INFO ] [LOCAL ] Saved forecast: TRNS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRNS.txt [2025-12-02T20:42:51.003118] [INFO ] [sig ] [3165/3544] Completed TRNS in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:51.003152] [INFO ] [sig ] [3166/3544] Forecasting TROX... [2025-12-02T20:42:51.003180] [INFO ] [sig ] Generating forecast for: TROX [2025-12-02T20:42:51.003207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-12-02T20:42:51.013941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TROX'. [2025-12-02T20:42:51.014208] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-12-02T20:42:51.014979] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-12-02T20:42:51.015046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:51.015078] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:51.015103] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:51.015157] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:51.070345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:51.070922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:51.070996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:51.071025] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:51.184485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:51.184603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:51.184641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:51.184667] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:51.187782] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=23.90%) [2025-12-02T20:42:51.188061] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-12-02T20:42:51.188179] [INFO ] [sig ] TROX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:51.324341] [INFO ] [LOCAL ] Saved forecast: TROX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TROX.txt [2025-12-02T20:42:51.324448] [INFO ] [sig ] [3166/3544] Completed TROX in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:51.324482] [INFO ] [sig ] [3167/3544] Forecasting TRP... [2025-12-02T20:42:51.324509] [INFO ] [sig ] Generating forecast for: TRP [2025-12-02T20:42:51.324536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-12-02T20:42:51.335105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRP'. [2025-12-02T20:42:51.335364] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-12-02T20:42:51.336124] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-12-02T20:42:51.336172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:51.336203] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:51.336229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:51.336283] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:51.391209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:51.391802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:51.391877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:51.391909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:51.506595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:51.506687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:51.506722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:51.506747] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:51.509747] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=90.78%) [2025-12-02T20:42:51.509993] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-12-02T20:42:51.510105] [INFO ] [sig ] TRP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:51.647324] [INFO ] [LOCAL ] Saved forecast: TRP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRP.txt [2025-12-02T20:42:51.647443] [INFO ] [sig ] [3167/3544] Completed TRP in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:51.647478] [INFO ] [sig ] [3168/3544] Forecasting TRS... [2025-12-02T20:42:51.647506] [INFO ] [sig ] Generating forecast for: TRS [2025-12-02T20:42:51.647536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'. [2025-12-02T20:42:51.657723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRS'. [2025-12-02T20:42:51.658002] [INFO ] [FORECASTER] Starting predict_future for TRS [2025-12-02T20:42:51.658765] [DEBUG] [LOCAL ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt [2025-12-02T20:42:51.658812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:51.658841] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:51.658866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:51.658919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:51.713394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:51.713969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:51.714041] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:51.714071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:51.836078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:51.836205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:51.836243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:51.836299] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:51.839609] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=69.82%) [2025-12-02T20:42:51.839899] [INFO ] [FORECASTER] Completed predict_future for TRS [2025-12-02T20:42:51.840042] [INFO ] [sig ] TRS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:51.974866] [INFO ] [LOCAL ] Saved forecast: TRS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRS.txt [2025-12-02T20:42:51.974982] [INFO ] [sig ] [3168/3544] Completed TRS in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:51.975019] [INFO ] [sig ] [3169/3544] Forecasting TRTX... [2025-12-02T20:42:51.975046] [INFO ] [sig ] Generating forecast for: TRTX [2025-12-02T20:42:51.975074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-12-02T20:42:51.985736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRTX'. [2025-12-02T20:42:51.986020] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-12-02T20:42:51.986812] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-12-02T20:42:51.986861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:51.986891] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:51.986916] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:51.986970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:52.041386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:52.041966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:52.042039] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:52.042069] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:52.159617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:52.159713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:52.159746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:52.159772] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:52.162754] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=35.72%) [2025-12-02T20:42:52.163003] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-12-02T20:42:52.163119] [INFO ] [sig ] TRTX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:52.298430] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TRTX.txt [2025-12-02T20:42:52.298531] [INFO ] [sig ] [3169/3544] Completed TRTX in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:52.298587] [INFO ] [sig ] [3170/3544] Forecasting TRUE... [2025-12-02T20:42:52.298619] [INFO ] [sig ] Generating forecast for: TRUE [2025-12-02T20:42:52.298647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'. [2025-12-02T20:42:52.309895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUE'. [2025-12-02T20:42:52.310175] [INFO ] [FORECASTER] Starting predict_future for TRUE [2025-12-02T20:42:52.311030] [DEBUG] [LOCAL ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt [2025-12-02T20:42:52.311081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:52.311112] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:52.311138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:52.311195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:52.366663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:52.367217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:52.367291] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:52.367321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:52.486842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:52.486975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:52.487011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:52.487040] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:52.490805] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-12-02T20:42:52.491238] [INFO ] [FORECASTER] Completed predict_future for TRUE [2025-12-02T20:42:52.491359] [INFO ] [sig ] TRUE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:52.627986] [INFO ] [LOCAL ] Saved forecast: TRUE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRUE.txt [2025-12-02T20:42:52.628093] [INFO ] [sig ] [3170/3544] Completed TRUE in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:52.628128] [INFO ] [sig ] [3171/3544] Forecasting TRUP... [2025-12-02T20:42:52.628155] [INFO ] [sig ] Generating forecast for: TRUP [2025-12-02T20:42:52.628183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'. [2025-12-02T20:42:52.639143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUP'. [2025-12-02T20:42:52.639406] [INFO ] [FORECASTER] Starting predict_future for TRUP [2025-12-02T20:42:52.640179] [DEBUG] [LOCAL ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt [2025-12-02T20:42:52.640227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:52.640257] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:52.640281] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:52.640334] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:52.694607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:52.695163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:52.695236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:52.695265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:52.814520] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:52.814632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:52.814667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:52.814693] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:52.817677] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=84.24%) [2025-12-02T20:42:52.817952] [INFO ] [FORECASTER] Completed predict_future for TRUP [2025-12-02T20:42:52.818084] [INFO ] [sig ] TRUP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:52.952666] [INFO ] [LOCAL ] Saved forecast: TRUP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRUP.txt [2025-12-02T20:42:52.952766] [INFO ] [sig ] [3171/3544] Completed TRUP in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:52.952801] [INFO ] [sig ] [3172/3544] Forecasting TRVG... [2025-12-02T20:42:52.952829] [INFO ] [sig ] Generating forecast for: TRVG [2025-12-02T20:42:52.952857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'. [2025-12-02T20:42:52.963263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRVG'. [2025-12-02T20:42:52.963514] [INFO ] [FORECASTER] Starting predict_future for TRVG [2025-12-02T20:42:52.964285] [DEBUG] [LOCAL ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt [2025-12-02T20:42:52.964333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:52.964364] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:52.964389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:52.964448] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:53.018557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:53.019146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:53.019219] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:53.019249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:53.134032] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:53.134121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:53.134154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:53.134181] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:53.137150] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=77.63%) [2025-12-02T20:42:53.137394] [INFO ] [FORECASTER] Completed predict_future for TRVG [2025-12-02T20:42:53.137509] [INFO ] [sig ] TRVG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:53.273051] [INFO ] [LOCAL ] Saved forecast: TRVG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TRVG.txt [2025-12-02T20:42:53.273161] [INFO ] [sig ] [3172/3544] Completed TRVG in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:53.273196] [INFO ] [sig ] [3173/3544] Forecasting TS... [2025-12-02T20:42:53.273223] [INFO ] [sig ] Generating forecast for: TS [2025-12-02T20:42:53.273250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-12-02T20:42:53.284200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TS'. [2025-12-02T20:42:53.284460] [INFO ] [FORECASTER] Starting predict_future for TS [2025-12-02T20:42:53.285224] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-12-02T20:42:53.285273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:53.285303] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:53.285328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:53.285382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:53.339832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:53.340406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:53.340478] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:53.340509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:53.453517] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:53.453625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:53.453676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:53.453703] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:53.456703] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=49.16%) [2025-12-02T20:42:53.456953] [INFO ] [FORECASTER] Completed predict_future for TS [2025-12-02T20:42:53.457066] [INFO ] [sig ] TS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:53.592253] [INFO ] [LOCAL ] Saved forecast: TS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TS.txt [2025-12-02T20:42:53.592356] [INFO ] [sig ] [3173/3544] Completed TS in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:53.592391] [INFO ] [sig ] [3174/3544] Forecasting TSBK... [2025-12-02T20:42:53.592419] [INFO ] [sig ] Generating forecast for: TSBK [2025-12-02T20:42:53.592448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'. [2025-12-02T20:42:53.602918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSBK'. [2025-12-02T20:42:53.603218] [INFO ] [FORECASTER] Starting predict_future for TSBK [2025-12-02T20:42:53.604041] [DEBUG] [LOCAL ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt [2025-12-02T20:42:53.604090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:53.604122] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:53.604149] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:53.604204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:53.659159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:53.659754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:53.659827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:53.659857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:53.760305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:53.760431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:53.760469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:53.760496] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:53.763659] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=34.52%) [2025-12-02T20:42:53.763916] [INFO ] [FORECASTER] Completed predict_future for TSBK [2025-12-02T20:42:53.764032] [INFO ] [sig ] TSBK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:53.899045] [INFO ] [LOCAL ] Saved forecast: TSBK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TSBK.txt [2025-12-02T20:42:53.899165] [INFO ] [sig ] [3174/3544] Completed TSBK in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:53.899201] [INFO ] [sig ] [3175/3544] Forecasting TSCO... [2025-12-02T20:42:53.899228] [INFO ] [sig ] Generating forecast for: TSCO [2025-12-02T20:42:53.899257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'. [2025-12-02T20:42:53.910587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSCO'. [2025-12-02T20:42:53.910899] [INFO ] [FORECASTER] Starting predict_future for TSCO [2025-12-02T20:42:53.911747] [DEBUG] [LOCAL ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt [2025-12-02T20:42:53.911798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:53.911829] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:53.911864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:53.911945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:53.972030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:53.972671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:53.972786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:53.972821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:54.093263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:54.093394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:54.093433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:54.093461] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:54.097132] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=22.61%) [2025-12-02T20:42:54.097416] [INFO ] [FORECASTER] Completed predict_future for TSCO [2025-12-02T20:42:54.097542] [INFO ] [sig ] TSCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:54.244791] [INFO ] [LOCAL ] Saved forecast: TSCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TSCO.txt [2025-12-02T20:42:54.244916] [INFO ] [sig ] [3175/3544] Completed TSCO in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:54.244956] [INFO ] [sig ] [3176/3544] Forecasting TSDD... [2025-12-02T20:42:54.244986] [INFO ] [sig ] Generating forecast for: TSDD [2025-12-02T20:42:54.245016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'. [2025-12-02T20:42:54.255873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSDD'. [2025-12-02T20:42:54.256173] [INFO ] [FORECASTER] Starting predict_future for TSDD [2025-12-02T20:42:54.256977] [DEBUG] [LOCAL ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt [2025-12-02T20:42:54.257028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:54.257059] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:54.257086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:54.257142] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:54.316737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:54.317325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:54.317402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:54.317434] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:54.441517] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:54.441660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:54.441698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:54.441726] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:54.445045] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=76.79%) [2025-12-02T20:42:54.445356] [INFO ] [FORECASTER] Completed predict_future for TSDD [2025-12-02T20:42:54.445485] [INFO ] [sig ] TSDD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:54.591257] [INFO ] [LOCAL ] Saved forecast: TSDD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSDD.txt [2025-12-02T20:42:54.591385] [INFO ] [sig ] [3176/3544] Completed TSDD in 0.3s | 2.98 sym/s | Total: 17.7m | ETA: 2.1m [2025-12-02T20:42:54.591421] [INFO ] [sig ] [3177/3544] Forecasting TSEM... [2025-12-02T20:42:54.591448] [INFO ] [sig ] Generating forecast for: TSEM [2025-12-02T20:42:54.591477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'. [2025-12-02T20:42:54.601405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSEM'. [2025-12-02T20:42:54.601691] [INFO ] [FORECASTER] Starting predict_future for TSEM [2025-12-02T20:42:54.602456] [DEBUG] [LOCAL ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt [2025-12-02T20:42:54.602505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:54.602546] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:54.602593] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:54.602650] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:54.657506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:54.658250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:54.658327] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:54.658357] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:54.772143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:54.772237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:54.772271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:54.772297] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:54.775283] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=25.58%) [2025-12-02T20:42:54.775535] [INFO ] [FORECASTER] Completed predict_future for TSEM [2025-12-02T20:42:54.775667] [INFO ] [sig ] TSEM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:54.911147] [INFO ] [LOCAL ] Saved forecast: TSEM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TSEM.txt [2025-12-02T20:42:54.911248] [INFO ] [sig ] [3177/3544] Completed TSEM in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.1m [2025-12-02T20:42:54.911284] [INFO ] [sig ] [3178/3544] Forecasting TSHA... [2025-12-02T20:42:54.911311] [INFO ] [sig ] Generating forecast for: TSHA [2025-12-02T20:42:54.911338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'. [2025-12-02T20:42:54.921813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSHA'. [2025-12-02T20:42:54.922071] [INFO ] [FORECASTER] Starting predict_future for TSHA [2025-12-02T20:42:54.922836] [DEBUG] [LOCAL ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt [2025-12-02T20:42:54.922884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:54.922914] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:54.922939] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:54.922992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:54.977830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:54.978397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:54.978471] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:54.978502] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:55.097165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:55.097269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:55.097304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:55.097332] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:55.100440] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=87.20%) [2025-12-02T20:42:55.100713] [INFO ] [FORECASTER] Completed predict_future for TSHA [2025-12-02T20:42:55.100828] [INFO ] [sig ] TSHA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:55.236973] [INFO ] [LOCAL ] Saved forecast: TSHA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSHA.txt [2025-12-02T20:42:55.238016] [INFO ] [sig ] [3178/3544] Completed TSHA in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:55.238060] [INFO ] [sig ] [3179/3544] Forecasting TSI... [2025-12-02T20:42:55.238089] [INFO ] [sig ] Generating forecast for: TSI [2025-12-02T20:42:55.238117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-12-02T20:42:55.247849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSI'. [2025-12-02T20:42:55.248165] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-12-02T20:42:55.249016] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-12-02T20:42:55.249078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:55.249110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:55.249137] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:55.249193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:55.304793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:55.305370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:55.305442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:55.305473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:55.419221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:55.419314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:55.419350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:55.419376] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:55.422365] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=54.57%) [2025-12-02T20:42:55.422632] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-12-02T20:42:55.422746] [INFO ] [sig ] TSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:55.559778] [INFO ] [LOCAL ] Saved forecast: TSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSI.txt [2025-12-02T20:42:55.559905] [INFO ] [sig ] [3179/3544] Completed TSI in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:55.559945] [INFO ] [sig ] [3180/3544] Forecasting TSL... [2025-12-02T20:42:55.559973] [INFO ] [sig ] Generating forecast for: TSL [2025-12-02T20:42:55.560001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'. [2025-12-02T20:42:55.571478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSL'. [2025-12-02T20:42:55.571837] [INFO ] [FORECASTER] Starting predict_future for TSL [2025-12-02T20:42:55.572629] [DEBUG] [LOCAL ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt [2025-12-02T20:42:55.572677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:55.572707] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:55.572731] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:55.572784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:55.627763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:55.628529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:55.628626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:55.628658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:55.741591] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:55.741691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:55.741724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:55.741751] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:55.744757] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=88.78%) [2025-12-02T20:42:55.745008] [INFO ] [FORECASTER] Completed predict_future for TSL [2025-12-02T20:42:55.745120] [INFO ] [sig ] TSL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:55.880915] [INFO ] [LOCAL ] Saved forecast: TSL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSL.txt [2025-12-02T20:42:55.881020] [INFO ] [sig ] [3180/3544] Completed TSL in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:55.881054] [INFO ] [sig ] [3181/3544] Forecasting TSLA... [2025-12-02T20:42:55.881088] [INFO ] [sig ] Generating forecast for: TSLA [2025-12-02T20:42:55.881117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'. [2025-12-02T20:42:55.892270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLA'. [2025-12-02T20:42:55.892558] [INFO ] [FORECASTER] Starting predict_future for TSLA [2025-12-02T20:42:55.893376] [DEBUG] [LOCAL ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt [2025-12-02T20:42:55.893426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:55.893458] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:55.893484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:55.893539] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:55.949760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:55.950342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:55.950416] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:55.950445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:56.069394] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:56.069496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:56.069531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:56.069558] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:56.072650] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=82.44%) [2025-12-02T20:42:56.072901] [INFO ] [FORECASTER] Completed predict_future for TSLA [2025-12-02T20:42:56.073021] [INFO ] [sig ] TSLA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:56.209618] [INFO ] [LOCAL ] Saved forecast: TSLA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSLA.txt [2025-12-02T20:42:56.209721] [INFO ] [sig ] [3181/3544] Completed TSLA in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:56.209756] [INFO ] [sig ] [3182/3544] Forecasting TSLL... [2025-12-02T20:42:56.209783] [INFO ] [sig ] Generating forecast for: TSLL [2025-12-02T20:42:56.209811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'. [2025-12-02T20:42:56.221074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLL'. [2025-12-02T20:42:56.221377] [INFO ] [FORECASTER] Starting predict_future for TSLL [2025-12-02T20:42:56.222199] [DEBUG] [LOCAL ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt [2025-12-02T20:42:56.222249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:56.222315] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:56.222353] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:56.222432] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:56.280429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:56.281084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:56.281171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:56.281203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:56.400006] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:56.400138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:56.400177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:56.400204] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:56.403325] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=71.52%) [2025-12-02T20:42:56.403592] [INFO ] [FORECASTER] Completed predict_future for TSLL [2025-12-02T20:42:56.403710] [INFO ] [sig ] TSLL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:56.542564] [INFO ] [LOCAL ] Saved forecast: TSLL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSLL.txt [2025-12-02T20:42:56.542718] [INFO ] [sig ] [3182/3544] Completed TSLL in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:56.542754] [INFO ] [sig ] [3183/3544] Forecasting TSLQ... [2025-12-02T20:42:56.542783] [INFO ] [sig ] Generating forecast for: TSLQ [2025-12-02T20:42:56.542811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'. [2025-12-02T20:42:56.553309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'. [2025-12-02T20:42:56.553615] [INFO ] [FORECASTER] Starting predict_future for TSLQ [2025-12-02T20:42:56.554442] [DEBUG] [LOCAL ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt [2025-12-02T20:42:56.554492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:56.554523] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:56.554550] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:56.554630] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:56.610549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:56.611312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:56.611389] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:56.611420] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:56.727342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:56.727483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:56.727523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:56.727550] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:56.730794] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=86.28%) [2025-12-02T20:42:56.731048] [INFO ] [FORECASTER] Completed predict_future for TSLQ [2025-12-02T20:42:56.731164] [INFO ] [sig ] TSLQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:56.866601] [INFO ] [LOCAL ] Saved forecast: TSLQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSLQ.txt [2025-12-02T20:42:56.866710] [INFO ] [sig ] [3183/3544] Completed TSLQ in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:56.866746] [INFO ] [sig ] [3184/3544] Forecasting TSLS... [2025-12-02T20:42:56.866773] [INFO ] [sig ] Generating forecast for: TSLS [2025-12-02T20:42:56.866801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'. [2025-12-02T20:42:56.878227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLS'. [2025-12-02T20:42:56.878499] [INFO ] [FORECASTER] Starting predict_future for TSLS [2025-12-02T20:42:56.879327] [DEBUG] [LOCAL ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt [2025-12-02T20:42:56.879376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:56.879409] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:56.879435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:56.879492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:56.935648] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:56.936205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:56.936277] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:56.936308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:57.055977] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:57.056081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:57.056115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:57.056157] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:57.059312] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=82.29%) [2025-12-02T20:42:57.059559] [INFO ] [FORECASTER] Completed predict_future for TSLS [2025-12-02T20:42:57.059693] [INFO ] [sig ] TSLS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:57.196552] [INFO ] [LOCAL ] Saved forecast: TSLS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSLS.txt [2025-12-02T20:42:57.196675] [INFO ] [sig ] [3184/3544] Completed TSLS in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:57.196710] [INFO ] [sig ] [3185/3544] Forecasting TSLX... [2025-12-02T20:42:57.196737] [INFO ] [sig ] Generating forecast for: TSLX [2025-12-02T20:42:57.196767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-12-02T20:42:57.207422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLX'. [2025-12-02T20:42:57.207692] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-12-02T20:42:57.208477] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-12-02T20:42:57.208525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:57.208555] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:57.208606] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:57.208662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:57.263983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:57.264551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:57.264659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:57.264691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:57.379504] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:57.379629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:57.379667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:57.379723] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:57.382871] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=44.33%) [2025-12-02T20:42:57.383130] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-12-02T20:42:57.383246] [INFO ] [sig ] TSLX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:57.519834] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TSLX.txt [2025-12-02T20:42:57.519977] [INFO ] [sig ] [3185/3544] Completed TSLX in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:57.520014] [INFO ] [sig ] [3186/3544] Forecasting TSM... [2025-12-02T20:42:57.520043] [INFO ] [sig ] Generating forecast for: TSM [2025-12-02T20:42:57.520071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-12-02T20:42:57.530818] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSM'. [2025-12-02T20:42:57.531191] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-12-02T20:42:57.532042] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-12-02T20:42:57.532092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:57.532122] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:57.532148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:57.532203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:57.588556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:57.589353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:57.589432] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:57.589479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:57.721713] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:57.721859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:57.721898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:57.721925] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:57.725134] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=97.84%) [2025-12-02T20:42:57.725390] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-12-02T20:42:57.725505] [INFO ] [sig ] TSM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:57.861608] [INFO ] [LOCAL ] Saved forecast: TSM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSM.txt [2025-12-02T20:42:57.861720] [INFO ] [sig ] [3186/3544] Completed TSM in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:57.861767] [INFO ] [sig ] [3187/3544] Forecasting TSN... [2025-12-02T20:42:57.861796] [INFO ] [sig ] Generating forecast for: TSN [2025-12-02T20:42:57.861824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-12-02T20:42:57.872778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSN'. [2025-12-02T20:42:57.873045] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-12-02T20:42:57.873842] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-12-02T20:42:57.873890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:57.873920] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:57.873946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:57.874001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:57.930933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:57.931495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:57.931567] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:57.931616] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:58.047022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:58.047122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:58.047334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:58.047362] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:58.050399] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=47.82%) [2025-12-02T20:42:58.050672] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-12-02T20:42:58.050801] [INFO ] [sig ] TSN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:58.186635] [INFO ] [LOCAL ] Saved forecast: TSN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TSN.txt [2025-12-02T20:42:58.186739] [INFO ] [sig ] [3187/3544] Completed TSN in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:58.186773] [INFO ] [sig ] [3188/3544] Forecasting TSQ... [2025-12-02T20:42:58.186800] [INFO ] [sig ] Generating forecast for: TSQ [2025-12-02T20:42:58.186829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-12-02T20:42:58.197819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSQ'. [2025-12-02T20:42:58.198131] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-12-02T20:42:58.198952] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-12-02T20:42:58.199002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:58.199032] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:58.199057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:58.199123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:58.254717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:58.255468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:58.255541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:58.255587] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:58.374735] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:58.374835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:58.374869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:58.374895] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:58.377931] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-12-02T20:42:58.378183] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-12-02T20:42:58.378296] [INFO ] [sig ] TSQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:58.516312] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TSQ.txt [2025-12-02T20:42:58.516419] [INFO ] [sig ] [3188/3544] Completed TSQ in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:58.516454] [INFO ] [sig ] [3189/3544] Forecasting TTC... [2025-12-02T20:42:58.516483] [INFO ] [sig ] Generating forecast for: TTC [2025-12-02T20:42:58.516512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-12-02T20:42:58.527370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTC'. [2025-12-02T20:42:58.527680] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-12-02T20:42:58.528502] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-12-02T20:42:58.528551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:58.528605] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:58.528657] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:58.528718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:58.584626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:58.585437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:58.585515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:58.585547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:58.702966] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:58.703112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:58.703151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:58.703178] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:58.706457] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=3.62%) [2025-12-02T20:42:58.706769] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-12-02T20:42:58.706897] [INFO ] [sig ] TTC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:58.843914] [INFO ] [LOCAL ] Saved forecast: TTC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TTC.txt [2025-12-02T20:42:58.844065] [INFO ] [sig ] [3189/3544] Completed TTC in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:58.844103] [INFO ] [sig ] [3190/3544] Forecasting TTD... [2025-12-02T20:42:58.844132] [INFO ] [sig ] Generating forecast for: TTD [2025-12-02T20:42:58.844160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'. [2025-12-02T20:42:58.855689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTD'. [2025-12-02T20:42:58.855976] [INFO ] [FORECASTER] Starting predict_future for TTD [2025-12-02T20:42:58.856764] [DEBUG] [LOCAL ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt [2025-12-02T20:42:58.856822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:58.856853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:58.856878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:58.856933] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:58.912731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:58.913305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:58.913382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:58.913413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:59.031721] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:59.031856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:59.031892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:59.031918] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:59.035086] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-12-02T20:42:59.035338] [INFO ] [FORECASTER] Completed predict_future for TTD [2025-12-02T20:42:59.035451] [INFO ] [sig ] TTD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:59.171486] [INFO ] [LOCAL ] Saved forecast: TTD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TTD.txt [2025-12-02T20:42:59.171606] [INFO ] [sig ] [3190/3544] Completed TTD in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:59.171642] [INFO ] [sig ] [3191/3544] Forecasting TTE... [2025-12-02T20:42:59.171669] [INFO ] [sig ] Generating forecast for: TTE [2025-12-02T20:42:59.171697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-12-02T20:42:59.182268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTE'. [2025-12-02T20:42:59.182528] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-12-02T20:42:59.183284] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-12-02T20:42:59.183332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:59.183362] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:59.183387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:59.183441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:59.238659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:59.239252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:59.239324] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:59.239355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:59.360339] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:59.360497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:59.360536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:59.360564] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:59.363789] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=5.25%) [2025-12-02T20:42:59.364044] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-12-02T20:42:59.364164] [INFO ] [sig ] TTE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:42:59.499749] [INFO ] [LOCAL ] Saved forecast: TTE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TTE.txt [2025-12-02T20:42:59.499853] [INFO ] [sig ] [3191/3544] Completed TTE in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:59.499887] [INFO ] [sig ] [3192/3544] Forecasting TTEC... [2025-12-02T20:42:59.499915] [INFO ] [sig ] Generating forecast for: TTEC [2025-12-02T20:42:59.499943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'. [2025-12-02T20:42:59.511376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEC'. [2025-12-02T20:42:59.511716] [INFO ] [FORECASTER] Starting predict_future for TTEC [2025-12-02T20:42:59.512512] [DEBUG] [LOCAL ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt [2025-12-02T20:42:59.512561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:59.512613] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:59.512639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:59.512693] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:59.569060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:59.569873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:59.569990] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:59.570023] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:42:59.691792] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:42:59.691943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:42:59.691984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:42:59.692013] [INFO ] [FORECASTER] Training complete [2025-12-02T20:42:59.695338] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=72.85%) [2025-12-02T20:42:59.695621] [INFO ] [FORECASTER] Completed predict_future for TTEC [2025-12-02T20:42:59.695742] [INFO ] [sig ] TTEC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:42:59.832859] [INFO ] [LOCAL ] Saved forecast: TTEC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TTEC.txt [2025-12-02T20:42:59.832996] [INFO ] [sig ] [3192/3544] Completed TTEC in 0.3s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:42:59.833035] [INFO ] [sig ] [3193/3544] Forecasting TTEK... [2025-12-02T20:42:59.833065] [INFO ] [sig ] Generating forecast for: TTEK [2025-12-02T20:42:59.833098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'. [2025-12-02T20:42:59.844377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEK'. [2025-12-02T20:42:59.844671] [INFO ] [FORECASTER] Starting predict_future for TTEK [2025-12-02T20:42:59.845448] [DEBUG] [LOCAL ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt [2025-12-02T20:42:59.845498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:42:59.845531] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:42:59.845558] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:42:59.845643] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:42:59.901452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:42:59.902096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:42:59.902178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:42:59.902209] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:00.026459] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:00.026638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:00.026687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:00.026726] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:00.030107] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=5.36%) [2025-12-02T20:43:00.030382] [INFO ] [FORECASTER] Completed predict_future for TTEK [2025-12-02T20:43:00.030506] [INFO ] [sig ] TTEK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:00.191459] [INFO ] [LOCAL ] Saved forecast: TTEK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TTEK.txt [2025-12-02T20:43:00.191664] [INFO ] [sig ] [3193/3544] Completed TTEK in 0.4s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:43:00.191710] [INFO ] [sig ] [3194/3544] Forecasting TTI... [2025-12-02T20:43:00.191738] [INFO ] [sig ] Generating forecast for: TTI [2025-12-02T20:43:00.191769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-12-02T20:43:00.202419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTI'. [2025-12-02T20:43:00.202781] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-12-02T20:43:00.203615] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-12-02T20:43:00.203667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:00.203699] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:00.203725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:00.203781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:00.260998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:00.261932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:00.262023] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:00.262061] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:00.391880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:00.392037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:00.392087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:00.392118] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:00.395673] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=78.29%) [2025-12-02T20:43:00.395941] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-12-02T20:43:00.396070] [INFO ] [sig ] TTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:00.546449] [INFO ] [LOCAL ] Saved forecast: TTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TTI.txt [2025-12-02T20:43:00.546619] [INFO ] [sig ] [3194/3544] Completed TTI in 0.4s | 2.98 sym/s | Total: 17.8m | ETA: 2.0m [2025-12-02T20:43:00.546660] [INFO ] [sig ] [3195/3544] Forecasting TTMI... [2025-12-02T20:43:00.546689] [INFO ] [sig ] Generating forecast for: TTMI [2025-12-02T20:43:00.546719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'. [2025-12-02T20:43:00.558001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTMI'. [2025-12-02T20:43:00.558321] [INFO ] [FORECASTER] Starting predict_future for TTMI [2025-12-02T20:43:00.559154] [DEBUG] [LOCAL ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt [2025-12-02T20:43:00.559205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:00.559238] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:00.559265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:00.559322] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:00.616535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:00.617212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:00.617295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:00.617337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:00.737354] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:00.737504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:00.737546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:00.737591] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:00.740989] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=0.75%) [2025-12-02T20:43:00.741274] [INFO ] [FORECASTER] Completed predict_future for TTMI [2025-12-02T20:43:00.741397] [INFO ] [sig ] TTMI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:00.883144] [INFO ] [LOCAL ] Saved forecast: TTMI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TTMI.txt [2025-12-02T20:43:00.883316] [INFO ] [sig ] [3195/3544] Completed TTMI in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 2.0m [2025-12-02T20:43:00.883357] [INFO ] [sig ] [3196/3544] Forecasting TTSH... [2025-12-02T20:43:00.883386] [INFO ] [sig ] Generating forecast for: TTSH [2025-12-02T20:43:00.883415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'. [2025-12-02T20:43:00.895172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTSH'. [2025-12-02T20:43:00.895482] [INFO ] [FORECASTER] Starting predict_future for TTSH [2025-12-02T20:43:00.896304] [DEBUG] [LOCAL ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt [2025-12-02T20:43:00.896356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:00.896388] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:00.896415] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:00.896471] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:00.953242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:00.953979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:00.954058] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:00.954094] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:01.074364] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:01.074531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:01.074590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:01.074625] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:01.078036] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=84.95%) [2025-12-02T20:43:01.078310] [INFO ] [FORECASTER] Completed predict_future for TTSH [2025-12-02T20:43:01.078451] [INFO ] [sig ] TTSH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:01.219166] [INFO ] [LOCAL ] Saved forecast: TTSH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TTSH.txt [2025-12-02T20:43:01.219335] [INFO ] [sig ] [3196/3544] Completed TTSH in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:01.219377] [INFO ] [sig ] [3197/3544] Forecasting TTWO... [2025-12-02T20:43:01.219405] [INFO ] [sig ] Generating forecast for: TTWO [2025-12-02T20:43:01.219432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'. [2025-12-02T20:43:01.231542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTWO'. [2025-12-02T20:43:01.232153] [INFO ] [FORECASTER] Starting predict_future for TTWO [2025-12-02T20:43:01.233073] [DEBUG] [LOCAL ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt [2025-12-02T20:43:01.233128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:01.233159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:01.233185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:01.233240] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:01.289252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:01.290129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:01.290213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:01.290245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:01.407189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:01.407326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:01.407365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:01.407393] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:01.410821] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=78.37%) [2025-12-02T20:43:01.411082] [INFO ] [FORECASTER] Completed predict_future for TTWO [2025-12-02T20:43:01.411199] [INFO ] [sig ] TTWO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:01.546875] [INFO ] [LOCAL ] Saved forecast: TTWO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TTWO.txt [2025-12-02T20:43:01.546980] [INFO ] [sig ] [3197/3544] Completed TTWO in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:01.547016] [INFO ] [sig ] [3198/3544] Forecasting TUGN... [2025-12-02T20:43:01.547043] [INFO ] [sig ] Generating forecast for: TUGN [2025-12-02T20:43:01.547071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'. [2025-12-02T20:43:01.557685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUGN'. [2025-12-02T20:43:01.558013] [INFO ] [FORECASTER] Starting predict_future for TUGN [2025-12-02T20:43:01.558894] [DEBUG] [LOCAL ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt [2025-12-02T20:43:01.558942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:01.558973] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:01.558999] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:01.559053] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:01.614675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:01.615258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:01.615334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:01.615367] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:01.726974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:01.727138] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:43:01.727188] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:01.727227] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:01.732238] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=14.79%) [2025-12-02T20:43:01.732568] [INFO ] [FORECASTER] Completed predict_future for TUGN [2025-12-02T20:43:01.732733] [INFO ] [sig ] TUGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:01.888158] [INFO ] [LOCAL ] Saved forecast: TUGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TUGN.txt [2025-12-02T20:43:01.888307] [INFO ] [sig ] [3198/3544] Completed TUGN in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:01.888345] [INFO ] [sig ] [3199/3544] Forecasting TUSK... [2025-12-02T20:43:01.888372] [INFO ] [sig ] Generating forecast for: TUSK [2025-12-02T20:43:01.888401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'. [2025-12-02T20:43:01.899502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUSK'. [2025-12-02T20:43:01.899825] [INFO ] [FORECASTER] Starting predict_future for TUSK [2025-12-02T20:43:01.900639] [DEBUG] [LOCAL ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt [2025-12-02T20:43:01.900688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:01.900752] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:01.900791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:01.900871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:01.957918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:01.958516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:01.958609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:01.958642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:02.076538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:02.076669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:02.076705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:02.076732] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:02.079867] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=80.84%) [2025-12-02T20:43:02.080125] [INFO ] [FORECASTER] Completed predict_future for TUSK [2025-12-02T20:43:02.080241] [INFO ] [sig ] TUSK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:02.218183] [INFO ] [LOCAL ] Saved forecast: TUSK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TUSK.txt [2025-12-02T20:43:02.218294] [INFO ] [sig ] [3199/3544] Completed TUSK in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:02.218331] [INFO ] [sig ] [3200/3544] Forecasting TVC... [2025-12-02T20:43:02.218358] [INFO ] [sig ] Generating forecast for: TVC [2025-12-02T20:43:02.218386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-12-02T20:43:02.228648] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVC'. [2025-12-02T20:43:02.228913] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-12-02T20:43:02.229749] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-12-02T20:43:02.229798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:02.229829] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:02.229855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:02.229910] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:02.286907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:02.287499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:02.287590] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:02.287624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:02.390979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:02.391074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:02.391114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:02.391142] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:02.394191] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=73.74%) [2025-12-02T20:43:02.394442] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-12-02T20:43:02.394555] [INFO ] [sig ] TVC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:02.533969] [INFO ] [LOCAL ] Saved forecast: TVC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TVC.txt [2025-12-02T20:43:02.534079] [INFO ] [sig ] [3200/3544] Completed TVC in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:02.534114] [INFO ] [sig ] [3201/3544] Forecasting TVE... [2025-12-02T20:43:02.534142] [INFO ] [sig ] Generating forecast for: TVE [2025-12-02T20:43:02.534170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-12-02T20:43:02.545591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVE'. [2025-12-02T20:43:02.545974] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-12-02T20:43:02.546812] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-12-02T20:43:02.546861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:02.546907] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:02.546936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:02.546992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:02.604095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:02.604945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:02.605028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:02.605060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:02.706703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:02.706828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:02.706864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:02.706891] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:02.710078] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=47.37%) [2025-12-02T20:43:02.710356] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-12-02T20:43:02.710470] [INFO ] [sig ] TVE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:02.853182] [INFO ] [LOCAL ] Saved forecast: TVE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TVE.txt [2025-12-02T20:43:02.853302] [INFO ] [sig ] [3201/3544] Completed TVE in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:02.853338] [INFO ] [sig ] [3202/3544] Forecasting TVTX... [2025-12-02T20:43:02.853367] [INFO ] [sig ] Generating forecast for: TVTX [2025-12-02T20:43:02.853396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'. [2025-12-02T20:43:02.864142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVTX'. [2025-12-02T20:43:02.864410] [INFO ] [FORECASTER] Starting predict_future for TVTX [2025-12-02T20:43:02.865209] [DEBUG] [LOCAL ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt [2025-12-02T20:43:02.865258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:02.865289] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:02.865315] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:02.865371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:02.922853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:02.923688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:02.923776] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:02.923809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:03.044471] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:03.044617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:03.044655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:03.044721] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:03.048005] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=64.94%) [2025-12-02T20:43:03.048262] [INFO ] [FORECASTER] Completed predict_future for TVTX [2025-12-02T20:43:03.048376] [INFO ] [sig ] TVTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:03.184599] [INFO ] [LOCAL ] Saved forecast: TVTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TVTX.txt [2025-12-02T20:43:03.184703] [INFO ] [sig ] [3202/3544] Completed TVTX in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:03.184739] [INFO ] [sig ] [3203/3544] Forecasting TWFG... [2025-12-02T20:43:03.184766] [INFO ] [sig ] Generating forecast for: TWFG [2025-12-02T20:43:03.184794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'. [2025-12-02T20:43:03.195637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWFG'. [2025-12-02T20:43:03.195898] [INFO ] [FORECASTER] Starting predict_future for TWFG [2025-12-02T20:43:03.196677] [DEBUG] [LOCAL ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt [2025-12-02T20:43:03.196725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:03.196755] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:03.196781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:03.196835] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:03.253693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:03.254281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:03.254356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:03.254386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:03.375280] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:03.375397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:03.375433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:03.375459] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:03.378652] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=6.28%) [2025-12-02T20:43:03.378905] [INFO ] [FORECASTER] Completed predict_future for TWFG [2025-12-02T20:43:03.379020] [INFO ] [sig ] TWFG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:03.519940] [INFO ] [LOCAL ] Saved forecast: TWFG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TWFG.txt [2025-12-02T20:43:03.520046] [INFO ] [sig ] [3203/3544] Completed TWFG in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:03.520082] [INFO ] [sig ] [3204/3544] Forecasting TWG... [2025-12-02T20:43:03.520110] [INFO ] [sig ] Generating forecast for: TWG [2025-12-02T20:43:03.520139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'. [2025-12-02T20:43:03.530993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWG'. [2025-12-02T20:43:03.531257] [INFO ] [FORECASTER] Starting predict_future for TWG [2025-12-02T20:43:03.532043] [DEBUG] [LOCAL ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt [2025-12-02T20:43:03.532092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:03.532124] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:03.532151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:03.532207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:03.589535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:03.590145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:03.590235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:03.590273] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:03.716619] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:03.716771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:03.716813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:03.716843] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:03.720234] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=97.11%) [2025-12-02T20:43:03.720541] [INFO ] [FORECASTER] Completed predict_future for TWG [2025-12-02T20:43:03.720692] [INFO ] [sig ] TWG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:03.865226] [INFO ] [LOCAL ] Saved forecast: TWG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TWG.txt [2025-12-02T20:43:03.865361] [INFO ] [sig ] [3204/3544] Completed TWG in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:03.865405] [INFO ] [sig ] [3205/3544] Forecasting TWI... [2025-12-02T20:43:03.865435] [INFO ] [sig ] Generating forecast for: TWI [2025-12-02T20:43:03.865463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-12-02T20:43:03.875953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWI'. [2025-12-02T20:43:03.876204] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-12-02T20:43:03.876974] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-12-02T20:43:03.877023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:03.877053] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:03.877078] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:03.877131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:03.932273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:03.932893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:03.932968] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:03.932999] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:04.044602] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:04.044744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:04.044783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:04.044810] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:04.048106] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=0.56%) [2025-12-02T20:43:04.048363] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-12-02T20:43:04.048478] [INFO ] [sig ] TWI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:04.183184] [INFO ] [LOCAL ] Saved forecast: TWI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TWI.txt [2025-12-02T20:43:04.183285] [INFO ] [sig ] [3205/3544] Completed TWI in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:04.183321] [INFO ] [sig ] [3206/3544] Forecasting TWIN... [2025-12-02T20:43:04.183349] [INFO ] [sig ] Generating forecast for: TWIN [2025-12-02T20:43:04.183376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'. [2025-12-02T20:43:04.193740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWIN'. [2025-12-02T20:43:04.194010] [INFO ] [FORECASTER] Starting predict_future for TWIN [2025-12-02T20:43:04.194810] [DEBUG] [LOCAL ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt [2025-12-02T20:43:04.194861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:04.194894] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:04.194922] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:04.194980] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:04.254177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:04.254806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:04.254885] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:04.254916] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:04.371367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:04.371480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:04.371517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:04.371544] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:04.374655] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=79.24%) [2025-12-02T20:43:04.374905] [INFO ] [FORECASTER] Completed predict_future for TWIN [2025-12-02T20:43:04.375036] [INFO ] [sig ] TWIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:04.512207] [INFO ] [LOCAL ] Saved forecast: TWIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TWIN.txt [2025-12-02T20:43:04.512315] [INFO ] [sig ] [3206/3544] Completed TWIN in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:04.512350] [INFO ] [sig ] [3207/3544] Forecasting TWLO... [2025-12-02T20:43:04.512377] [INFO ] [sig ] Generating forecast for: TWLO [2025-12-02T20:43:04.512404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-12-02T20:43:04.523405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWLO'. [2025-12-02T20:43:04.523708] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-12-02T20:43:04.524460] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-12-02T20:43:04.524509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:04.524539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:04.524564] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:04.524650] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:04.582265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:04.582887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:04.582962] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:04.582994] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:04.706522] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:04.706658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:04.706697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:04.706724] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:04.709867] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=86.59%) [2025-12-02T20:43:04.710118] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-12-02T20:43:04.710232] [INFO ] [sig ] TWLO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:04.845154] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TWLO.txt [2025-12-02T20:43:04.845303] [INFO ] [sig ] [3207/3544] Completed TWLO in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:04.845340] [INFO ] [sig ] [3208/3544] Forecasting TWO... [2025-12-02T20:43:04.845368] [INFO ] [sig ] Generating forecast for: TWO [2025-12-02T20:43:04.845398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-12-02T20:43:04.856403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWO'. [2025-12-02T20:43:04.856732] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-12-02T20:43:04.857481] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-12-02T20:43:04.857529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:04.857560] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:04.857604] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:04.857659] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:04.912854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:04.913640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:04.913716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:04.913747] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:05.028156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:05.028303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:05.028341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:05.028385] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:05.031618] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=1.43%) [2025-12-02T20:43:05.031872] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-12-02T20:43:05.031987] [INFO ] [sig ] TWO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:05.167722] [INFO ] [LOCAL ] Saved forecast: TWO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TWO.txt [2025-12-02T20:43:05.167825] [INFO ] [sig ] [3208/3544] Completed TWO in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:05.167859] [INFO ] [sig ] [3209/3544] Forecasting TX... [2025-12-02T20:43:05.167902] [INFO ] [sig ] Generating forecast for: TX [2025-12-02T20:43:05.167932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-12-02T20:43:05.178139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TX'. [2025-12-02T20:43:05.178401] [INFO ] [FORECASTER] Starting predict_future for TX [2025-12-02T20:43:05.179165] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-12-02T20:43:05.179213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:05.179244] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:05.179269] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:05.179324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:05.234547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:05.235138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:05.235236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:05.235268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:05.354734] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:05.354851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:05.354888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:05.354915] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:05.358079] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=74.78%) [2025-12-02T20:43:05.358334] [INFO ] [FORECASTER] Completed predict_future for TX [2025-12-02T20:43:05.358449] [INFO ] [sig ] TX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:05.495485] [INFO ] [LOCAL ] Saved forecast: TX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TX.txt [2025-12-02T20:43:05.495618] [INFO ] [sig ] [3209/3544] Completed TX in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:05.495671] [INFO ] [sig ] [3210/3544] Forecasting TXG... [2025-12-02T20:43:05.495699] [INFO ] [sig ] Generating forecast for: TXG [2025-12-02T20:43:05.495736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'. [2025-12-02T20:43:05.506210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXG'. [2025-12-02T20:43:05.506473] [INFO ] [FORECASTER] Starting predict_future for TXG [2025-12-02T20:43:05.507235] [DEBUG] [LOCAL ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt [2025-12-02T20:43:05.507284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:05.507315] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:05.507340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:05.507395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:05.562373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:05.562953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:05.563024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:05.563064] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:05.679216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:05.679323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:05.679358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:05.679386] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:05.682461] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=12.75%) [2025-12-02T20:43:05.682731] [INFO ] [FORECASTER] Completed predict_future for TXG [2025-12-02T20:43:05.682847] [INFO ] [sig ] TXG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:05.818166] [INFO ] [LOCAL ] Saved forecast: TXG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TXG.txt [2025-12-02T20:43:05.818271] [INFO ] [sig ] [3210/3544] Completed TXG in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:05.818306] [INFO ] [sig ] [3211/3544] Forecasting TXMD... [2025-12-02T20:43:05.818334] [INFO ] [sig ] Generating forecast for: TXMD [2025-12-02T20:43:05.818363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'. [2025-12-02T20:43:05.828745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXMD'. [2025-12-02T20:43:05.829003] [INFO ] [FORECASTER] Starting predict_future for TXMD [2025-12-02T20:43:05.829773] [DEBUG] [LOCAL ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt [2025-12-02T20:43:05.829820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:05.829850] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:05.829874] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:05.829928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:05.884728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:05.885506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:05.885603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:05.885636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:05.997101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:05.997248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:05.997286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:05.997313] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:06.000527] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=56.66%) [2025-12-02T20:43:06.000799] [INFO ] [FORECASTER] Completed predict_future for TXMD [2025-12-02T20:43:06.000915] [INFO ] [sig ] TXMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:06.137364] [INFO ] [LOCAL ] Saved forecast: TXMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TXMD.txt [2025-12-02T20:43:06.137485] [INFO ] [sig ] [3211/3544] Completed TXMD in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:06.137520] [INFO ] [sig ] [3212/3544] Forecasting TXN... [2025-12-02T20:43:06.137548] [INFO ] [sig ] Generating forecast for: TXN [2025-12-02T20:43:06.137594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'. [2025-12-02T20:43:06.148378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXN'. [2025-12-02T20:43:06.148673] [INFO ] [FORECASTER] Starting predict_future for TXN [2025-12-02T20:43:06.149489] [DEBUG] [LOCAL ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt [2025-12-02T20:43:06.149539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:06.149600] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:06.149645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:06.149704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:06.207409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:06.208026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:06.208102] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:06.208133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:06.327431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:06.327594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:06.327636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:06.327680] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:06.331065] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=6.64%) [2025-12-02T20:43:06.331318] [INFO ] [FORECASTER] Completed predict_future for TXN [2025-12-02T20:43:06.331431] [INFO ] [sig ] TXN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:06.467248] [INFO ] [LOCAL ] Saved forecast: TXN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TXN.txt [2025-12-02T20:43:06.467379] [INFO ] [sig ] [3212/3544] Completed TXN in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.9m [2025-12-02T20:43:06.467415] [INFO ] [sig ] [3213/3544] Forecasting TXO... [2025-12-02T20:43:06.467442] [INFO ] [sig ] Generating forecast for: TXO [2025-12-02T20:43:06.467471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-12-02T20:43:06.479329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXO'. [2025-12-02T20:43:06.479616] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-12-02T20:43:06.480362] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-12-02T20:43:06.480410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:06.480439] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:06.480465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:06.480519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:06.537262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:06.537864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:06.537966] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:06.537998] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:06.655203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:06.655316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:06.655350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:06.655377] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:06.658626] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=20.99%) [2025-12-02T20:43:06.658883] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-12-02T20:43:06.658996] [INFO ] [sig ] TXO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:06.797690] [INFO ] [LOCAL ] Saved forecast: TXO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TXO.txt [2025-12-02T20:43:06.797809] [INFO ] [sig ] [3213/3544] Completed TXO in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:06.797845] [INFO ] [sig ] [3214/3544] Forecasting TXRH... [2025-12-02T20:43:06.797873] [INFO ] [sig ] Generating forecast for: TXRH [2025-12-02T20:43:06.797912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'. [2025-12-02T20:43:06.807917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXRH'. [2025-12-02T20:43:06.808169] [INFO ] [FORECASTER] Starting predict_future for TXRH [2025-12-02T20:43:06.808940] [DEBUG] [LOCAL ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt [2025-12-02T20:43:06.808988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:06.809018] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:06.809044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:06.809098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:06.865834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:06.866420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:06.866495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:06.866527] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:07.001127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:07.001272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:07.001311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:07.001340] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:07.004708] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=49.58%) [2025-12-02T20:43:07.004972] [INFO ] [FORECASTER] Completed predict_future for TXRH [2025-12-02T20:43:07.005094] [INFO ] [sig ] TXRH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:07.156641] [INFO ] [LOCAL ] Saved forecast: TXRH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TXRH.txt [2025-12-02T20:43:07.156766] [INFO ] [sig ] [3214/3544] Completed TXRH in 0.4s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:07.156802] [INFO ] [sig ] [3215/3544] Forecasting TY... [2025-12-02T20:43:07.156831] [INFO ] [sig ] Generating forecast for: TY [2025-12-02T20:43:07.156860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-12-02T20:43:07.166525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TY'. [2025-12-02T20:43:07.166794] [INFO ] [FORECASTER] Starting predict_future for TY [2025-12-02T20:43:07.167554] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-12-02T20:43:07.167620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:07.167651] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:07.167677] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:07.167731] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:07.226147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:07.226726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:07.226800] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:07.226831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:07.342277] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:07.342391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:07.342430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:07.342457] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:07.345524] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=64.50%) [2025-12-02T20:43:07.345789] [INFO ] [FORECASTER] Completed predict_future for TY [2025-12-02T20:43:07.345903] [INFO ] [sig ] TY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:07.482363] [INFO ] [LOCAL ] Saved forecast: TY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TY.txt [2025-12-02T20:43:07.482466] [INFO ] [sig ] [3215/3544] Completed TY in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:07.482501] [INFO ] [sig ] [3216/3544] Forecasting TYG... [2025-12-02T20:43:07.482529] [INFO ] [sig ] Generating forecast for: TYG [2025-12-02T20:43:07.482563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-12-02T20:43:07.492293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYG'. [2025-12-02T20:43:07.492536] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-12-02T20:43:07.493299] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-12-02T20:43:07.493347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:07.493402] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:07.493429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:07.493484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:07.548413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:07.549010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:07.549085] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:07.549115] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:07.664218] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:07.664325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:07.664361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:07.664386] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:07.667452] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=53.53%) [2025-12-02T20:43:07.667734] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-12-02T20:43:07.667850] [INFO ] [sig ] TYG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:07.803379] [INFO ] [LOCAL ] Saved forecast: TYG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TYG.txt [2025-12-02T20:43:07.803485] [INFO ] [sig ] [3216/3544] Completed TYG in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:07.803520] [INFO ] [sig ] [3217/3544] Forecasting TYGO... [2025-12-02T20:43:07.803548] [INFO ] [sig ] Generating forecast for: TYGO [2025-12-02T20:43:07.803593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'. [2025-12-02T20:43:07.813145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYGO'. [2025-12-02T20:43:07.813387] [INFO ] [FORECASTER] Starting predict_future for TYGO [2025-12-02T20:43:07.814159] [DEBUG] [LOCAL ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt [2025-12-02T20:43:07.814207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:07.814240] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:07.814266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:07.814319] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:07.869769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:07.870330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:07.870404] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:07.870434] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:07.986740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:07.986888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:07.986927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:07.986953] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:07.990202] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=47.72%) [2025-12-02T20:43:07.990500] [INFO ] [FORECASTER] Completed predict_future for TYGO [2025-12-02T20:43:07.990648] [INFO ] [sig ] TYGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:08.125766] [INFO ] [LOCAL ] Saved forecast: TYGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TYGO.txt [2025-12-02T20:43:08.125920] [INFO ] [sig ] [3217/3544] Completed TYGO in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:08.125958] [INFO ] [sig ] [3218/3544] Forecasting TYL... [2025-12-02T20:43:08.125987] [INFO ] [sig ] Generating forecast for: TYL [2025-12-02T20:43:08.126016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-12-02T20:43:08.135861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYL'. [2025-12-02T20:43:08.136143] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-12-02T20:43:08.136917] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-12-02T20:43:08.136964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:08.136996] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:08.137021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:08.137076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:08.192739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:08.193506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:08.193601] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:08.193635] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:08.314809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:08.314923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:08.314958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:08.314985] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:08.318336] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=76.09%) [2025-12-02T20:43:08.318805] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-12-02T20:43:08.318919] [INFO ] [sig ] TYL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:08.455843] [INFO ] [LOCAL ] Saved forecast: TYL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/TYL.txt [2025-12-02T20:43:08.455957] [INFO ] [sig ] [3218/3544] Completed TYL in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:08.455991] [INFO ] [sig ] [3219/3544] Forecasting TYRA... [2025-12-02T20:43:08.456019] [INFO ] [sig ] Generating forecast for: TYRA [2025-12-02T20:43:08.456047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'. [2025-12-02T20:43:08.466504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYRA'. [2025-12-02T20:43:08.466870] [INFO ] [FORECASTER] Starting predict_future for TYRA [2025-12-02T20:43:08.467688] [DEBUG] [LOCAL ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt [2025-12-02T20:43:08.467739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:08.467771] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:08.467797] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:08.467852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:08.524002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:08.524589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:08.524665] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:08.524696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:08.649140] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:08.649268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:08.649305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:08.649363] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:08.652654] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=32.92%) [2025-12-02T20:43:08.652910] [INFO ] [FORECASTER] Completed predict_future for TYRA [2025-12-02T20:43:08.653025] [INFO ] [sig ] TYRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:08.789881] [INFO ] [LOCAL ] Saved forecast: TYRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TYRA.txt [2025-12-02T20:43:08.789986] [INFO ] [sig ] [3219/3544] Completed TYRA in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:08.790020] [INFO ] [sig ] [3220/3544] Forecasting TZOO... [2025-12-02T20:43:08.790048] [INFO ] [sig ] Generating forecast for: TZOO [2025-12-02T20:43:08.790076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'. [2025-12-02T20:43:08.800037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TZOO'. [2025-12-02T20:43:08.800300] [INFO ] [FORECASTER] Starting predict_future for TZOO [2025-12-02T20:43:08.801082] [DEBUG] [LOCAL ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt [2025-12-02T20:43:08.801130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:08.801160] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:08.801187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:08.801253] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:08.858359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:08.858967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:08.859043] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:08.859074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:08.978690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:08.978800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:08.978834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:08.978859] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:08.981924] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=5.24%) [2025-12-02T20:43:08.982174] [INFO ] [FORECASTER] Completed predict_future for TZOO [2025-12-02T20:43:08.982290] [INFO ] [sig ] TZOO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:09.139142] [INFO ] [LOCAL ] Saved forecast: TZOO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/TZOO.txt [2025-12-02T20:43:09.139266] [INFO ] [sig ] [3220/3544] Completed TZOO in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:09.139303] [INFO ] [sig ] [3221/3544] Forecasting UAA... [2025-12-02T20:43:09.139332] [INFO ] [sig ] Generating forecast for: UAA [2025-12-02T20:43:09.139360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-12-02T20:43:09.150050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAA'. [2025-12-02T20:43:09.150423] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-12-02T20:43:09.151462] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-12-02T20:43:09.151524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:09.151566] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:09.151624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:09.151704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:09.220086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:09.220904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:09.220985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:09.221016] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:09.340912] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:09.341041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:09.341078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:09.341106] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:09.344316] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=4.14%) [2025-12-02T20:43:09.344588] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-12-02T20:43:09.344707] [INFO ] [sig ] UAA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:09.481534] [INFO ] [LOCAL ] Saved forecast: UAA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UAA.txt [2025-12-02T20:43:09.481655] [INFO ] [sig ] [3221/3544] Completed UAA in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:09.481692] [INFO ] [sig ] [3222/3544] Forecasting UAE... [2025-12-02T20:43:09.481720] [INFO ] [sig ] Generating forecast for: UAE [2025-12-02T20:43:09.481748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'. [2025-12-02T20:43:09.492031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAE'. [2025-12-02T20:43:09.492311] [INFO ] [FORECASTER] Starting predict_future for UAE [2025-12-02T20:43:09.493138] [DEBUG] [LOCAL ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt [2025-12-02T20:43:09.493189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:09.493219] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:09.493246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:09.493302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:09.551064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:09.551675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:09.551773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:09.551805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:09.670832] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:09.670947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:09.670982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:09.671008] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:09.674115] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=81.89%) [2025-12-02T20:43:09.674364] [INFO ] [FORECASTER] Completed predict_future for UAE [2025-12-02T20:43:09.674478] [INFO ] [sig ] UAE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:09.824419] [INFO ] [LOCAL ] Saved forecast: UAE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UAE.txt [2025-12-02T20:43:09.824535] [INFO ] [sig ] [3222/3544] Completed UAE in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:09.824592] [INFO ] [sig ] [3223/3544] Forecasting UAL... [2025-12-02T20:43:09.824626] [INFO ] [sig ] Generating forecast for: UAL [2025-12-02T20:43:09.824655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'. [2025-12-02T20:43:09.834437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAL'. [2025-12-02T20:43:09.834717] [INFO ] [FORECASTER] Starting predict_future for UAL [2025-12-02T20:43:09.835482] [DEBUG] [LOCAL ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt [2025-12-02T20:43:09.835530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:09.835561] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:09.835610] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:09.835665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:09.890045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:09.890645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:09.890721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:09.890751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:10.010465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:10.010585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:10.010622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:10.010650] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:10.013733] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=45.61%) [2025-12-02T20:43:10.013989] [INFO ] [FORECASTER] Completed predict_future for UAL [2025-12-02T20:43:10.014105] [INFO ] [sig ] UAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:10.165037] [INFO ] [LOCAL ] Saved forecast: UAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UAL.txt [2025-12-02T20:43:10.165161] [INFO ] [sig ] [3223/3544] Completed UAL in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:10.165197] [INFO ] [sig ] [3224/3544] Forecasting UBFO... [2025-12-02T20:43:10.165225] [INFO ] [sig ] Generating forecast for: UBFO [2025-12-02T20:43:10.165253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'. [2025-12-02T20:43:10.175215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBFO'. [2025-12-02T20:43:10.175502] [INFO ] [FORECASTER] Starting predict_future for UBFO [2025-12-02T20:43:10.176296] [DEBUG] [LOCAL ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt [2025-12-02T20:43:10.176346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:10.176375] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:10.176401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:10.176455] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:10.241048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:10.241886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:10.241965] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:10.241996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:10.355947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:10.356073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:10.356111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:10.356138] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:10.359283] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=1.84%) [2025-12-02T20:43:10.359538] [INFO ] [FORECASTER] Completed predict_future for UBFO [2025-12-02T20:43:10.359671] [INFO ] [sig ] UBFO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:10.495321] [INFO ] [LOCAL ] Saved forecast: UBFO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UBFO.txt [2025-12-02T20:43:10.495429] [INFO ] [sig ] [3224/3544] Completed UBFO in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:10.495464] [INFO ] [sig ] [3225/3544] Forecasting UBND... [2025-12-02T20:43:10.495492] [INFO ] [sig ] Generating forecast for: UBND [2025-12-02T20:43:10.495521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'. [2025-12-02T20:43:10.505550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBND'. [2025-12-02T20:43:10.505829] [INFO ] [FORECASTER] Starting predict_future for UBND [2025-12-02T20:43:10.506592] [DEBUG] [LOCAL ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt [2025-12-02T20:43:10.506656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:10.506687] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:10.506712] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:10.506766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:10.563532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:10.564127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:10.564202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:10.564234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:10.685233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:10.685348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:10.685384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:10.685412] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:10.688567] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=88.43%) [2025-12-02T20:43:10.688836] [INFO ] [FORECASTER] Completed predict_future for UBND [2025-12-02T20:43:10.688952] [INFO ] [sig ] UBND: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:10.832108] [INFO ] [LOCAL ] Saved forecast: UBND 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UBND.txt [2025-12-02T20:43:10.832213] [INFO ] [sig ] [3225/3544] Completed UBND in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:10.832248] [INFO ] [sig ] [3226/3544] Forecasting UBRL... [2025-12-02T20:43:10.832276] [INFO ] [sig ] Generating forecast for: UBRL [2025-12-02T20:43:10.832304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'. [2025-12-02T20:43:10.842561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBRL'. [2025-12-02T20:43:10.842847] [INFO ] [FORECASTER] Starting predict_future for UBRL [2025-12-02T20:43:10.843610] [DEBUG] [LOCAL ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt [2025-12-02T20:43:10.843658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:10.843687] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:10.843713] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:10.843767] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:10.898595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:10.899152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:10.899250] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:10.899281] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:11.022461] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:11.022564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:11.022617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:11.022645] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:11.025696] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=52.90%) [2025-12-02T20:43:11.025948] [INFO ] [FORECASTER] Completed predict_future for UBRL [2025-12-02T20:43:11.026068] [INFO ] [sig ] UBRL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:11.164854] [INFO ] [LOCAL ] Saved forecast: UBRL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UBRL.txt [2025-12-02T20:43:11.165002] [INFO ] [sig ] [3226/3544] Completed UBRL in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:11.165039] [INFO ] [sig ] [3227/3544] Forecasting UBS... [2025-12-02T20:43:11.165068] [INFO ] [sig ] Generating forecast for: UBS [2025-12-02T20:43:11.165097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-12-02T20:43:11.175295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBS'. [2025-12-02T20:43:11.175592] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-12-02T20:43:11.176384] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-12-02T20:43:11.176435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:11.176467] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:11.176495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:11.176561] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:11.233690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:11.234285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:11.234360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:11.234391] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:11.361163] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:11.361301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:11.361341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:11.361369] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:11.364697] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=8.27%) [2025-12-02T20:43:11.364957] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-12-02T20:43:11.365077] [INFO ] [sig ] UBS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:11.507971] [INFO ] [LOCAL ] Saved forecast: UBS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UBS.txt [2025-12-02T20:43:11.508075] [INFO ] [sig ] [3227/3544] Completed UBS in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:11.508111] [INFO ] [sig ] [3228/3544] Forecasting UBSI... [2025-12-02T20:43:11.508138] [INFO ] [sig ] Generating forecast for: UBSI [2025-12-02T20:43:11.508166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'. [2025-12-02T20:43:11.518068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBSI'. [2025-12-02T20:43:11.518332] [INFO ] [FORECASTER] Starting predict_future for UBSI [2025-12-02T20:43:11.519091] [DEBUG] [LOCAL ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt [2025-12-02T20:43:11.519139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:11.519168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:11.519192] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:11.519246] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:11.575180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:11.575755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:11.575828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:11.575858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:11.690758] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:11.690871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:11.690906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:11.690932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:11.694035] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=62.15%) [2025-12-02T20:43:11.694284] [INFO ] [FORECASTER] Completed predict_future for UBSI [2025-12-02T20:43:11.694400] [INFO ] [sig ] UBSI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:11.832160] [INFO ] [LOCAL ] Saved forecast: UBSI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UBSI.txt [2025-12-02T20:43:11.832267] [INFO ] [sig ] [3228/3544] Completed UBSI in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:11.832307] [INFO ] [sig ] [3229/3544] Forecasting UDMY... [2025-12-02T20:43:11.832337] [INFO ] [sig ] Generating forecast for: UDMY [2025-12-02T20:43:11.832369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'. [2025-12-02T20:43:11.842132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UDMY'. [2025-12-02T20:43:11.842411] [INFO ] [FORECASTER] Starting predict_future for UDMY [2025-12-02T20:43:11.843180] [DEBUG] [LOCAL ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt [2025-12-02T20:43:11.843228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:11.843258] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:11.843284] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:11.843339] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:11.899061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:11.899633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:11.899708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:11.899738] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:12.016105] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:12.016206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:12.016240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:12.016267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:12.019393] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=64.57%) [2025-12-02T20:43:12.019676] [INFO ] [FORECASTER] Completed predict_future for UDMY [2025-12-02T20:43:12.019790] [INFO ] [sig ] UDMY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:12.159513] [INFO ] [LOCAL ] Saved forecast: UDMY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UDMY.txt [2025-12-02T20:43:12.159663] [INFO ] [sig ] [3229/3544] Completed UDMY in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:12.159701] [INFO ] [sig ] [3230/3544] Forecasting UE... [2025-12-02T20:43:12.159729] [INFO ] [sig ] Generating forecast for: UE [2025-12-02T20:43:12.159758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-12-02T20:43:12.170232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UE'. [2025-12-02T20:43:12.170647] [INFO ] [FORECASTER] Starting predict_future for UE [2025-12-02T20:43:12.171441] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-12-02T20:43:12.171491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:12.171522] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:12.171549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:12.171628] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:12.228726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:12.229546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:12.229644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:12.229678] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:12.346933] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:12.347077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:12.347115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:12.347143] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:12.350377] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=14.86%) [2025-12-02T20:43:12.350648] [INFO ] [FORECASTER] Completed predict_future for UE [2025-12-02T20:43:12.350782] [INFO ] [sig ] UE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:12.490733] [INFO ] [LOCAL ] Saved forecast: UE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UE.txt [2025-12-02T20:43:12.490884] [INFO ] [sig ] [3230/3544] Completed UE in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.8m [2025-12-02T20:43:12.490922] [INFO ] [sig ] [3231/3544] Forecasting UEIC... [2025-12-02T20:43:12.490951] [INFO ] [sig ] Generating forecast for: UEIC [2025-12-02T20:43:12.490979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'. [2025-12-02T20:43:12.501389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UEIC'. [2025-12-02T20:43:12.501790] [INFO ] [FORECASTER] Starting predict_future for UEIC [2025-12-02T20:43:12.502646] [DEBUG] [LOCAL ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt [2025-12-02T20:43:12.502698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:12.502728] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:12.502754] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:12.502808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:12.561382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:12.562214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:12.562291] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:12.562322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:12.677706] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:12.677854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:12.677906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:12.677934] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:12.681175] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=61.60%) [2025-12-02T20:43:12.681438] [INFO ] [FORECASTER] Completed predict_future for UEIC [2025-12-02T20:43:12.681555] [INFO ] [sig ] UEIC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:12.817344] [INFO ] [LOCAL ] Saved forecast: UEIC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UEIC.txt [2025-12-02T20:43:12.817471] [INFO ] [sig ] [3231/3544] Completed UEIC in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:12.817507] [INFO ] [sig ] [3232/3544] Forecasting UFCS... [2025-12-02T20:43:12.817535] [INFO ] [sig ] Generating forecast for: UFCS [2025-12-02T20:43:12.817563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'. [2025-12-02T20:43:12.826960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFCS'. [2025-12-02T20:43:12.827219] [INFO ] [FORECASTER] Starting predict_future for UFCS [2025-12-02T20:43:12.828019] [DEBUG] [LOCAL ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt [2025-12-02T20:43:12.828066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:12.828096] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:12.828121] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:12.828174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:12.883344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:12.884027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:12.884102] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:12.884133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:13.005259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:13.005413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:13.005470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:13.005499] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:13.009097] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=3.88%) [2025-12-02T20:43:13.009469] [INFO ] [FORECASTER] Completed predict_future for UFCS [2025-12-02T20:43:13.009632] [INFO ] [sig ] UFCS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:13.147107] [INFO ] [LOCAL ] Saved forecast: UFCS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UFCS.txt [2025-12-02T20:43:13.147231] [INFO ] [sig ] [3232/3544] Completed UFCS in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:13.147268] [INFO ] [sig ] [3233/3544] Forecasting UFI... [2025-12-02T20:43:13.147296] [INFO ] [sig ] Generating forecast for: UFI [2025-12-02T20:43:13.147324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-12-02T20:43:13.158130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFI'. [2025-12-02T20:43:13.158480] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-12-02T20:43:13.159329] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-12-02T20:43:13.159380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:13.159441] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:13.159470] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:13.159564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:13.216999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:13.217857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:13.217960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:13.217997] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:13.340324] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:13.340473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:13.340514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:13.340542] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:13.344134] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=93.56%) [2025-12-02T20:43:13.344465] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-12-02T20:43:13.344621] [INFO ] [sig ] UFI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:13.492736] [INFO ] [LOCAL ] Saved forecast: UFI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UFI.txt [2025-12-02T20:43:13.492871] [INFO ] [sig ] [3233/3544] Completed UFI in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:13.492911] [INFO ] [sig ] [3234/3544] Forecasting UFO... [2025-12-02T20:43:13.492941] [INFO ] [sig ] Generating forecast for: UFO [2025-12-02T20:43:13.492971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'. [2025-12-02T20:43:13.504000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFO'. [2025-12-02T20:43:13.504310] [INFO ] [FORECASTER] Starting predict_future for UFO [2025-12-02T20:43:13.505134] [DEBUG] [LOCAL ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt [2025-12-02T20:43:13.505185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:13.505218] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:13.505246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:13.505312] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:13.565265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:13.565926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:13.566018] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:13.566053] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:13.689265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:13.689413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:13.689455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:13.689485] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:13.693023] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=92.94%) [2025-12-02T20:43:13.693286] [INFO ] [FORECASTER] Completed predict_future for UFO [2025-12-02T20:43:13.693409] [INFO ] [sig ] UFO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:13.836495] [INFO ] [LOCAL ] Saved forecast: UFO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UFO.txt [2025-12-02T20:43:13.836635] [INFO ] [sig ] [3234/3544] Completed UFO in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:13.836677] [INFO ] [sig ] [3235/3544] Forecasting UFPI... [2025-12-02T20:43:13.836708] [INFO ] [sig ] Generating forecast for: UFPI [2025-12-02T20:43:13.836739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'. [2025-12-02T20:43:13.847399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFPI'. [2025-12-02T20:43:13.847713] [INFO ] [FORECASTER] Starting predict_future for UFPI [2025-12-02T20:43:13.848541] [DEBUG] [LOCAL ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt [2025-12-02T20:43:13.848620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:13.848665] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:13.848702] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:13.848769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:13.911726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:13.912456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:13.912535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:13.912566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:14.036460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:14.036634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:14.036678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:14.036708] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:14.040214] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=10.35%) [2025-12-02T20:43:14.040503] [INFO ] [FORECASTER] Completed predict_future for UFPI [2025-12-02T20:43:14.040647] [INFO ] [sig ] UFPI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:14.185119] [INFO ] [LOCAL ] Saved forecast: UFPI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UFPI.txt [2025-12-02T20:43:14.185261] [INFO ] [sig ] [3235/3544] Completed UFPI in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:14.185301] [INFO ] [sig ] [3236/3544] Forecasting UGI... [2025-12-02T20:43:14.185330] [INFO ] [sig ] Generating forecast for: UGI [2025-12-02T20:43:14.185361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-12-02T20:43:14.197176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGI'. [2025-12-02T20:43:14.197504] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-12-02T20:43:14.198353] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-12-02T20:43:14.198423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:14.198475] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:14.198510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:14.198569] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:14.257956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:14.258858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:14.258940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:14.258972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:14.385158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:14.385310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:14.385351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:14.385422] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:14.389419] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=2.29%) [2025-12-02T20:43:14.389775] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-12-02T20:43:14.389911] [INFO ] [sig ] UGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:14.540757] [INFO ] [LOCAL ] Saved forecast: UGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UGI.txt [2025-12-02T20:43:14.540902] [INFO ] [sig ] [3236/3544] Completed UGI in 0.4s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:14.540941] [INFO ] [sig ] [3237/3544] Forecasting UGP... [2025-12-02T20:43:14.540971] [INFO ] [sig ] Generating forecast for: UGP [2025-12-02T20:43:14.541002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-12-02T20:43:14.551922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGP'. [2025-12-02T20:43:14.552251] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-12-02T20:43:14.553054] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-12-02T20:43:14.553104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:14.553136] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:14.553163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:14.553219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:14.608129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:14.608818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:14.608891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:14.608921] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:14.731696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:14.731845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:14.731883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:14.731910] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:14.735130] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=5.25%) [2025-12-02T20:43:14.735386] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-12-02T20:43:14.735501] [INFO ] [sig ] UGP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:14.871260] [INFO ] [LOCAL ] Saved forecast: UGP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UGP.txt [2025-12-02T20:43:14.871398] [INFO ] [sig ] [3237/3544] Completed UGP in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:14.871441] [INFO ] [sig ] [3238/3544] Forecasting UHAL... [2025-12-02T20:43:14.871475] [INFO ] [sig ] Generating forecast for: UHAL [2025-12-02T20:43:14.871510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-12-02T20:43:14.881950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHAL'. [2025-12-02T20:43:14.882305] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-12-02T20:43:14.883136] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-12-02T20:43:14.883187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:14.883219] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:14.883247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:14.883304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:14.939110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:14.939842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:14.939922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:14.939955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:15.061910] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:15.062052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:15.062091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:15.062118] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:15.065399] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=20.40%) [2025-12-02T20:43:15.065672] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-12-02T20:43:15.065787] [INFO ] [sig ] UHAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:15.204101] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UHAL.txt [2025-12-02T20:43:15.204248] [INFO ] [sig ] [3238/3544] Completed UHAL in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:15.204286] [INFO ] [sig ] [3239/3544] Forecasting UHG... [2025-12-02T20:43:15.204313] [INFO ] [sig ] Generating forecast for: UHG [2025-12-02T20:43:15.204342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'. [2025-12-02T20:43:15.214793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHG'. [2025-12-02T20:43:15.215134] [INFO ] [FORECASTER] Starting predict_future for UHG [2025-12-02T20:43:15.215993] [DEBUG] [LOCAL ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt [2025-12-02T20:43:15.216043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:15.216075] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:15.216100] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:15.216156] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:15.271207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:15.271949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:15.272045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:15.272076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:15.386983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:15.387128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:15.387166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:15.387193] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:15.390487] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-12-02T20:43:15.390759] [INFO ] [FORECASTER] Completed predict_future for UHG [2025-12-02T20:43:15.390876] [INFO ] [sig ] UHG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:15.527138] [INFO ] [LOCAL ] Saved forecast: UHG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UHG.txt [2025-12-02T20:43:15.527271] [INFO ] [sig ] [3239/3544] Completed UHG in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:15.527308] [INFO ] [sig ] [3240/3544] Forecasting UHS... [2025-12-02T20:43:15.527337] [INFO ] [sig ] Generating forecast for: UHS [2025-12-02T20:43:15.527371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-12-02T20:43:15.537985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHS'. [2025-12-02T20:43:15.538310] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-12-02T20:43:15.539157] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-12-02T20:43:15.539206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:15.539238] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:15.539266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:15.539322] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:15.594283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:15.594998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:15.595077] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:15.595107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:15.714790] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:15.714937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:15.714976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:15.715003] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:15.718218] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=35.51%) [2025-12-02T20:43:15.718478] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-12-02T20:43:15.718619] [INFO ] [sig ] UHS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:15.856250] [INFO ] [LOCAL ] Saved forecast: UHS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UHS.txt [2025-12-02T20:43:15.856379] [INFO ] [sig ] [3240/3544] Completed UHS in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:15.856417] [INFO ] [sig ] [3241/3544] Forecasting UI... [2025-12-02T20:43:15.856448] [INFO ] [sig ] Generating forecast for: UI [2025-12-02T20:43:15.856477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-12-02T20:43:15.866744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UI'. [2025-12-02T20:43:15.867037] [INFO ] [FORECASTER] Starting predict_future for UI [2025-12-02T20:43:15.867912] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-12-02T20:43:15.867964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:15.867997] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:15.868025] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:15.868082] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:15.924695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:15.925409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:15.925491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:15.925524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:16.041555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:16.041713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:16.041751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:16.041777] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:16.044997] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=14.72%) [2025-12-02T20:43:16.045257] [INFO ] [FORECASTER] Completed predict_future for UI [2025-12-02T20:43:16.045375] [INFO ] [sig ] UI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:16.179864] [INFO ] [LOCAL ] Saved forecast: UI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UI.txt [2025-12-02T20:43:16.179997] [INFO ] [sig ] [3241/3544] Completed UI in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:16.180034] [INFO ] [sig ] [3242/3544] Forecasting UIS... [2025-12-02T20:43:16.180063] [INFO ] [sig ] Generating forecast for: UIS [2025-12-02T20:43:16.180090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-12-02T20:43:16.190153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UIS'. [2025-12-02T20:43:16.190443] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-12-02T20:43:16.191264] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-12-02T20:43:16.191314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:16.191346] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:16.191374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:16.191431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:16.247119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:16.247820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:16.247921] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:16.247957] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:16.370698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:16.370847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:16.370887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:16.370914] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:16.374155] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=8.31%) [2025-12-02T20:43:16.374437] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-12-02T20:43:16.374560] [INFO ] [sig ] UIS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:16.509756] [INFO ] [LOCAL ] Saved forecast: UIS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UIS.txt [2025-12-02T20:43:16.509906] [INFO ] [sig ] [3242/3544] Completed UIS in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:16.509944] [INFO ] [sig ] [3243/3544] Forecasting UITB... [2025-12-02T20:43:16.509972] [INFO ] [sig ] Generating forecast for: UITB [2025-12-02T20:43:16.510002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'. [2025-12-02T20:43:16.520785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UITB'. [2025-12-02T20:43:16.521089] [INFO ] [FORECASTER] Starting predict_future for UITB [2025-12-02T20:43:16.521933] [DEBUG] [LOCAL ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt [2025-12-02T20:43:16.521983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:16.522015] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:16.522043] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:16.522099] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:16.580891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:16.581592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:16.581696] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:16.581738] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:16.695354] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:16.695497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:16.695539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:16.695566] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:16.698854] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=79.95%) [2025-12-02T20:43:16.699116] [INFO ] [FORECASTER] Completed predict_future for UITB [2025-12-02T20:43:16.699232] [INFO ] [sig ] UITB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:16.834157] [INFO ] [LOCAL ] Saved forecast: UITB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UITB.txt [2025-12-02T20:43:16.834283] [INFO ] [sig ] [3243/3544] Completed UITB in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:16.834318] [INFO ] [sig ] [3244/3544] Forecasting UL... [2025-12-02T20:43:16.834347] [INFO ] [sig ] Generating forecast for: UL [2025-12-02T20:43:16.834375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-12-02T20:43:16.844335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UL'. [2025-12-02T20:43:16.844674] [INFO ] [FORECASTER] Starting predict_future for UL [2025-12-02T20:43:16.845482] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-12-02T20:43:16.845543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:16.845617] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:16.845650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:16.845707] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:16.902081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:16.902778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:16.902859] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:16.902890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:17.027909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:17.028054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:17.028094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:17.028121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:17.031407] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=73.51%) [2025-12-02T20:43:17.031691] [INFO ] [FORECASTER] Completed predict_future for UL [2025-12-02T20:43:17.031813] [INFO ] [sig ] UL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:17.172703] [INFO ] [LOCAL ] Saved forecast: UL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UL.txt [2025-12-02T20:43:17.172831] [INFO ] [sig ] [3244/3544] Completed UL in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:17.172868] [INFO ] [sig ] [3245/3544] Forecasting ULBI... [2025-12-02T20:43:17.172895] [INFO ] [sig ] Generating forecast for: ULBI [2025-12-02T20:43:17.172923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'. [2025-12-02T20:43:17.182727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULBI'. [2025-12-02T20:43:17.183027] [INFO ] [FORECASTER] Starting predict_future for ULBI [2025-12-02T20:43:17.183832] [DEBUG] [LOCAL ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt [2025-12-02T20:43:17.183880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:17.183910] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:17.183934] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:17.183987] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:17.239282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:17.239956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:17.240033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:17.240063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:17.360423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:17.360639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:17.360685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:17.360713] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:17.364356] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=14.68%) [2025-12-02T20:43:17.364656] [INFO ] [FORECASTER] Completed predict_future for ULBI [2025-12-02T20:43:17.364793] [INFO ] [sig ] ULBI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:17.504383] [INFO ] [LOCAL ] Saved forecast: ULBI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ULBI.txt [2025-12-02T20:43:17.504518] [INFO ] [sig ] [3245/3544] Completed ULBI in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:17.504554] [INFO ] [sig ] [3246/3544] Forecasting ULCC... [2025-12-02T20:43:17.504599] [INFO ] [sig ] Generating forecast for: ULCC [2025-12-02T20:43:17.504629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'. [2025-12-02T20:43:17.514693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULCC'. [2025-12-02T20:43:17.515023] [INFO ] [FORECASTER] Starting predict_future for ULCC [2025-12-02T20:43:17.515817] [DEBUG] [LOCAL ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt [2025-12-02T20:43:17.515865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:17.515895] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:17.515920] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:17.515975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:17.570688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:17.571465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:17.571545] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:17.571593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:17.694812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:17.694985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:17.695036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:17.695066] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:17.698566] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=8.64%) [2025-12-02T20:43:17.698858] [INFO ] [FORECASTER] Completed predict_future for ULCC [2025-12-02T20:43:17.698977] [INFO ] [sig ] ULCC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:17.833828] [INFO ] [LOCAL ] Saved forecast: ULCC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ULCC.txt [2025-12-02T20:43:17.833985] [INFO ] [sig ] [3246/3544] Completed ULCC in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:17.834021] [INFO ] [sig ] [3247/3544] Forecasting ULH... [2025-12-02T20:43:17.834049] [INFO ] [sig ] Generating forecast for: ULH [2025-12-02T20:43:17.834085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'. [2025-12-02T20:43:17.845130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULH'. [2025-12-02T20:43:17.845484] [INFO ] [FORECASTER] Starting predict_future for ULH [2025-12-02T20:43:17.846352] [DEBUG] [LOCAL ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt [2025-12-02T20:43:17.846405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:17.846436] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:17.846462] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:17.846519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:17.902236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:17.902911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:17.902987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:17.903018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:18.023092] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:18.023259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:18.023308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:18.023341] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:18.026633] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-12-02T20:43:18.026900] [INFO ] [FORECASTER] Completed predict_future for ULH [2025-12-02T20:43:18.027018] [INFO ] [sig ] ULH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:18.161226] [INFO ] [LOCAL ] Saved forecast: ULH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ULH.txt [2025-12-02T20:43:18.161355] [INFO ] [sig ] [3247/3544] Completed ULH in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:18.161390] [INFO ] [sig ] [3248/3544] Forecasting ULTA... [2025-12-02T20:43:18.161418] [INFO ] [sig ] Generating forecast for: ULTA [2025-12-02T20:43:18.161448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'. [2025-12-02T20:43:18.171302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULTA'. [2025-12-02T20:43:18.171617] [INFO ] [FORECASTER] Starting predict_future for ULTA [2025-12-02T20:43:18.172362] [DEBUG] [LOCAL ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt [2025-12-02T20:43:18.172410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:18.172446] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:18.172477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:18.172544] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:18.228644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:18.229329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:18.229409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:18.229449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:18.347018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:18.347159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:18.347200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:18.347229] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:18.350529] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=59.78%) [2025-12-02T20:43:18.350814] [INFO ] [FORECASTER] Completed predict_future for ULTA [2025-12-02T20:43:18.350936] [INFO ] [sig ] ULTA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:18.488495] [INFO ] [LOCAL ] Saved forecast: ULTA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ULTA.txt [2025-12-02T20:43:18.488670] [INFO ] [sig ] [3248/3544] Completed ULTA in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.7m [2025-12-02T20:43:18.488898] [INFO ] [sig ] [3249/3544] Forecasting ULY... [2025-12-02T20:43:18.488925] [INFO ] [sig ] Generating forecast for: ULY [2025-12-02T20:43:18.488955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'. [2025-12-02T20:43:18.499006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULY'. [2025-12-02T20:43:18.499331] [INFO ] [FORECASTER] Starting predict_future for ULY [2025-12-02T20:43:18.500155] [DEBUG] [LOCAL ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt [2025-12-02T20:43:18.500214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:18.500246] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:18.500272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:18.500327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:18.558277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:18.559077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:18.559157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:18.559188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:18.673088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:18.673234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:18.673272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:18.673300] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:18.676769] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=67.99%) [2025-12-02T20:43:18.677027] [INFO ] [FORECASTER] Completed predict_future for ULY [2025-12-02T20:43:18.677145] [INFO ] [sig ] ULY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:18.832801] [INFO ] [LOCAL ] Saved forecast: ULY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ULY.txt [2025-12-02T20:43:18.832953] [INFO ] [sig ] [3249/3544] Completed ULY in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:18.832991] [INFO ] [sig ] [3250/3544] Forecasting UMBF... [2025-12-02T20:43:18.833018] [INFO ] [sig ] Generating forecast for: UMBF [2025-12-02T20:43:18.833048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'. [2025-12-02T20:43:18.842965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMBF'. [2025-12-02T20:43:18.843252] [INFO ] [FORECASTER] Starting predict_future for UMBF [2025-12-02T20:43:18.844027] [DEBUG] [LOCAL ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt [2025-12-02T20:43:18.844076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:18.844133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:18.844161] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:18.844215] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:18.898395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:18.899064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:18.899151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:18.899183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:19.015342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:19.015489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:19.015528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:19.015555] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:19.018827] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=60.53%) [2025-12-02T20:43:19.019084] [INFO ] [FORECASTER] Completed predict_future for UMBF [2025-12-02T20:43:19.019202] [INFO ] [sig ] UMBF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:19.156119] [INFO ] [LOCAL ] Saved forecast: UMBF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UMBF.txt [2025-12-02T20:43:19.156285] [INFO ] [sig ] [3250/3544] Completed UMBF in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:19.156326] [INFO ] [sig ] [3251/3544] Forecasting UMC... [2025-12-02T20:43:19.156355] [INFO ] [sig ] Generating forecast for: UMC [2025-12-02T20:43:19.156385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-12-02T20:43:19.166969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMC'. [2025-12-02T20:43:19.167312] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-12-02T20:43:19.168140] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-12-02T20:43:19.168188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:19.168219] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:19.168244] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:19.168299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:19.222203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:19.222834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:19.222911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:19.222941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:19.340196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:19.340343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:19.340382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:19.340408] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:19.343656] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=0.70%) [2025-12-02T20:43:19.343914] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-12-02T20:43:19.344030] [INFO ] [sig ] UMC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:19.478760] [INFO ] [LOCAL ] Saved forecast: UMC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UMC.txt [2025-12-02T20:43:19.478914] [INFO ] [sig ] [3251/3544] Completed UMC in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:19.478951] [INFO ] [sig ] [3252/3544] Forecasting UMH... [2025-12-02T20:43:19.478979] [INFO ] [sig ] Generating forecast for: UMH [2025-12-02T20:43:19.479009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-12-02T20:43:19.489661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMH'. [2025-12-02T20:43:19.490034] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-12-02T20:43:19.490867] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-12-02T20:43:19.490915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:19.490945] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:19.490970] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:19.491023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:19.546612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:19.547437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:19.547515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:19.547546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:19.664703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:19.664859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:19.664898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:19.664924] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:19.668278] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=31.00%) [2025-12-02T20:43:19.668565] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-12-02T20:43:19.668716] [INFO ] [sig ] UMH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:19.805025] [INFO ] [LOCAL ] Saved forecast: UMH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UMH.txt [2025-12-02T20:43:19.805166] [INFO ] [sig ] [3252/3544] Completed UMH in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:19.805209] [INFO ] [sig ] [3253/3544] Forecasting UMMA... [2025-12-02T20:43:19.805238] [INFO ] [sig ] Generating forecast for: UMMA [2025-12-02T20:43:19.805269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'. [2025-12-02T20:43:19.815294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMMA'. [2025-12-02T20:43:19.815628] [INFO ] [FORECASTER] Starting predict_future for UMMA [2025-12-02T20:43:19.816384] [DEBUG] [LOCAL ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt [2025-12-02T20:43:19.816432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:19.816462] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:19.816488] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:19.816544] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:19.871442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:19.872094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:19.872171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:19.872202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:19.986090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:19.986233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:19.986270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:19.986330] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:19.989671] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=66.28%) [2025-12-02T20:43:19.989951] [INFO ] [FORECASTER] Completed predict_future for UMMA [2025-12-02T20:43:19.990077] [INFO ] [sig ] UMMA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:20.127464] [INFO ] [LOCAL ] Saved forecast: UMMA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UMMA.txt [2025-12-02T20:43:20.127607] [INFO ] [sig ] [3253/3544] Completed UMMA in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:20.127645] [INFO ] [sig ] [3254/3544] Forecasting UNCY... [2025-12-02T20:43:20.127673] [INFO ] [sig ] Generating forecast for: UNCY [2025-12-02T20:43:20.127701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'. [2025-12-02T20:43:20.137454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNCY'. [2025-12-02T20:43:20.137770] [INFO ] [FORECASTER] Starting predict_future for UNCY [2025-12-02T20:43:20.138618] [DEBUG] [LOCAL ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt [2025-12-02T20:43:20.138670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:20.138701] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:20.138727] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:20.138782] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:20.193843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:20.194451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:20.194527] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:20.194558] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:20.311212] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:20.311323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:20.311360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:20.311387] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:20.314536] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=57.58%) [2025-12-02T20:43:20.314807] [INFO ] [FORECASTER] Completed predict_future for UNCY [2025-12-02T20:43:20.314940] [INFO ] [sig ] UNCY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:20.453820] [INFO ] [LOCAL ] Saved forecast: UNCY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UNCY.txt [2025-12-02T20:43:20.453945] [INFO ] [sig ] [3254/3544] Completed UNCY in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:20.453983] [INFO ] [sig ] [3255/3544] Forecasting UNF... [2025-12-02T20:43:20.454010] [INFO ] [sig ] Generating forecast for: UNF [2025-12-02T20:43:20.454038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-12-02T20:43:20.464366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNF'. [2025-12-02T20:43:20.464673] [INFO ] [FORECASTER] Starting predict_future for UNF [2025-12-02T20:43:20.465514] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-12-02T20:43:20.465587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:20.465629] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:20.465657] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:20.465716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:20.523068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:20.523935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:20.524018] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:20.524051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:20.639822] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:20.639955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:20.639995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:20.640022] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:20.643232] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=83.19%) [2025-12-02T20:43:20.643487] [INFO ] [FORECASTER] Completed predict_future for UNF [2025-12-02T20:43:20.643625] [INFO ] [sig ] UNF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:20.779550] [INFO ] [LOCAL ] Saved forecast: UNF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UNF.txt [2025-12-02T20:43:20.779696] [INFO ] [sig ] [3255/3544] Completed UNF in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:20.779732] [INFO ] [sig ] [3256/3544] Forecasting UNFI... [2025-12-02T20:43:20.779759] [INFO ] [sig ] Generating forecast for: UNFI [2025-12-02T20:43:20.779790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-12-02T20:43:20.790307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNFI'. [2025-12-02T20:43:20.790603] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-12-02T20:43:20.791365] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-12-02T20:43:20.791414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:20.791444] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:20.791470] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:20.791524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:20.846439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:20.847064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:20.847138] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:20.847169] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:20.967553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:20.967709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:20.967764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:20.967792] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:20.971046] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-12-02T20:43:20.971300] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-12-02T20:43:20.971417] [INFO ] [sig ] UNFI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:21.107173] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UNFI.txt [2025-12-02T20:43:21.107294] [INFO ] [sig ] [3256/3544] Completed UNFI in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:21.107330] [INFO ] [sig ] [3257/3544] Forecasting UNH... [2025-12-02T20:43:21.107358] [INFO ] [sig ] Generating forecast for: UNH [2025-12-02T20:43:21.107386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-12-02T20:43:21.117386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNH'. [2025-12-02T20:43:21.117682] [INFO ] [FORECASTER] Starting predict_future for UNH [2025-12-02T20:43:21.118468] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-12-02T20:43:21.118516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:21.118547] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:21.118593] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:21.118650] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:21.174686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:21.175497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:21.175596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:21.175632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:21.291934] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:21.292059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:21.292096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:21.292122] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:21.295286] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=73.17%) [2025-12-02T20:43:21.295543] [INFO ] [FORECASTER] Completed predict_future for UNH [2025-12-02T20:43:21.295680] [INFO ] [sig ] UNH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:21.430586] [INFO ] [LOCAL ] Saved forecast: UNH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UNH.txt [2025-12-02T20:43:21.430697] [INFO ] [sig ] [3257/3544] Completed UNH in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:21.430733] [INFO ] [sig ] [3258/3544] Forecasting UNM... [2025-12-02T20:43:21.430760] [INFO ] [sig ] Generating forecast for: UNM [2025-12-02T20:43:21.430788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-12-02T20:43:21.440898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNM'. [2025-12-02T20:43:21.441162] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-12-02T20:43:21.441935] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-12-02T20:43:21.441983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:21.442012] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:21.442037] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:21.442090] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:21.498935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:21.499523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:21.499626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:21.499660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:21.622145] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:21.622291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:21.622331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:21.622357] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:21.625602] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=10.28%) [2025-12-02T20:43:21.625857] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-12-02T20:43:21.625974] [INFO ] [sig ] UNM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:21.772119] [INFO ] [LOCAL ] Saved forecast: UNM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UNM.txt [2025-12-02T20:43:21.772275] [INFO ] [sig ] [3258/3544] Completed UNM in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:21.772313] [INFO ] [sig ] [3259/3544] Forecasting UNMA... [2025-12-02T20:43:21.772341] [INFO ] [sig ] Generating forecast for: UNMA [2025-12-02T20:43:21.772376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-12-02T20:43:21.782268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNMA'. [2025-12-02T20:43:21.782542] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-12-02T20:43:21.783361] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-12-02T20:43:21.783411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:21.783442] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:21.783468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:21.783524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:21.841192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:21.841975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:21.842053] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:21.842085] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:21.950250] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:21.950381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:21.950419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:21.950447] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:21.953816] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=26.30%) [2025-12-02T20:43:21.954079] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-12-02T20:43:21.954198] [INFO ] [sig ] UNMA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:22.099071] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UNMA.txt [2025-12-02T20:43:22.099196] [INFO ] [sig ] [3259/3544] Completed UNMA in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:22.099234] [INFO ] [sig ] [3260/3544] Forecasting UNP... [2025-12-02T20:43:22.099263] [INFO ] [sig ] Generating forecast for: UNP [2025-12-02T20:43:22.099293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-12-02T20:43:22.109284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNP'. [2025-12-02T20:43:22.109565] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-12-02T20:43:22.110350] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-12-02T20:43:22.110398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:22.110437] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:22.110465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:22.110519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:22.165165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:22.165755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:22.165852] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:22.165885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:22.283479] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:22.283629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:22.283668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:22.283696] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:22.286898] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=38.07%) [2025-12-02T20:43:22.287152] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-12-02T20:43:22.287270] [INFO ] [sig ] UNP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:22.422017] [INFO ] [LOCAL ] Saved forecast: UNP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UNP.txt [2025-12-02T20:43:22.422141] [INFO ] [sig ] [3260/3544] Completed UNP in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:22.422176] [INFO ] [sig ] [3261/3544] Forecasting UNTY... [2025-12-02T20:43:22.422204] [INFO ] [sig ] Generating forecast for: UNTY [2025-12-02T20:43:22.422233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'. [2025-12-02T20:43:22.431850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNTY'. [2025-12-02T20:43:22.432102] [INFO ] [FORECASTER] Starting predict_future for UNTY [2025-12-02T20:43:22.432901] [DEBUG] [LOCAL ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt [2025-12-02T20:43:22.432950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:22.432980] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:22.433005] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:22.433059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:22.491083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:22.491728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:22.491805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:22.491837] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:22.608542] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:22.608695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:22.608734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:22.608761] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:22.612079] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=0.61%) [2025-12-02T20:43:22.612381] [INFO ] [FORECASTER] Completed predict_future for UNTY [2025-12-02T20:43:22.612512] [INFO ] [sig ] UNTY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:22.752551] [INFO ] [LOCAL ] Saved forecast: UNTY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UNTY.txt [2025-12-02T20:43:22.752726] [INFO ] [sig ] [3261/3544] Completed UNTY in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:22.752763] [INFO ] [sig ] [3262/3544] Forecasting UONE... [2025-12-02T20:43:22.752792] [INFO ] [sig ] Generating forecast for: UONE [2025-12-02T20:43:22.752820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'. [2025-12-02T20:43:22.763358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UONE'. [2025-12-02T20:43:22.763747] [INFO ] [FORECASTER] Starting predict_future for UONE [2025-12-02T20:43:22.764520] [DEBUG] [LOCAL ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt [2025-12-02T20:43:22.764591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:22.764626] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:22.764651] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:22.764705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:22.819521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:22.820324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:22.820402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:22.820433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:22.924843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:22.924966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:22.925001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:22.925028] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:22.928272] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=7.17%) [2025-12-02T20:43:22.928528] [INFO ] [FORECASTER] Completed predict_future for UONE [2025-12-02T20:43:22.928690] [INFO ] [sig ] UONE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:23.063815] [INFO ] [LOCAL ] Saved forecast: UONE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UONE.txt [2025-12-02T20:43:23.063932] [INFO ] [sig ] [3262/3544] Completed UONE in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:23.063968] [INFO ] [sig ] [3263/3544] Forecasting UPBD... [2025-12-02T20:43:23.063995] [INFO ] [sig ] Generating forecast for: UPBD [2025-12-02T20:43:23.064024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'. [2025-12-02T20:43:23.074157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPBD'. [2025-12-02T20:43:23.074411] [INFO ] [FORECASTER] Starting predict_future for UPBD [2025-12-02T20:43:23.075194] [DEBUG] [LOCAL ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt [2025-12-02T20:43:23.075241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:23.075272] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:23.075297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:23.075351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:23.129951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:23.130523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:23.130611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:23.130643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:23.247746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:23.247861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:23.247919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:23.247948] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:23.251063] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=23.78%) [2025-12-02T20:43:23.251314] [INFO ] [FORECASTER] Completed predict_future for UPBD [2025-12-02T20:43:23.251430] [INFO ] [sig ] UPBD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:23.391215] [INFO ] [LOCAL ] Saved forecast: UPBD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UPBD.txt [2025-12-02T20:43:23.391353] [INFO ] [sig ] [3263/3544] Completed UPBD in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:23.391390] [INFO ] [sig ] [3264/3544] Forecasting UPC... [2025-12-02T20:43:23.391424] [INFO ] [sig ] Generating forecast for: UPC [2025-12-02T20:43:23.391455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'. [2025-12-02T20:43:23.401202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPC'. [2025-12-02T20:43:23.401459] [INFO ] [FORECASTER] Starting predict_future for UPC [2025-12-02T20:43:23.402234] [DEBUG] [LOCAL ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt [2025-12-02T20:43:23.402283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:23.402314] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:23.402339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:23.402393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:23.457826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:23.458409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:23.458490] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:23.458523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:23.571806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:23.571927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:23.571964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:23.571991] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:23.575161] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=35.90%) [2025-12-02T20:43:23.575413] [INFO ] [FORECASTER] Completed predict_future for UPC [2025-12-02T20:43:23.575525] [INFO ] [sig ] UPC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:23.713766] [INFO ] [LOCAL ] Saved forecast: UPC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UPC.txt [2025-12-02T20:43:23.713912] [INFO ] [sig ] [3264/3544] Completed UPC in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:23.713948] [INFO ] [sig ] [3265/3544] Forecasting UPLD... [2025-12-02T20:43:23.713975] [INFO ] [sig ] Generating forecast for: UPLD [2025-12-02T20:43:23.714004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'. [2025-12-02T20:43:23.723731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPLD'. [2025-12-02T20:43:23.723988] [INFO ] [FORECASTER] Starting predict_future for UPLD [2025-12-02T20:43:23.724751] [DEBUG] [LOCAL ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt [2025-12-02T20:43:23.724799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:23.724828] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:23.724853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:23.724906] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:23.780437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:23.781019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:23.781091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:23.781121] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:23.897906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:23.898054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:23.898097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:23.898122] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:23.901361] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=61.64%) [2025-12-02T20:43:23.901632] [INFO ] [FORECASTER] Completed predict_future for UPLD [2025-12-02T20:43:23.901747] [INFO ] [sig ] UPLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:24.041274] [INFO ] [LOCAL ] Saved forecast: UPLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UPLD.txt [2025-12-02T20:43:24.041386] [INFO ] [sig ] [3265/3544] Completed UPLD in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:24.041423] [INFO ] [sig ] [3266/3544] Forecasting UPS... [2025-12-02T20:43:24.041451] [INFO ] [sig ] Generating forecast for: UPS [2025-12-02T20:43:24.041480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-12-02T20:43:24.051788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPS'. [2025-12-02T20:43:24.052044] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-12-02T20:43:24.052831] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-12-02T20:43:24.052885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:24.052916] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:24.052942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:24.052996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:24.108064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:24.108637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:24.108708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:24.108743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:24.233528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:24.233659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:24.233696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:24.233722] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:24.236849] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=28.04%) [2025-12-02T20:43:24.237098] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-12-02T20:43:24.237212] [INFO ] [sig ] UPS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:24.375060] [INFO ] [LOCAL ] Saved forecast: UPS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UPS.txt [2025-12-02T20:43:24.375164] [INFO ] [sig ] [3266/3544] Completed UPS in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.6m [2025-12-02T20:43:24.375199] [INFO ] [sig ] [3267/3544] Forecasting UPWK... [2025-12-02T20:43:24.375225] [INFO ] [sig ] Generating forecast for: UPWK [2025-12-02T20:43:24.375253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'. [2025-12-02T20:43:24.385530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPWK'. [2025-12-02T20:43:24.385818] [INFO ] [FORECASTER] Starting predict_future for UPWK [2025-12-02T20:43:24.386563] [DEBUG] [LOCAL ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt [2025-12-02T20:43:24.386638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:24.386693] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:24.386720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:24.386775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:24.441719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:24.442287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:24.442359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:24.442390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:24.564484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:24.564626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:24.564673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:24.564714] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:24.567935] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=29.10%) [2025-12-02T20:43:24.568185] [INFO ] [FORECASTER] Completed predict_future for UPWK [2025-12-02T20:43:24.568302] [INFO ] [sig ] UPWK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:24.703730] [INFO ] [LOCAL ] Saved forecast: UPWK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UPWK.txt [2025-12-02T20:43:24.703892] [INFO ] [sig ] [3267/3544] Completed UPWK in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:24.703931] [INFO ] [sig ] [3268/3544] Forecasting UPXI... [2025-12-02T20:43:24.703958] [INFO ] [sig ] Generating forecast for: UPXI [2025-12-02T20:43:24.703987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'. [2025-12-02T20:43:24.714256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPXI'. [2025-12-02T20:43:24.714621] [INFO ] [FORECASTER] Starting predict_future for UPXI [2025-12-02T20:43:24.715398] [DEBUG] [LOCAL ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt [2025-12-02T20:43:24.715447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:24.715477] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:24.715504] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:24.715559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:24.773368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:24.774216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:24.774299] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:24.774331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:24.899521] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:24.899680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:24.899720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:24.899747] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:24.902974] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=40.40%) [2025-12-02T20:43:24.903231] [INFO ] [FORECASTER] Completed predict_future for UPXI [2025-12-02T20:43:24.903346] [INFO ] [sig ] UPXI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:25.039601] [INFO ] [LOCAL ] Saved forecast: UPXI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UPXI.txt [2025-12-02T20:43:25.039712] [INFO ] [sig ] [3268/3544] Completed UPXI in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:25.039756] [INFO ] [sig ] [3269/3544] Forecasting URBN... [2025-12-02T20:43:25.039783] [INFO ] [sig ] Generating forecast for: URBN [2025-12-02T20:43:25.039811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'. [2025-12-02T20:43:25.049372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URBN'. [2025-12-02T20:43:25.049686] [INFO ] [FORECASTER] Starting predict_future for URBN [2025-12-02T20:43:25.050476] [DEBUG] [LOCAL ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt [2025-12-02T20:43:25.050526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:25.050558] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:25.050612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:25.050681] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:25.108555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:25.109154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:25.109230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:25.109274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:25.234917] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:25.235045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:25.235082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:25.235109] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:25.238423] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=15.54%) [2025-12-02T20:43:25.238719] [INFO ] [FORECASTER] Completed predict_future for URBN [2025-12-02T20:43:25.238856] [INFO ] [sig ] URBN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:25.382718] [INFO ] [LOCAL ] Saved forecast: URBN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/URBN.txt [2025-12-02T20:43:25.382821] [INFO ] [sig ] [3269/3544] Completed URBN in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:25.382856] [INFO ] [sig ] [3270/3544] Forecasting URGN... [2025-12-02T20:43:25.382883] [INFO ] [sig ] Generating forecast for: URGN [2025-12-02T20:43:25.382911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'. [2025-12-02T20:43:25.393543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URGN'. [2025-12-02T20:43:25.393846] [INFO ] [FORECASTER] Starting predict_future for URGN [2025-12-02T20:43:25.394686] [DEBUG] [LOCAL ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt [2025-12-02T20:43:25.394736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:25.394766] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:25.394791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:25.394847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:25.452939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:25.453509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:25.453600] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:25.453634] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:25.573593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:25.573719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:25.573762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:25.573835] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:25.577152] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=42.64%) [2025-12-02T20:43:25.577409] [INFO ] [FORECASTER] Completed predict_future for URGN [2025-12-02T20:43:25.577526] [INFO ] [sig ] URGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:25.715090] [INFO ] [LOCAL ] Saved forecast: URGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/URGN.txt [2025-12-02T20:43:25.715196] [INFO ] [sig ] [3270/3544] Completed URGN in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:25.715231] [INFO ] [sig ] [3271/3544] Forecasting URI... [2025-12-02T20:43:25.715260] [INFO ] [sig ] Generating forecast for: URI [2025-12-02T20:43:25.715288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-12-02T20:43:25.726020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URI'. [2025-12-02T20:43:25.726278] [INFO ] [FORECASTER] Starting predict_future for URI [2025-12-02T20:43:25.727162] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-12-02T20:43:25.727212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:25.727243] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:25.727280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:25.727336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:25.786076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:25.786960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:25.787043] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:25.787076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:25.909204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:25.909350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:25.909410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:25.909438] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:25.912691] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=20.94%) [2025-12-02T20:43:25.912944] [INFO ] [FORECASTER] Completed predict_future for URI [2025-12-02T20:43:25.913061] [INFO ] [sig ] URI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:26.049327] [INFO ] [LOCAL ] Saved forecast: URI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/URI.txt [2025-12-02T20:43:26.049442] [INFO ] [sig ] [3271/3544] Completed URI in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:26.049477] [INFO ] [sig ] [3272/3544] Forecasting URNJ... [2025-12-02T20:43:26.049505] [INFO ] [sig ] Generating forecast for: URNJ [2025-12-02T20:43:26.049534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'. [2025-12-02T20:43:26.059634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URNJ'. [2025-12-02T20:43:26.059935] [INFO ] [FORECASTER] Starting predict_future for URNJ [2025-12-02T20:43:26.060761] [DEBUG] [LOCAL ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt [2025-12-02T20:43:26.060810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:26.060840] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:26.060867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:26.060923] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:26.119228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:26.119870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:26.119946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:26.119978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:26.242797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:26.242905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:26.242939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:26.242966] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:26.246022] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=8.68%) [2025-12-02T20:43:26.246271] [INFO ] [FORECASTER] Completed predict_future for URNJ [2025-12-02T20:43:26.246383] [INFO ] [sig ] URNJ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:26.391052] [INFO ] [LOCAL ] Saved forecast: URNJ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/URNJ.txt [2025-12-02T20:43:26.391157] [INFO ] [sig ] [3272/3544] Completed URNJ in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:26.391192] [INFO ] [sig ] [3273/3544] Forecasting UROY... [2025-12-02T20:43:26.391219] [INFO ] [sig ] Generating forecast for: UROY [2025-12-02T20:43:26.391247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'. [2025-12-02T20:43:26.401567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UROY'. [2025-12-02T20:43:26.401850] [INFO ] [FORECASTER] Starting predict_future for UROY [2025-12-02T20:43:26.402704] [DEBUG] [LOCAL ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt [2025-12-02T20:43:26.402756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:26.402787] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:26.402812] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:26.402867] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:26.460785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:26.461360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:26.461436] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:26.461467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:26.584802] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:26.584911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:26.584946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:26.584973] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:26.588090] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=84.31%) [2025-12-02T20:43:26.588339] [INFO ] [FORECASTER] Completed predict_future for UROY [2025-12-02T20:43:26.588455] [INFO ] [sig ] UROY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:26.770279] [INFO ] [LOCAL ] Saved forecast: UROY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UROY.txt [2025-12-02T20:43:26.770407] [INFO ] [sig ] [3273/3544] Completed UROY in 0.4s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:26.770444] [INFO ] [sig ] [3274/3544] Forecasting USA... [2025-12-02T20:43:26.770471] [INFO ] [sig ] Generating forecast for: USA [2025-12-02T20:43:26.770498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-12-02T20:43:26.780767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USA'. [2025-12-02T20:43:26.781051] [INFO ] [FORECASTER] Starting predict_future for USA [2025-12-02T20:43:26.781868] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-12-02T20:43:26.781916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:26.781949] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:26.781976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:26.782032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:26.838282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:26.839088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:26.839169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:26.839201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:26.955801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:26.955947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:26.955986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:26.956013] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:26.959254] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=54.73%) [2025-12-02T20:43:26.959507] [INFO ] [FORECASTER] Completed predict_future for USA [2025-12-02T20:43:26.959667] [INFO ] [sig ] USA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:27.097931] [INFO ] [LOCAL ] Saved forecast: USA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/USA.txt [2025-12-02T20:43:27.098051] [INFO ] [sig ] [3274/3544] Completed USA in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:27.098086] [INFO ] [sig ] [3275/3544] Forecasting USAC... [2025-12-02T20:43:27.098113] [INFO ] [sig ] Generating forecast for: USAC [2025-12-02T20:43:27.098148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-12-02T20:43:27.108084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USAC'. [2025-12-02T20:43:27.108339] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-12-02T20:43:27.109151] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-12-02T20:43:27.109202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:27.109233] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:27.109260] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:27.109316] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:27.169753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:27.170423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:27.170505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:27.170538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:27.286976] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:27.287079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:27.287115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:27.287141] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:27.290287] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=36.38%) [2025-12-02T20:43:27.290537] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-12-02T20:43:27.290668] [INFO ] [sig ] USAC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:27.428677] [INFO ] [LOCAL ] Saved forecast: USAC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USAC.txt [2025-12-02T20:43:27.428776] [INFO ] [sig ] [3275/3544] Completed USAC in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:27.428821] [INFO ] [sig ] [3276/3544] Forecasting USB... [2025-12-02T20:43:27.428849] [INFO ] [sig ] Generating forecast for: USB [2025-12-02T20:43:27.428878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-12-02T20:43:27.439157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USB'. [2025-12-02T20:43:27.439426] [INFO ] [FORECASTER] Starting predict_future for USB [2025-12-02T20:43:27.440278] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-12-02T20:43:27.440328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:27.440359] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:27.440385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:27.440440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:27.497779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:27.498388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:27.498465] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:27.498497] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:27.617685] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:27.617826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:27.617864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:27.617902] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:27.621135] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=3.73%) [2025-12-02T20:43:27.621402] [INFO ] [FORECASTER] Completed predict_future for USB [2025-12-02T20:43:27.621525] [INFO ] [sig ] USB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:27.756743] [INFO ] [LOCAL ] Saved forecast: USB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USB.txt [2025-12-02T20:43:27.756867] [INFO ] [sig ] [3276/3544] Completed USB in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:27.756904] [INFO ] [sig ] [3277/3544] Forecasting USCB... [2025-12-02T20:43:27.756932] [INFO ] [sig ] Generating forecast for: USCB [2025-12-02T20:43:27.756960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'. [2025-12-02T20:43:27.767089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USCB'. [2025-12-02T20:43:27.767346] [INFO ] [FORECASTER] Starting predict_future for USCB [2025-12-02T20:43:27.768178] [DEBUG] [LOCAL ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt [2025-12-02T20:43:27.768228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:27.768259] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:27.768285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:27.768340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:27.825377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:27.826106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:27.826223] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:27.826268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:27.943586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:27.943678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:27.943719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:27.943746] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:27.946974] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=45.49%) [2025-12-02T20:43:27.947227] [INFO ] [FORECASTER] Completed predict_future for USCB [2025-12-02T20:43:27.947344] [INFO ] [sig ] USCB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:28.082868] [INFO ] [LOCAL ] Saved forecast: USCB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USCB.txt [2025-12-02T20:43:28.082990] [INFO ] [sig ] [3277/3544] Completed USCB in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:28.083026] [INFO ] [sig ] [3278/3544] Forecasting USDX... [2025-12-02T20:43:28.083054] [INFO ] [sig ] Generating forecast for: USDX [2025-12-02T20:43:28.083083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'. [2025-12-02T20:43:28.092826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USDX'. [2025-12-02T20:43:28.093078] [INFO ] [FORECASTER] Starting predict_future for USDX [2025-12-02T20:43:28.093860] [DEBUG] [LOCAL ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt [2025-12-02T20:43:28.093908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:28.093939] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:28.093965] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:28.094020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:28.149092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:28.149668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:28.149741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:28.149771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:28.252875] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:28.253131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:28.253165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:28.253191] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:28.256392] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=87.51%) [2025-12-02T20:43:28.256659] [INFO ] [FORECASTER] Completed predict_future for USDX [2025-12-02T20:43:28.256772] [INFO ] [sig ] USDX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:28.393166] [INFO ] [LOCAL ] Saved forecast: USDX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/USDX.txt [2025-12-02T20:43:28.393269] [INFO ] [sig ] [3278/3544] Completed USDX in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:28.393304] [INFO ] [sig ] [3279/3544] Forecasting USEA... [2025-12-02T20:43:28.393331] [INFO ] [sig ] Generating forecast for: USEA [2025-12-02T20:43:28.393359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'. [2025-12-02T20:43:28.403503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USEA'. [2025-12-02T20:43:28.403780] [INFO ] [FORECASTER] Starting predict_future for USEA [2025-12-02T20:43:28.404556] [DEBUG] [LOCAL ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt [2025-12-02T20:43:28.404631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:28.404674] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:28.404701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:28.404760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:28.462069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:28.462651] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:28.462724] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:28.462754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:28.575780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:28.575882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:28.575916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:28.575942] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:28.579061] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=31.10%) [2025-12-02T20:43:28.579310] [INFO ] [FORECASTER] Completed predict_future for USEA [2025-12-02T20:43:28.579426] [INFO ] [sig ] USEA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:28.720267] [INFO ] [LOCAL ] Saved forecast: USEA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USEA.txt [2025-12-02T20:43:28.720376] [INFO ] [sig ] [3279/3544] Completed USEA in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:28.720412] [INFO ] [sig ] [3280/3544] Forecasting USFD... [2025-12-02T20:43:28.720439] [INFO ] [sig ] Generating forecast for: USFD [2025-12-02T20:43:28.720468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-12-02T20:43:28.731025] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USFD'. [2025-12-02T20:43:28.731288] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-12-02T20:43:28.732152] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-12-02T20:43:28.732202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:28.732233] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:28.732259] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:28.732314] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:28.789824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:28.790406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:28.790482] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:28.790512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:28.911395] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:28.911504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:28.911539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:28.911566] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:28.914731] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=63.23%) [2025-12-02T20:43:28.914980] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-12-02T20:43:28.915095] [INFO ] [sig ] USFD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:29.050958] [INFO ] [LOCAL ] Saved forecast: USFD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/USFD.txt [2025-12-02T20:43:29.051113] [INFO ] [sig ] [3280/3544] Completed USFD in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:29.051165] [INFO ] [sig ] [3281/3544] Forecasting USGO... [2025-12-02T20:43:29.051204] [INFO ] [sig ] Generating forecast for: USGO [2025-12-02T20:43:29.051244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'. [2025-12-02T20:43:29.060870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USGO'. [2025-12-02T20:43:29.061131] [INFO ] [FORECASTER] Starting predict_future for USGO [2025-12-02T20:43:29.061937] [DEBUG] [LOCAL ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt [2025-12-02T20:43:29.061987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:29.062018] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:29.062044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:29.062099] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:29.118308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:29.118915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:29.118992] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:29.119022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:29.230853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:29.230952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:29.230987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:29.231015] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:29.234063] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=20.67%) [2025-12-02T20:43:29.234317] [INFO ] [FORECASTER] Completed predict_future for USGO [2025-12-02T20:43:29.234432] [INFO ] [sig ] USGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:29.373762] [INFO ] [LOCAL ] Saved forecast: USGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USGO.txt [2025-12-02T20:43:29.373884] [INFO ] [sig ] [3281/3544] Completed USGO in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:29.373919] [INFO ] [sig ] [3282/3544] Forecasting USIG... [2025-12-02T20:43:29.373946] [INFO ] [sig ] Generating forecast for: USIG [2025-12-02T20:43:29.373975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'. [2025-12-02T20:43:29.384168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIG'. [2025-12-02T20:43:29.384435] [INFO ] [FORECASTER] Starting predict_future for USIG [2025-12-02T20:43:29.385271] [DEBUG] [LOCAL ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt [2025-12-02T20:43:29.385322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:29.385353] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:29.385379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:29.385445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:29.442733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:29.443310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:29.443386] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:29.443416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:29.568459] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:29.568584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:29.568627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:29.568653] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:29.571743] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=75.85%) [2025-12-02T20:43:29.571997] [INFO ] [FORECASTER] Completed predict_future for USIG [2025-12-02T20:43:29.572111] [INFO ] [sig ] USIG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:29.708360] [INFO ] [LOCAL ] Saved forecast: USIG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/USIG.txt [2025-12-02T20:43:29.708469] [INFO ] [sig ] [3282/3544] Completed USIG in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:29.708505] [INFO ] [sig ] [3283/3544] Forecasting USIO... [2025-12-02T20:43:29.708531] [INFO ] [sig ] Generating forecast for: USIO [2025-12-02T20:43:29.708560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'. [2025-12-02T20:43:29.718945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIO'. [2025-12-02T20:43:29.719205] [INFO ] [FORECASTER] Starting predict_future for USIO [2025-12-02T20:43:29.720017] [DEBUG] [LOCAL ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt [2025-12-02T20:43:29.720066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:29.720098] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:29.720124] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:29.720181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:29.777124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:29.777734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:29.777815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:29.777846] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:29.892139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:29.892296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:29.892334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:29.892363] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:29.895851] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=27.53%) [2025-12-02T20:43:29.896307] [INFO ] [FORECASTER] Completed predict_future for USIO [2025-12-02T20:43:29.896425] [INFO ] [sig ] USIO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:30.034687] [INFO ] [LOCAL ] Saved forecast: USIO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USIO.txt [2025-12-02T20:43:30.034842] [INFO ] [sig ] [3283/3544] Completed USIO in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:30.034879] [INFO ] [sig ] [3284/3544] Forecasting USLM... [2025-12-02T20:43:30.034905] [INFO ] [sig ] Generating forecast for: USLM [2025-12-02T20:43:30.034934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'. [2025-12-02T20:43:30.045596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USLM'. [2025-12-02T20:43:30.045983] [INFO ] [FORECASTER] Starting predict_future for USLM [2025-12-02T20:43:30.046826] [DEBUG] [LOCAL ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt [2025-12-02T20:43:30.046886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:30.046954] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:30.046993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:30.047073] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:30.103350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:30.104234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:30.104316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:30.104347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:30.226142] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:30.226292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:30.226331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:30.226358] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:30.230238] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=20.26%) [2025-12-02T20:43:30.230520] [INFO ] [FORECASTER] Completed predict_future for USLM [2025-12-02T20:43:30.230662] [INFO ] [sig ] USLM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:30.371474] [INFO ] [LOCAL ] Saved forecast: USLM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USLM.txt [2025-12-02T20:43:30.371641] [INFO ] [sig ] [3284/3544] Completed USLM in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.5m [2025-12-02T20:43:30.371682] [INFO ] [sig ] [3285/3544] Forecasting USMC... [2025-12-02T20:43:30.371710] [INFO ] [sig ] Generating forecast for: USMC [2025-12-02T20:43:30.371745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'. [2025-12-02T20:43:30.382273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USMC'. [2025-12-02T20:43:30.382671] [INFO ] [FORECASTER] Starting predict_future for USMC [2025-12-02T20:43:30.383469] [DEBUG] [LOCAL ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt [2025-12-02T20:43:30.383519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:30.383551] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:30.383603] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:30.383663] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:30.443346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:30.444222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:30.444306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:30.444338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:30.575788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:30.575947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:30.575988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:30.576016] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:30.579477] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-12-02T20:43:30.579837] [INFO ] [FORECASTER] Completed predict_future for USMC [2025-12-02T20:43:30.579988] [INFO ] [sig ] USMC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:30.733033] [INFO ] [LOCAL ] Saved forecast: USMC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USMC.txt [2025-12-02T20:43:30.733201] [INFO ] [sig ] [3285/3544] Completed USMC in 0.4s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:30.733240] [INFO ] [sig ] [3286/3544] Forecasting USOI... [2025-12-02T20:43:30.733267] [INFO ] [sig ] Generating forecast for: USOI [2025-12-02T20:43:30.733297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'. [2025-12-02T20:43:30.744558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOI'. [2025-12-02T20:43:30.745004] [INFO ] [FORECASTER] Starting predict_future for USOI [2025-12-02T20:43:30.745888] [DEBUG] [LOCAL ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt [2025-12-02T20:43:30.745941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:30.745973] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:30.745999] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:30.746054] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:30.811327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:30.812499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:30.812632] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:30.812689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:30.973391] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:30.973603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:30.973661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:30.973699] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:30.977616] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=61.83%) [2025-12-02T20:43:30.978038] [INFO ] [FORECASTER] Completed predict_future for USOI [2025-12-02T20:43:30.978215] [INFO ] [sig ] USOI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:31.127586] [INFO ] [LOCAL ] Saved forecast: USOI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/USOI.txt [2025-12-02T20:43:31.127780] [INFO ] [sig ] [3286/3544] Completed USOI in 0.4s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:31.127833] [INFO ] [sig ] [3287/3544] Forecasting USOY... [2025-12-02T20:43:31.127863] [INFO ] [sig ] Generating forecast for: USOY [2025-12-02T20:43:31.127921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'. [2025-12-02T20:43:31.138546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOY'. [2025-12-02T20:43:31.138956] [INFO ] [FORECASTER] Starting predict_future for USOY [2025-12-02T20:43:31.139779] [DEBUG] [LOCAL ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt [2025-12-02T20:43:31.139830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:31.139863] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:31.139890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:31.139945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:31.195298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:31.196205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:31.196289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:31.196323] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:31.317650] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:31.317823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:31.317871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:31.317980] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:31.321596] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=71.14%) [2025-12-02T20:43:31.321871] [INFO ] [FORECASTER] Completed predict_future for USOY [2025-12-02T20:43:31.322000] [INFO ] [sig ] USOY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:31.461149] [INFO ] [LOCAL ] Saved forecast: USOY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/USOY.txt [2025-12-02T20:43:31.461316] [INFO ] [sig ] [3287/3544] Completed USOY in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:31.461357] [INFO ] [sig ] [3288/3544] Forecasting USTB... [2025-12-02T20:43:31.461386] [INFO ] [sig ] Generating forecast for: USTB [2025-12-02T20:43:31.461416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'. [2025-12-02T20:43:31.473501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USTB'. [2025-12-02T20:43:31.473894] [INFO ] [FORECASTER] Starting predict_future for USTB [2025-12-02T20:43:31.474819] [DEBUG] [LOCAL ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt [2025-12-02T20:43:31.474878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:31.474918] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:31.474949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:31.475020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:31.541931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:31.542834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:31.542916] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:31.542949] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:31.665607] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:31.665760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:31.665802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:31.665830] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:31.669784] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=73.88%) [2025-12-02T20:43:31.670087] [INFO ] [FORECASTER] Completed predict_future for USTB [2025-12-02T20:43:31.670216] [INFO ] [sig ] USTB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:31.817669] [INFO ] [LOCAL ] Saved forecast: USTB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/USTB.txt [2025-12-02T20:43:31.817831] [INFO ] [sig ] [3288/3544] Completed USTB in 0.4s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:31.817876] [INFO ] [sig ] [3289/3544] Forecasting USVM... [2025-12-02T20:43:31.817938] [INFO ] [sig ] Generating forecast for: USVM [2025-12-02T20:43:31.817969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'. [2025-12-02T20:43:31.828479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USVM'. [2025-12-02T20:43:31.828835] [INFO ] [FORECASTER] Starting predict_future for USVM [2025-12-02T20:43:31.829686] [DEBUG] [LOCAL ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt [2025-12-02T20:43:31.829736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:31.829768] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:31.829794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:31.829850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:31.887831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:31.888680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:31.888767] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:31.888806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:32.011414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:32.011561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:32.011619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:32.011649] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:32.015169] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=6.69%) [2025-12-02T20:43:32.015456] [INFO ] [FORECASTER] Completed predict_future for USVM [2025-12-02T20:43:32.015596] [INFO ] [sig ] USVM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:32.162167] [INFO ] [LOCAL ] Saved forecast: USVM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USVM.txt [2025-12-02T20:43:32.162308] [INFO ] [sig ] [3289/3544] Completed USVM in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:32.162346] [INFO ] [sig ] [3290/3544] Forecasting USXF... [2025-12-02T20:43:32.162378] [INFO ] [sig ] Generating forecast for: USXF [2025-12-02T20:43:32.162415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'. [2025-12-02T20:43:32.172984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USXF'. [2025-12-02T20:43:32.173274] [INFO ] [FORECASTER] Starting predict_future for USXF [2025-12-02T20:43:32.174047] [DEBUG] [LOCAL ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt [2025-12-02T20:43:32.174095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:32.174125] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:32.174150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:32.174204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:32.229342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:32.229948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:32.230022] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:32.230052] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:32.345334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:32.345470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:32.345509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:32.345537] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:32.348849] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=30.84%) [2025-12-02T20:43:32.349113] [INFO ] [FORECASTER] Completed predict_future for USXF [2025-12-02T20:43:32.349229] [INFO ] [sig ] USXF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:32.490892] [INFO ] [LOCAL ] Saved forecast: USXF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/USXF.txt [2025-12-02T20:43:32.491017] [INFO ] [sig ] [3290/3544] Completed USXF in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:32.491053] [INFO ] [sig ] [3291/3544] Forecasting UTEN... [2025-12-02T20:43:32.491081] [INFO ] [sig ] Generating forecast for: UTEN [2025-12-02T20:43:32.491110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'. [2025-12-02T20:43:32.501030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTEN'. [2025-12-02T20:43:32.501302] [INFO ] [FORECASTER] Starting predict_future for UTEN [2025-12-02T20:43:32.502086] [DEBUG] [LOCAL ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt [2025-12-02T20:43:32.502135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:32.502165] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:32.502191] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:32.502245] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:32.558181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:32.558806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:32.558885] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:32.558915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:32.683777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:32.683948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:32.683999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:32.684027] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:32.687378] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=41.16%) [2025-12-02T20:43:32.687660] [INFO ] [FORECASTER] Completed predict_future for UTEN [2025-12-02T20:43:32.687776] [INFO ] [sig ] UTEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:32.824787] [INFO ] [LOCAL ] Saved forecast: UTEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UTEN.txt [2025-12-02T20:43:32.824902] [INFO ] [sig ] [3291/3544] Completed UTEN in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:32.824937] [INFO ] [sig ] [3292/3544] Forecasting UTF... [2025-12-02T20:43:32.824966] [INFO ] [sig ] Generating forecast for: UTF [2025-12-02T20:43:32.824993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-12-02T20:43:32.834878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTF'. [2025-12-02T20:43:32.835127] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-12-02T20:43:32.835908] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-12-02T20:43:32.835956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:32.835986] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:32.836012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:32.836066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:32.891414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:32.892011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:32.892086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:32.892116] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:33.010891] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:33.011018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:33.011055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:33.011084] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:33.014279] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=19.21%) [2025-12-02T20:43:33.014532] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-12-02T20:43:33.014665] [INFO ] [sig ] UTF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:33.151015] [INFO ] [LOCAL ] Saved forecast: UTF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UTF.txt [2025-12-02T20:43:33.151131] [INFO ] [sig ] [3292/3544] Completed UTF in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:33.151167] [INFO ] [sig ] [3293/3544] Forecasting UTI... [2025-12-02T20:43:33.151194] [INFO ] [sig ] Generating forecast for: UTI [2025-12-02T20:43:33.151222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-12-02T20:43:33.161066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTI'. [2025-12-02T20:43:33.161341] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-12-02T20:43:33.162122] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-12-02T20:43:33.162171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:33.162200] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:33.162226] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:33.162280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:33.220743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:33.221410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:33.221483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:33.221513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:33.343741] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:33.343889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:33.343939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:33.343971] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:33.347234] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=88.76%) [2025-12-02T20:43:33.347494] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-12-02T20:43:33.347631] [INFO ] [sig ] UTI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:33.485337] [INFO ] [LOCAL ] Saved forecast: UTI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UTI.txt [2025-12-02T20:43:33.485451] [INFO ] [sig ] [3293/3544] Completed UTI in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:33.485486] [INFO ] [sig ] [3294/3544] Forecasting UTL... [2025-12-02T20:43:33.485513] [INFO ] [sig ] Generating forecast for: UTL [2025-12-02T20:43:33.485542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-12-02T20:43:33.495952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTL'. [2025-12-02T20:43:33.496211] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-12-02T20:43:33.497021] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-12-02T20:43:33.497073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:33.497103] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:33.497130] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:33.497185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:33.554452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:33.555092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:33.555193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:33.555225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:33.671965] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:33.672091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:33.672130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:33.672157] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:33.675353] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=97.27%) [2025-12-02T20:43:33.675630] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-12-02T20:43:33.675747] [INFO ] [sig ] UTL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:33.813386] [INFO ] [LOCAL ] Saved forecast: UTL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UTL.txt [2025-12-02T20:43:33.813496] [INFO ] [sig ] [3294/3544] Completed UTL in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:33.813531] [INFO ] [sig ] [3295/3544] Forecasting UTMD... [2025-12-02T20:43:33.813558] [INFO ] [sig ] Generating forecast for: UTMD [2025-12-02T20:43:33.813605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'. [2025-12-02T20:43:33.823278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTMD'. [2025-12-02T20:43:33.823528] [INFO ] [FORECASTER] Starting predict_future for UTMD [2025-12-02T20:43:33.824290] [DEBUG] [LOCAL ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt [2025-12-02T20:43:33.824337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:33.824377] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:33.824404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:33.824463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:33.883217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:33.884001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:33.884078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:33.884109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:33.997214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:33.997318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:33.997355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:33.997383] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:34.000626] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=38.70%) [2025-12-02T20:43:34.000879] [INFO ] [FORECASTER] Completed predict_future for UTMD [2025-12-02T20:43:34.000993] [INFO ] [sig ] UTMD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:34.138321] [INFO ] [LOCAL ] Saved forecast: UTMD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UTMD.txt [2025-12-02T20:43:34.138437] [INFO ] [sig ] [3295/3544] Completed UTMD in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:34.138473] [INFO ] [sig ] [3296/3544] Forecasting UTWO... [2025-12-02T20:43:34.138500] [INFO ] [sig ] Generating forecast for: UTWO [2025-12-02T20:43:34.138528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'. [2025-12-02T20:43:34.148392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTWO'. [2025-12-02T20:43:34.148727] [INFO ] [FORECASTER] Starting predict_future for UTWO [2025-12-02T20:43:34.149499] [DEBUG] [LOCAL ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt [2025-12-02T20:43:34.149547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:34.149601] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:34.149630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:34.149684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:34.207121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:34.207742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:34.207821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:34.207859] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:34.328949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:34.329072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:34.329109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:34.329135] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:34.332331] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=70.48%) [2025-12-02T20:43:34.332599] [INFO ] [FORECASTER] Completed predict_future for UTWO [2025-12-02T20:43:34.332714] [INFO ] [sig ] UTWO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:34.471723] [INFO ] [LOCAL ] Saved forecast: UTWO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UTWO.txt [2025-12-02T20:43:34.471845] [INFO ] [sig ] [3296/3544] Completed UTWO in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:34.471883] [INFO ] [sig ] [3297/3544] Forecasting UTZ... [2025-12-02T20:43:34.471913] [INFO ] [sig ] Generating forecast for: UTZ [2025-12-02T20:43:34.471942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-12-02T20:43:34.482102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTZ'. [2025-12-02T20:43:34.482354] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-12-02T20:43:34.483121] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-12-02T20:43:34.483169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:34.483199] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:34.483225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:34.483279] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:34.540266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:34.540883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:34.540959] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:34.540991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:34.658801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:34.658939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:34.658977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:34.659004] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:34.662168] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=46.50%) [2025-12-02T20:43:34.662420] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-12-02T20:43:34.662535] [INFO ] [sig ] UTZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:34.801625] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UTZ.txt [2025-12-02T20:43:34.801767] [INFO ] [sig ] [3297/3544] Completed UTZ in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:34.801806] [INFO ] [sig ] [3298/3544] Forecasting UVE... [2025-12-02T20:43:34.801835] [INFO ] [sig ] Generating forecast for: UVE [2025-12-02T20:43:34.801865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-12-02T20:43:34.811569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVE'. [2025-12-02T20:43:34.811856] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-12-02T20:43:34.812647] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-12-02T20:43:34.812695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:34.812726] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:34.812752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:34.812806] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:34.868074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:34.868688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:34.868763] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:34.868793] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:34.986408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:34.986539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:34.986592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:34.986623] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:34.989796] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=47.35%) [2025-12-02T20:43:34.990050] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-12-02T20:43:34.990166] [INFO ] [sig ] UVE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:35.130272] [INFO ] [LOCAL ] Saved forecast: UVE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UVE.txt [2025-12-02T20:43:35.130421] [INFO ] [sig ] [3298/3544] Completed UVE in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:35.130475] [INFO ] [sig ] [3299/3544] Forecasting UVSP... [2025-12-02T20:43:35.130505] [INFO ] [sig ] Generating forecast for: UVSP [2025-12-02T20:43:35.130534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'. [2025-12-02T20:43:35.140302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVSP'. [2025-12-02T20:43:35.140614] [INFO ] [FORECASTER] Starting predict_future for UVSP [2025-12-02T20:43:35.141368] [DEBUG] [LOCAL ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt [2025-12-02T20:43:35.141416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:35.141446] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:35.141472] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:35.141525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:35.197471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:35.198095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:35.198168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:35.198198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:35.320114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:35.320262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:35.320305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:35.320332] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:35.323714] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=13.34%) [2025-12-02T20:43:35.323985] [INFO ] [FORECASTER] Completed predict_future for UVSP [2025-12-02T20:43:35.324107] [INFO ] [sig ] UVSP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:35.462164] [INFO ] [LOCAL ] Saved forecast: UVSP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/UVSP.txt [2025-12-02T20:43:35.462274] [INFO ] [sig ] [3299/3544] Completed UVSP in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:35.462310] [INFO ] [sig ] [3300/3544] Forecasting UWMC... [2025-12-02T20:43:35.462337] [INFO ] [sig ] Generating forecast for: UWMC [2025-12-02T20:43:35.462365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-12-02T20:43:35.472400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UWMC'. [2025-12-02T20:43:35.472690] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-12-02T20:43:35.473437] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-12-02T20:43:35.473484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:35.473514] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:35.473540] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:35.473619] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:35.528377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:35.528971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:35.529046] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:35.529076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:35.646162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:35.646291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:35.646328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:35.646354] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:35.649541] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=87.01%) [2025-12-02T20:43:35.649809] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-12-02T20:43:35.649940] [INFO ] [sig ] UWMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:35.789186] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UWMC.txt [2025-12-02T20:43:35.789312] [INFO ] [sig ] [3300/3544] Completed UWMC in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:35.789354] [INFO ] [sig ] [3301/3544] Forecasting UXIN... [2025-12-02T20:43:35.789382] [INFO ] [sig ] Generating forecast for: UXIN [2025-12-02T20:43:35.789411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'. [2025-12-02T20:43:35.800258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UXIN'. [2025-12-02T20:43:35.800647] [INFO ] [FORECASTER] Starting predict_future for UXIN [2025-12-02T20:43:35.801472] [DEBUG] [LOCAL ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt [2025-12-02T20:43:35.801521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:35.801606] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:35.801634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:35.801688] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:35.856386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:35.857014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:35.857091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:35.857122] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:35.969894] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:35.970033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:35.970072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:35.970098] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:35.973291] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=59.14%) [2025-12-02T20:43:35.973546] [INFO ] [FORECASTER] Completed predict_future for UXIN [2025-12-02T20:43:35.973679] [INFO ] [sig ] UXIN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:36.110105] [INFO ] [LOCAL ] Saved forecast: UXIN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UXIN.txt [2025-12-02T20:43:36.110221] [INFO ] [sig ] [3301/3544] Completed UXIN in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:36.110256] [INFO ] [sig ] [3302/3544] Forecasting UYLD... [2025-12-02T20:43:36.110283] [INFO ] [sig ] Generating forecast for: UYLD [2025-12-02T20:43:36.110309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'. [2025-12-02T20:43:36.121156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UYLD'. [2025-12-02T20:43:36.121475] [INFO ] [FORECASTER] Starting predict_future for UYLD [2025-12-02T20:43:36.122292] [DEBUG] [LOCAL ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt [2025-12-02T20:43:36.122341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:36.122371] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:36.122396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:36.122449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:36.177060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:36.177685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:36.177763] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:36.177793] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:36.287968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:36.288100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:36.288183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:36.288212] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:36.291480] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=99.42%) [2025-12-02T20:43:36.291755] [INFO ] [FORECASTER] Completed predict_future for UYLD [2025-12-02T20:43:36.291875] [INFO ] [sig ] UYLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:36.427719] [INFO ] [LOCAL ] Saved forecast: UYLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UYLD.txt [2025-12-02T20:43:36.427837] [INFO ] [sig ] [3302/3544] Completed UYLD in 0.3s | 2.98 sym/s | Total: 18.4m | ETA: 1.4m [2025-12-02T20:43:36.427872] [INFO ] [sig ] [3303/3544] Forecasting UZE... [2025-12-02T20:43:36.427918] [INFO ] [sig ] Generating forecast for: UZE [2025-12-02T20:43:36.427946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-12-02T20:43:36.437759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UZE'. [2025-12-02T20:43:36.438065] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-12-02T20:43:36.438841] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-12-02T20:43:36.438899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:36.438936] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:36.438966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:36.439032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:36.493909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:36.494688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:36.494768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:36.494799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:36.603216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:36.603359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:36.603396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:36.603423] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:36.606661] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=68.00%) [2025-12-02T20:43:36.606914] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-12-02T20:43:36.607031] [INFO ] [sig ] UZE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:36.743823] [INFO ] [LOCAL ] Saved forecast: UZE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/UZE.txt [2025-12-02T20:43:36.743988] [INFO ] [sig ] [3303/3544] Completed UZE in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:36.744032] [INFO ] [sig ] [3304/3544] Forecasting VAC... [2025-12-02T20:43:36.744066] [INFO ] [sig ] Generating forecast for: VAC [2025-12-02T20:43:36.744100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-12-02T20:43:36.754397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAC'. [2025-12-02T20:43:36.754707] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-12-02T20:43:36.755507] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-12-02T20:43:36.755557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:36.755614] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:36.755649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:36.755706] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:36.812754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:36.813590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:36.813693] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:36.813726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:36.939791] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:36.939929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:36.939969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:36.940030] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:36.944514] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=94.73%) [2025-12-02T20:43:36.944852] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-12-02T20:43:36.944985] [INFO ] [sig ] VAC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:37.099769] [INFO ] [LOCAL ] Saved forecast: VAC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VAC.txt [2025-12-02T20:43:37.099943] [INFO ] [sig ] [3304/3544] Completed VAC in 0.4s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:37.099991] [INFO ] [sig ] [3305/3544] Forecasting VAL... [2025-12-02T20:43:37.100025] [INFO ] [sig ] Generating forecast for: VAL [2025-12-02T20:43:37.100061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-12-02T20:43:37.110120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAL'. [2025-12-02T20:43:37.110421] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-12-02T20:43:37.111297] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-12-02T20:43:37.111349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:37.111380] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:37.111407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:37.111463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:37.169300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:37.170178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:37.170262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:37.170295] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:37.289672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:37.289818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:37.289857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:37.289889] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:37.293169] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=55.94%) [2025-12-02T20:43:37.293429] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-12-02T20:43:37.293547] [INFO ] [sig ] VAL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:37.430632] [INFO ] [LOCAL ] Saved forecast: VAL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VAL.txt [2025-12-02T20:43:37.430738] [INFO ] [sig ] [3305/3544] Completed VAL in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:37.430773] [INFO ] [sig ] [3306/3544] Forecasting VALE... [2025-12-02T20:43:37.430800] [INFO ] [sig ] Generating forecast for: VALE [2025-12-02T20:43:37.430827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-12-02T20:43:37.440966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALE'. [2025-12-02T20:43:37.441242] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-12-02T20:43:37.442018] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-12-02T20:43:37.442066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:37.442095] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:37.442130] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:37.442186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:37.497525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:37.498124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:37.498197] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:37.498228] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:37.619214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:37.619372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:37.619413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:37.619440] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:37.622826] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=94.26%) [2025-12-02T20:43:37.623099] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-12-02T20:43:37.623222] [INFO ] [sig ] VALE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:37.759015] [INFO ] [LOCAL ] Saved forecast: VALE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VALE.txt [2025-12-02T20:43:37.759189] [INFO ] [sig ] [3306/3544] Completed VALE in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:37.759228] [INFO ] [sig ] [3307/3544] Forecasting VALN... [2025-12-02T20:43:37.759257] [INFO ] [sig ] Generating forecast for: VALN [2025-12-02T20:43:37.759287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'. [2025-12-02T20:43:37.770371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALN'. [2025-12-02T20:43:37.770752] [INFO ] [FORECASTER] Starting predict_future for VALN [2025-12-02T20:43:37.771566] [DEBUG] [LOCAL ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt [2025-12-02T20:43:37.771639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:37.771671] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:37.771696] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:37.771750] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:37.826823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:37.827440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:37.827522] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:37.827553] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:37.935251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:37.935385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:37.935425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:37.935453] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:37.938751] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=0.57%) [2025-12-02T20:43:37.939019] [INFO ] [FORECASTER] Completed predict_future for VALN [2025-12-02T20:43:37.939140] [INFO ] [sig ] VALN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:38.075716] [INFO ] [LOCAL ] Saved forecast: VALN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VALN.txt [2025-12-02T20:43:38.075842] [INFO ] [sig ] [3307/3544] Completed VALN in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:38.075878] [INFO ] [sig ] [3308/3544] Forecasting VANI... [2025-12-02T20:43:38.075905] [INFO ] [sig ] Generating forecast for: VANI [2025-12-02T20:43:38.075934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'. [2025-12-02T20:43:38.086047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VANI'. [2025-12-02T20:43:38.086321] [INFO ] [FORECASTER] Starting predict_future for VANI [2025-12-02T20:43:38.087090] [DEBUG] [LOCAL ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt [2025-12-02T20:43:38.087138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:38.087168] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:38.087193] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:38.087248] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:38.143586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:38.144235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:38.144311] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:38.144343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:38.269459] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:38.269620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:38.269662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:38.269691] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:38.273082] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=92.43%) [2025-12-02T20:43:38.273349] [INFO ] [FORECASTER] Completed predict_future for VANI [2025-12-02T20:43:38.273464] [INFO ] [sig ] VANI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:38.411906] [INFO ] [LOCAL ] Saved forecast: VANI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VANI.txt [2025-12-02T20:43:38.412028] [INFO ] [sig ] [3308/3544] Completed VANI in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:38.412064] [INFO ] [sig ] [3309/3544] Forecasting VBF... [2025-12-02T20:43:38.412091] [INFO ] [sig ] Generating forecast for: VBF [2025-12-02T20:43:38.412121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-12-02T20:43:38.421816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBF'. [2025-12-02T20:43:38.422073] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-12-02T20:43:38.422838] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-12-02T20:43:38.422886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:38.422917] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:38.422942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:38.422996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:38.479944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:38.480615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:38.480689] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:38.480720] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:38.598132] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:38.598263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:38.598302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:38.598328] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:38.601544] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=79.11%) [2025-12-02T20:43:38.601819] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-12-02T20:43:38.601933] [INFO ] [sig ] VBF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:38.739415] [INFO ] [LOCAL ] Saved forecast: VBF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VBF.txt [2025-12-02T20:43:38.739533] [INFO ] [sig ] [3309/3544] Completed VBF in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:38.739568] [INFO ] [sig ] [3310/3544] Forecasting VBNK... [2025-12-02T20:43:38.739615] [INFO ] [sig ] Generating forecast for: VBNK [2025-12-02T20:43:38.739650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'. [2025-12-02T20:43:38.749703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBNK'. [2025-12-02T20:43:38.749972] [INFO ] [FORECASTER] Starting predict_future for VBNK [2025-12-02T20:43:38.750754] [DEBUG] [LOCAL ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt [2025-12-02T20:43:38.750802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:38.750831] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:38.750856] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:38.750909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:38.806223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:38.806828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:38.806901] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:38.806932] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:38.925606] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:38.925741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:38.925778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:38.925804] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:38.929058] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=65.61%) [2025-12-02T20:43:38.929311] [INFO ] [FORECASTER] Completed predict_future for VBNK [2025-12-02T20:43:38.929424] [INFO ] [sig ] VBNK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:39.065637] [INFO ] [LOCAL ] Saved forecast: VBNK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VBNK.txt [2025-12-02T20:43:39.065762] [INFO ] [sig ] [3310/3544] Completed VBNK in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:39.065797] [INFO ] [sig ] [3311/3544] Forecasting VC... [2025-12-02T20:43:39.065824] [INFO ] [sig ] Generating forecast for: VC [2025-12-02T20:43:39.065853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'. [2025-12-02T20:43:39.075689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VC'. [2025-12-02T20:43:39.075955] [INFO ] [FORECASTER] Starting predict_future for VC [2025-12-02T20:43:39.076753] [DEBUG] [LOCAL ] No optimal features file found for VC: ./output/feature-sets/VC.txt [2025-12-02T20:43:39.076801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:39.076830] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:39.076855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:39.076909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:39.132500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:39.133103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:39.133201] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:39.133233] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:39.251138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:39.251275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:39.251313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:39.251340] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:39.254562] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=86.83%) [2025-12-02T20:43:39.254835] [INFO ] [FORECASTER] Completed predict_future for VC [2025-12-02T20:43:39.254954] [INFO ] [sig ] VC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:39.391721] [INFO ] [LOCAL ] Saved forecast: VC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VC.txt [2025-12-02T20:43:39.391840] [INFO ] [sig ] [3311/3544] Completed VC in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:39.391876] [INFO ] [sig ] [3312/3544] Forecasting VCEL... [2025-12-02T20:43:39.391905] [INFO ] [sig ] Generating forecast for: VCEL [2025-12-02T20:43:39.391934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'. [2025-12-02T20:43:39.401874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCEL'. [2025-12-02T20:43:39.402143] [INFO ] [FORECASTER] Starting predict_future for VCEL [2025-12-02T20:43:39.402923] [DEBUG] [LOCAL ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt [2025-12-02T20:43:39.402971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:39.403001] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:39.403027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:39.403081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:39.458416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:39.459037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:39.459126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:39.459159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:39.575865] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:39.575995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:39.576033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:39.576063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:39.579484] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-12-02T20:43:39.579768] [INFO ] [FORECASTER] Completed predict_future for VCEL [2025-12-02T20:43:39.579886] [INFO ] [sig ] VCEL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:39.717527] [INFO ] [LOCAL ] Saved forecast: VCEL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VCEL.txt [2025-12-02T20:43:39.717661] [INFO ] [sig ] [3312/3544] Completed VCEL in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:39.717699] [INFO ] [sig ] [3313/3544] Forecasting VCIG... [2025-12-02T20:43:39.717726] [INFO ] [sig ] Generating forecast for: VCIG [2025-12-02T20:43:39.717755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'. [2025-12-02T20:43:39.727682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCIG'. [2025-12-02T20:43:39.728076] [INFO ] [FORECASTER] Starting predict_future for VCIG [2025-12-02T20:43:39.728886] [DEBUG] [LOCAL ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt [2025-12-02T20:43:39.728935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:39.728965] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:39.728990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:39.729046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:39.784527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:39.785185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:39.785262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:39.785293] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:39.894528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:39.894676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:39.894715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:39.894741] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:39.897946] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: DOWN (p=13.48%) [2025-12-02T20:43:39.898213] [INFO ] [FORECASTER] Completed predict_future for VCIG [2025-12-02T20:43:39.898331] [INFO ] [sig ] VCIG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:40.035366] [INFO ] [LOCAL ] Saved forecast: VCIG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VCIG.txt [2025-12-02T20:43:40.035509] [INFO ] [sig ] [3313/3544] Completed VCIG in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:40.035548] [INFO ] [sig ] [3314/3544] Forecasting VCRB... [2025-12-02T20:43:40.035596] [INFO ] [sig ] Generating forecast for: VCRB [2025-12-02T20:43:40.035630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'. [2025-12-02T20:43:40.047322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCRB'. [2025-12-02T20:43:40.047731] [INFO ] [FORECASTER] Starting predict_future for VCRB [2025-12-02T20:43:40.048564] [DEBUG] [LOCAL ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt [2025-12-02T20:43:40.048633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:40.048666] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:40.048693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:40.048749] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:40.105941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:40.106811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:40.106894] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:40.106927] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:40.224266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:40.224419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:40.224461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:40.224491] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:40.227922] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=20.94%) [2025-12-02T20:43:40.228182] [INFO ] [FORECASTER] Completed predict_future for VCRB [2025-12-02T20:43:40.228298] [INFO ] [sig ] VCRB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:40.364398] [INFO ] [LOCAL ] Saved forecast: VCRB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VCRB.txt [2025-12-02T20:43:40.364558] [INFO ] [sig ] [3314/3544] Completed VCRB in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:40.364618] [INFO ] [sig ] [3315/3544] Forecasting VCSH... [2025-12-02T20:43:40.364649] [INFO ] [sig ] Generating forecast for: VCSH [2025-12-02T20:43:40.364679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'. [2025-12-02T20:43:40.375027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCSH'. [2025-12-02T20:43:40.375311] [INFO ] [FORECASTER] Starting predict_future for VCSH [2025-12-02T20:43:40.376141] [DEBUG] [LOCAL ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt [2025-12-02T20:43:40.376190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:40.376221] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:40.376246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:40.376299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:40.432652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:40.433279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:40.433358] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:40.433391] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:40.553320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:40.553465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:40.553504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:40.553532] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:40.556850] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=85.72%) [2025-12-02T20:43:40.557117] [INFO ] [FORECASTER] Completed predict_future for VCSH [2025-12-02T20:43:40.557254] [INFO ] [sig ] VCSH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:40.697019] [INFO ] [LOCAL ] Saved forecast: VCSH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VCSH.txt [2025-12-02T20:43:40.697177] [INFO ] [sig ] [3315/3544] Completed VCSH in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:40.697215] [INFO ] [sig ] [3316/3544] Forecasting VECO... [2025-12-02T20:43:40.697243] [INFO ] [sig ] Generating forecast for: VECO [2025-12-02T20:43:40.697271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'. [2025-12-02T20:43:40.707907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VECO'. [2025-12-02T20:43:40.708210] [INFO ] [FORECASTER] Starting predict_future for VECO [2025-12-02T20:43:40.709002] [DEBUG] [LOCAL ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt [2025-12-02T20:43:40.709050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:40.709080] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:40.709105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:40.709158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:40.764478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:40.765104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:40.765178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:40.765210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:40.883730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:40.883869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:40.883909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:40.883936] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:40.887148] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: UP (p=59.25%) [2025-12-02T20:43:40.887400] [INFO ] [FORECASTER] Completed predict_future for VECO [2025-12-02T20:43:40.887522] [INFO ] [sig ] VECO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:41.024012] [INFO ] [LOCAL ] Saved forecast: VECO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VECO.txt [2025-12-02T20:43:41.024140] [INFO ] [sig ] [3316/3544] Completed VECO in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:41.024176] [INFO ] [sig ] [3317/3544] Forecasting VEEE... [2025-12-02T20:43:41.024203] [INFO ] [sig ] Generating forecast for: VEEE [2025-12-02T20:43:41.024232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'. [2025-12-02T20:43:41.034954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEEE'. [2025-12-02T20:43:41.035286] [INFO ] [FORECASTER] Starting predict_future for VEEE [2025-12-02T20:43:41.036109] [DEBUG] [LOCAL ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt [2025-12-02T20:43:41.036159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:41.036190] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:41.036215] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:41.036281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:41.093422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:41.094171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:41.094251] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:41.094286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:41.212043] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:41.212202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:41.212241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:41.212267] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:41.215555] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=75.42%) [2025-12-02T20:43:41.215827] [INFO ] [FORECASTER] Completed predict_future for VEEE [2025-12-02T20:43:41.215941] [INFO ] [sig ] VEEE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:41.352125] [INFO ] [LOCAL ] Saved forecast: VEEE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VEEE.txt [2025-12-02T20:43:41.352246] [INFO ] [sig ] [3317/3544] Completed VEEE in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:41.352281] [INFO ] [sig ] [3318/3544] Forecasting VEL... [2025-12-02T20:43:41.352308] [INFO ] [sig ] Generating forecast for: VEL [2025-12-02T20:43:41.352336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-12-02T20:43:41.363807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEL'. [2025-12-02T20:43:41.364072] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-12-02T20:43:41.364861] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-12-02T20:43:41.364909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:41.364965] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:41.364992] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:41.365050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:41.420894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:41.421495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:41.421569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:41.421619] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:41.539044] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:41.539186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:41.539223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:41.539250] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:41.542510] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=87.96%) [2025-12-02T20:43:41.542782] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-12-02T20:43:41.542897] [INFO ] [sig ] VEL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:41.681211] [INFO ] [LOCAL ] Saved forecast: VEL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VEL.txt [2025-12-02T20:43:41.681325] [INFO ] [sig ] [3318/3544] Completed VEL in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:41.681361] [INFO ] [sig ] [3319/3544] Forecasting VEON... [2025-12-02T20:43:41.681388] [INFO ] [sig ] Generating forecast for: VEON [2025-12-02T20:43:41.681417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'. [2025-12-02T20:43:41.691547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEON'. [2025-12-02T20:43:41.691860] [INFO ] [FORECASTER] Starting predict_future for VEON [2025-12-02T20:43:41.692620] [DEBUG] [LOCAL ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt [2025-12-02T20:43:41.692679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:41.692710] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:41.692735] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:41.692789] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:41.748272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:41.748862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:41.748938] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:41.748969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:41.870235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:41.870382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:41.870422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:41.870449] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:41.873677] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=5.80%) [2025-12-02T20:43:41.873931] [INFO ] [FORECASTER] Completed predict_future for VEON [2025-12-02T20:43:41.874046] [INFO ] [sig ] VEON: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:42.012695] [INFO ] [LOCAL ] Saved forecast: VEON 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VEON.txt [2025-12-02T20:43:42.012806] [INFO ] [sig ] [3319/3544] Completed VEON in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:42.012841] [INFO ] [sig ] [3320/3544] Forecasting VERA... [2025-12-02T20:43:42.012867] [INFO ] [sig ] Generating forecast for: VERA [2025-12-02T20:43:42.012896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'. [2025-12-02T20:43:42.022853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERA'. [2025-12-02T20:43:42.023121] [INFO ] [FORECASTER] Starting predict_future for VERA [2025-12-02T20:43:42.023877] [DEBUG] [LOCAL ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt [2025-12-02T20:43:42.023925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:42.023955] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:42.023980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:42.024034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:42.079478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:42.080085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:42.080167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:42.080198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:42.197027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:42.197158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:42.197197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:42.197223] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:42.200432] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=81.52%) [2025-12-02T20:43:42.200706] [INFO ] [FORECASTER] Completed predict_future for VERA [2025-12-02T20:43:42.200827] [INFO ] [sig ] VERA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:42.337337] [INFO ] [LOCAL ] Saved forecast: VERA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VERA.txt [2025-12-02T20:43:42.337448] [INFO ] [sig ] [3320/3544] Completed VERA in 0.3s | 2.98 sym/s | Total: 18.5m | ETA: 1.3m [2025-12-02T20:43:42.337483] [INFO ] [sig ] [3321/3544] Forecasting VERI... [2025-12-02T20:43:42.337511] [INFO ] [sig ] Generating forecast for: VERI [2025-12-02T20:43:42.337540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'. [2025-12-02T20:43:42.347756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERI'. [2025-12-02T20:43:42.348065] [INFO ] [FORECASTER] Starting predict_future for VERI [2025-12-02T20:43:42.348841] [DEBUG] [LOCAL ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt [2025-12-02T20:43:42.348890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:42.348929] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:42.348954] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:42.349008] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:42.404264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:42.404853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:42.404929] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:42.404960] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:42.522134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:42.522271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:42.522310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:42.522371] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:42.525682] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=98.72%) [2025-12-02T20:43:42.525941] [INFO ] [FORECASTER] Completed predict_future for VERI [2025-12-02T20:43:42.526059] [INFO ] [sig ] VERI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:42.663013] [INFO ] [LOCAL ] Saved forecast: VERI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VERI.txt [2025-12-02T20:43:42.663152] [INFO ] [sig ] [3321/3544] Completed VERI in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:42.663193] [INFO ] [sig ] [3322/3544] Forecasting VERO... [2025-12-02T20:43:42.663220] [INFO ] [sig ] Generating forecast for: VERO [2025-12-02T20:43:42.663249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'. [2025-12-02T20:43:42.673143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERO'. [2025-12-02T20:43:42.673414] [INFO ] [FORECASTER] Starting predict_future for VERO [2025-12-02T20:43:42.674182] [DEBUG] [LOCAL ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt [2025-12-02T20:43:42.674230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:42.674260] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:42.674285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:42.674338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:42.729955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:42.730595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:42.730673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:42.730706] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:42.849455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:42.849611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:42.849654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:42.849683] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:42.853104] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=91.21%) [2025-12-02T20:43:42.853370] [INFO ] [FORECASTER] Completed predict_future for VERO [2025-12-02T20:43:42.853493] [INFO ] [sig ] VERO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:42.991214] [INFO ] [LOCAL ] Saved forecast: VERO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VERO.txt [2025-12-02T20:43:42.991344] [INFO ] [sig ] [3322/3544] Completed VERO in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:42.991381] [INFO ] [sig ] [3323/3544] Forecasting VERX... [2025-12-02T20:43:42.991409] [INFO ] [sig ] Generating forecast for: VERX [2025-12-02T20:43:42.991438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'. [2025-12-02T20:43:43.002501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERX'. [2025-12-02T20:43:43.002839] [INFO ] [FORECASTER] Starting predict_future for VERX [2025-12-02T20:43:43.003769] [DEBUG] [LOCAL ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt [2025-12-02T20:43:43.003825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:43.003858] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:43.003884] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:43.003942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:43.062044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:43.062924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:43.063006] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:43.063038] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:43.181641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:43.181795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:43.181835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:43.181862] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:43.185096] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-12-02T20:43:43.185351] [INFO ] [FORECASTER] Completed predict_future for VERX [2025-12-02T20:43:43.185465] [INFO ] [sig ] VERX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:43.320714] [INFO ] [LOCAL ] Saved forecast: VERX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VERX.txt [2025-12-02T20:43:43.320854] [INFO ] [sig ] [3323/3544] Completed VERX in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:43.320891] [INFO ] [sig ] [3324/3544] Forecasting VFC... [2025-12-02T20:43:43.320917] [INFO ] [sig ] Generating forecast for: VFC [2025-12-02T20:43:43.320947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-12-02T20:43:43.332367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFC'. [2025-12-02T20:43:43.332726] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-12-02T20:43:43.333521] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-12-02T20:43:43.333603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:43.333637] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:43.333662] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:43.333716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:43.387931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:43.388646] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:43.388723] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:43.388753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:43.510863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:43.511008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:43.511047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:43.511074] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:43.514491] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-12-02T20:43:43.514802] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-12-02T20:43:43.514921] [INFO ] [sig ] VFC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:43.652050] [INFO ] [LOCAL ] Saved forecast: VFC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VFC.txt [2025-12-02T20:43:43.652184] [INFO ] [sig ] [3324/3544] Completed VFC in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:43.652220] [INFO ] [sig ] [3325/3544] Forecasting VFF... [2025-12-02T20:43:43.652249] [INFO ] [sig ] Generating forecast for: VFF [2025-12-02T20:43:43.652277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'. [2025-12-02T20:43:43.663719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFF'. [2025-12-02T20:43:43.664045] [INFO ] [FORECASTER] Starting predict_future for VFF [2025-12-02T20:43:43.664860] [DEBUG] [LOCAL ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt [2025-12-02T20:43:43.664910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:43.664941] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:43.664967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:43.665023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:43.720059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:43.720746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:43.720821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:43.720853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:43.839912] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:43.840061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:43.840102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:43.840131] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:43.843483] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=95.46%) [2025-12-02T20:43:43.843771] [INFO ] [FORECASTER] Completed predict_future for VFF [2025-12-02T20:43:43.843896] [INFO ] [sig ] VFF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:43.980706] [INFO ] [LOCAL ] Saved forecast: VFF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VFF.txt [2025-12-02T20:43:43.980856] [INFO ] [sig ] [3325/3544] Completed VFF in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:43.980893] [INFO ] [sig ] [3326/3544] Forecasting VFLO... [2025-12-02T20:43:43.980923] [INFO ] [sig ] Generating forecast for: VFLO [2025-12-02T20:43:43.980952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'. [2025-12-02T20:43:43.991564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFLO'. [2025-12-02T20:43:43.991931] [INFO ] [FORECASTER] Starting predict_future for VFLO [2025-12-02T20:43:43.992771] [DEBUG] [LOCAL ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt [2025-12-02T20:43:43.992822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:43.992853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:43.992877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:43.992931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:44.048519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:44.049344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:44.049427] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:44.049458] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:44.171652] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:44.171819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:44.171860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:44.171887] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:44.175174] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=25.95%) [2025-12-02T20:43:44.175431] [INFO ] [FORECASTER] Completed predict_future for VFLO [2025-12-02T20:43:44.175547] [INFO ] [sig ] VFLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:44.313954] [INFO ] [LOCAL ] Saved forecast: VFLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VFLO.txt [2025-12-02T20:43:44.314083] [INFO ] [sig ] [3326/3544] Completed VFLO in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:44.314119] [INFO ] [sig ] [3327/3544] Forecasting VFS... [2025-12-02T20:43:44.314147] [INFO ] [sig ] Generating forecast for: VFS [2025-12-02T20:43:44.314177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'. [2025-12-02T20:43:44.324558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFS'. [2025-12-02T20:43:44.324892] [INFO ] [FORECASTER] Starting predict_future for VFS [2025-12-02T20:43:44.325687] [DEBUG] [LOCAL ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt [2025-12-02T20:43:44.325735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:44.325765] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:44.325789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:44.325842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:44.381382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:44.382084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:44.382163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:44.382193] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:44.501562] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:44.501714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:44.501753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:44.501780] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:44.505043] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=95.01%) [2025-12-02T20:43:44.505300] [INFO ] [FORECASTER] Completed predict_future for VFS [2025-12-02T20:43:44.505415] [INFO ] [sig ] VFS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:44.644483] [INFO ] [LOCAL ] Saved forecast: VFS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VFS.txt [2025-12-02T20:43:44.644638] [INFO ] [sig ] [3327/3544] Completed VFS in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:44.644676] [INFO ] [sig ] [3328/3544] Forecasting VGI... [2025-12-02T20:43:44.644703] [INFO ] [sig ] Generating forecast for: VGI [2025-12-02T20:43:44.644733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-12-02T20:43:44.655113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGI'. [2025-12-02T20:43:44.655427] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-12-02T20:43:44.656231] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-12-02T20:43:44.656280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:44.656310] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:44.656335] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:44.656388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:44.713355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:44.714067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:44.714174] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:44.714209] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:44.829799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:44.829944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:44.829986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:44.830018] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:44.833412] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=39.35%) [2025-12-02T20:43:44.833704] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-12-02T20:43:44.833825] [INFO ] [sig ] VGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:44.974430] [INFO ] [LOCAL ] Saved forecast: VGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VGI.txt [2025-12-02T20:43:44.974555] [INFO ] [sig ] [3328/3544] Completed VGI in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:44.974608] [INFO ] [sig ] [3329/3544] Forecasting VGM... [2025-12-02T20:43:44.974638] [INFO ] [sig ] Generating forecast for: VGM [2025-12-02T20:43:44.974666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-12-02T20:43:44.985300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGM'. [2025-12-02T20:43:44.985649] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-12-02T20:43:44.986424] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-12-02T20:43:44.986473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:44.986503] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:44.986528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:44.986600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:45.041216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:45.042034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:45.042117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:45.042149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:45.162515] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:45.162684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:45.162726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:45.162753] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:45.166002] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=91.05%) [2025-12-02T20:43:45.166273] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-12-02T20:43:45.166394] [INFO ] [sig ] VGM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:45.304636] [INFO ] [LOCAL ] Saved forecast: VGM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VGM.txt [2025-12-02T20:43:45.304763] [INFO ] [sig ] [3329/3544] Completed VGM in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:45.304798] [INFO ] [sig ] [3330/3544] Forecasting VGSH... [2025-12-02T20:43:45.304826] [INFO ] [sig ] Generating forecast for: VGSH [2025-12-02T20:43:45.304854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'. [2025-12-02T20:43:45.315225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGSH'. [2025-12-02T20:43:45.315547] [INFO ] [FORECASTER] Starting predict_future for VGSH [2025-12-02T20:43:45.316343] [DEBUG] [LOCAL ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt [2025-12-02T20:43:45.316392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:45.316435] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:45.316463] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:45.316519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:45.372131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:45.372869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:45.372945] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:45.372975] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:45.492910] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:45.493063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:45.493104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:45.493133] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:45.496625] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=15.27%) [2025-12-02T20:43:45.496913] [INFO ] [FORECASTER] Completed predict_future for VGSH [2025-12-02T20:43:45.497055] [INFO ] [sig ] VGSH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:45.645513] [INFO ] [LOCAL ] Saved forecast: VGSH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VGSH.txt [2025-12-02T20:43:45.645677] [INFO ] [sig ] [3330/3544] Completed VGSH in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:45.645715] [INFO ] [sig ] [3331/3544] Forecasting VICI... [2025-12-02T20:43:45.645743] [INFO ] [sig ] Generating forecast for: VICI [2025-12-02T20:43:45.645771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-12-02T20:43:45.656350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VICI'. [2025-12-02T20:43:45.656702] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-12-02T20:43:45.657486] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-12-02T20:43:45.657535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:45.657585] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:45.657615] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:45.657671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:45.714560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:45.715336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:45.715417] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:45.715448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:45.836839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:45.836988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:45.837027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:45.837054] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:45.840271] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=39.68%) [2025-12-02T20:43:45.840535] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-12-02T20:43:45.840670] [INFO ] [sig ] VICI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:45.978512] [INFO ] [LOCAL ] Saved forecast: VICI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VICI.txt [2025-12-02T20:43:45.978697] [INFO ] [sig ] [3331/3544] Completed VICI in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:45.978737] [INFO ] [sig ] [3332/3544] Forecasting VIGI... [2025-12-02T20:43:45.978764] [INFO ] [sig ] Generating forecast for: VIGI [2025-12-02T20:43:45.978793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'. [2025-12-02T20:43:45.988269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIGI'. [2025-12-02T20:43:45.988622] [INFO ] [FORECASTER] Starting predict_future for VIGI [2025-12-02T20:43:45.989374] [DEBUG] [LOCAL ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt [2025-12-02T20:43:45.989422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:45.989453] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:45.989479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:45.989533] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:46.044265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:46.045042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:46.045125] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:46.045156] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:46.163700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:46.163848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:46.163888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:46.163915] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:46.167130] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-12-02T20:43:46.167387] [INFO ] [FORECASTER] Completed predict_future for VIGI [2025-12-02T20:43:46.167501] [INFO ] [sig ] VIGI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:46.302753] [INFO ] [LOCAL ] Saved forecast: VIGI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VIGI.txt [2025-12-02T20:43:46.302879] [INFO ] [sig ] [3332/3544] Completed VIGI in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:46.302915] [INFO ] [sig ] [3333/3544] Forecasting VINP... [2025-12-02T20:43:46.302943] [INFO ] [sig ] Generating forecast for: VINP [2025-12-02T20:43:46.302973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'. [2025-12-02T20:43:46.313495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VINP'. [2025-12-02T20:43:46.313901] [INFO ] [FORECASTER] Starting predict_future for VINP [2025-12-02T20:43:46.314756] [DEBUG] [LOCAL ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt [2025-12-02T20:43:46.314806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:46.314838] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:46.314864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:46.314919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:46.371287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:46.372162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:46.372247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:46.372280] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:46.489885] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:46.490037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:46.490080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:46.490112] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:46.493469] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=91.18%) [2025-12-02T20:43:46.493758] [INFO ] [FORECASTER] Completed predict_future for VINP [2025-12-02T20:43:46.493882] [INFO ] [sig ] VINP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:46.630640] [INFO ] [LOCAL ] Saved forecast: VINP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VINP.txt [2025-12-02T20:43:46.630781] [INFO ] [sig ] [3333/3544] Completed VINP in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:46.630824] [INFO ] [sig ] [3334/3544] Forecasting VIPS... [2025-12-02T20:43:46.630852] [INFO ] [sig ] Generating forecast for: VIPS [2025-12-02T20:43:46.630882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-12-02T20:43:46.641522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIPS'. [2025-12-02T20:43:46.641857] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-12-02T20:43:46.642704] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-12-02T20:43:46.642756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:46.642789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:46.642818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:46.642875] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:46.700180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:46.700956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:46.701038] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:46.701071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:46.821692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:46.821838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:46.821877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:46.821905] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:46.825114] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=23.35%) [2025-12-02T20:43:46.825371] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-12-02T20:43:46.825487] [INFO ] [sig ] VIPS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:46.961604] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VIPS.txt [2025-12-02T20:43:46.961740] [INFO ] [sig ] [3334/3544] Completed VIPS in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:46.961777] [INFO ] [sig ] [3335/3544] Forecasting VIRC... [2025-12-02T20:43:46.961805] [INFO ] [sig ] Generating forecast for: VIRC [2025-12-02T20:43:46.961833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'. [2025-12-02T20:43:46.971791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIRC'. [2025-12-02T20:43:46.972089] [INFO ] [FORECASTER] Starting predict_future for VIRC [2025-12-02T20:43:46.972859] [DEBUG] [LOCAL ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt [2025-12-02T20:43:46.972908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:46.972964] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:46.972992] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:46.973047] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:47.028589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:47.029303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:47.029382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:47.029413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:47.151181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:47.151337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:47.151378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:47.151406] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:47.154714] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=19.80%) [2025-12-02T20:43:47.154994] [INFO ] [FORECASTER] Completed predict_future for VIRC [2025-12-02T20:43:47.155134] [INFO ] [sig ] VIRC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:47.292403] [INFO ] [LOCAL ] Saved forecast: VIRC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VIRC.txt [2025-12-02T20:43:47.292535] [INFO ] [sig ] [3335/3544] Completed VIRC in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:47.292588] [INFO ] [sig ] [3336/3544] Forecasting VITL... [2025-12-02T20:43:47.292619] [INFO ] [sig ] Generating forecast for: VITL [2025-12-02T20:43:47.292650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'. [2025-12-02T20:43:47.303501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VITL'. [2025-12-02T20:43:47.303915] [INFO ] [FORECASTER] Starting predict_future for VITL [2025-12-02T20:43:47.304772] [DEBUG] [LOCAL ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt [2025-12-02T20:43:47.304823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:47.304853] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:47.304877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:47.304932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:47.360407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:47.361149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:47.361228] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:47.361259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:47.481446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:47.481602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:47.481644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:47.481671] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:47.484888] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=88.48%) [2025-12-02T20:43:47.485145] [INFO ] [FORECASTER] Completed predict_future for VITL [2025-12-02T20:43:47.485263] [INFO ] [sig ] VITL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:47.625138] [INFO ] [LOCAL ] Saved forecast: VITL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VITL.txt [2025-12-02T20:43:47.625288] [INFO ] [sig ] [3336/3544] Completed VITL in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:47.625325] [INFO ] [sig ] [3337/3544] Forecasting VKQ... [2025-12-02T20:43:47.625354] [INFO ] [sig ] Generating forecast for: VKQ [2025-12-02T20:43:47.625383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-12-02T20:43:47.635340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKQ'. [2025-12-02T20:43:47.635756] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-12-02T20:43:47.636549] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-12-02T20:43:47.636628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:47.636663] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:47.636689] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:47.636743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:47.692588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:47.693278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:47.693357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:47.693390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:47.811866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:47.812008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:47.812065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:47.812094] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:47.815356] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=41.97%) [2025-12-02T20:43:47.815633] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-12-02T20:43:47.815753] [INFO ] [sig ] VKQ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:47.951988] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VKQ.txt [2025-12-02T20:43:47.952130] [INFO ] [sig ] [3337/3544] Completed VKQ in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:47.952167] [INFO ] [sig ] [3338/3544] Forecasting VKTX... [2025-12-02T20:43:47.952200] [INFO ] [sig ] Generating forecast for: VKTX [2025-12-02T20:43:47.952228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'. [2025-12-02T20:43:47.963173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKTX'. [2025-12-02T20:43:47.963483] [INFO ] [FORECASTER] Starting predict_future for VKTX [2025-12-02T20:43:47.964271] [DEBUG] [LOCAL ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt [2025-12-02T20:43:47.964319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:47.964348] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:47.964372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:47.964426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:48.019255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:48.019891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:48.019966] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:48.019996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:48.139594] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:48.139743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:48.139785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:48.139846] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:48.143211] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=98.74%) [2025-12-02T20:43:48.143477] [INFO ] [FORECASTER] Completed predict_future for VKTX [2025-12-02T20:43:48.143618] [INFO ] [sig ] VKTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:48.280849] [INFO ] [LOCAL ] Saved forecast: VKTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VKTX.txt [2025-12-02T20:43:48.280973] [INFO ] [sig ] [3338/3544] Completed VKTX in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.2m [2025-12-02T20:43:48.281010] [INFO ] [sig ] [3339/3544] Forecasting VLGEA... [2025-12-02T20:43:48.281037] [INFO ] [sig ] Generating forecast for: VLGEA [2025-12-02T20:43:48.281066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'. [2025-12-02T20:43:48.292794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'. [2025-12-02T20:43:48.293209] [INFO ] [FORECASTER] Starting predict_future for VLGEA [2025-12-02T20:43:48.294044] [DEBUG] [LOCAL ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt [2025-12-02T20:43:48.294094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:48.294124] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:48.294150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:48.294204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:48.350862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:48.351745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:48.351840] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:48.351881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:48.482643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:48.482799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:48.482839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:48.482865] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:48.486194] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=46.95%) [2025-12-02T20:43:48.486670] [INFO ] [FORECASTER] Completed predict_future for VLGEA [2025-12-02T20:43:48.486797] [INFO ] [sig ] VLGEA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:48.626043] [INFO ] [LOCAL ] Saved forecast: VLGEA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VLGEA.txt [2025-12-02T20:43:48.626177] [INFO ] [sig ] [3339/3544] Completed VLGEA in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:48.626213] [INFO ] [sig ] [3340/3544] Forecasting VLN... [2025-12-02T20:43:48.626243] [INFO ] [sig ] Generating forecast for: VLN [2025-12-02T20:43:48.626274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-12-02T20:43:48.637153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLN'. [2025-12-02T20:43:48.637446] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-12-02T20:43:48.638659] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-12-02T20:43:48.638707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:48.638736] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:48.638762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:48.638816] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:48.695945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:48.696737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:48.696815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:48.696846] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:48.814087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:48.814235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:48.814273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:48.814301] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:48.817518] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=9.53%) [2025-12-02T20:43:48.817787] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-12-02T20:43:48.817923] [INFO ] [sig ] VLN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:48.953706] [INFO ] [LOCAL ] Saved forecast: VLN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VLN.txt [2025-12-02T20:43:48.953838] [INFO ] [sig ] [3340/3544] Completed VLN in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:48.953876] [INFO ] [sig ] [3341/3544] Forecasting VLO... [2025-12-02T20:43:48.953914] [INFO ] [sig ] Generating forecast for: VLO [2025-12-02T20:43:48.953957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-12-02T20:43:48.965642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLO'. [2025-12-02T20:43:48.965969] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-12-02T20:43:48.966760] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-12-02T20:43:48.966809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:48.966851] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:48.966877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:48.966935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:49.021321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:49.022057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:49.022134] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:49.022165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:49.142784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:49.142928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:49.142967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:49.142993] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:49.146238] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=13.28%) [2025-12-02T20:43:49.146492] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-12-02T20:43:49.146629] [INFO ] [sig ] VLO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:49.281607] [INFO ] [LOCAL ] Saved forecast: VLO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VLO.txt [2025-12-02T20:43:49.281740] [INFO ] [sig ] [3341/3544] Completed VLO in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:49.281777] [INFO ] [sig ] [3342/3544] Forecasting VLRS... [2025-12-02T20:43:49.281804] [INFO ] [sig ] Generating forecast for: VLRS [2025-12-02T20:43:49.281833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-12-02T20:43:49.291770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLRS'. [2025-12-02T20:43:49.292048] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-12-02T20:43:49.292817] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-12-02T20:43:49.292865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:49.292894] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:49.292919] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:49.292972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:49.349358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:49.350151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:49.350233] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:49.350263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:49.470223] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:49.470372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:49.470414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:49.470442] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:49.473776] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=50.23%) [2025-12-02T20:43:49.474039] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-12-02T20:43:49.474160] [INFO ] [sig ] VLRS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:49.612599] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VLRS.txt [2025-12-02T20:43:49.612751] [INFO ] [sig ] [3342/3544] Completed VLRS in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:49.612804] [INFO ] [sig ] [3343/3544] Forecasting VLTO... [2025-12-02T20:43:49.612833] [INFO ] [sig ] Generating forecast for: VLTO [2025-12-02T20:43:49.612863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-12-02T20:43:49.624086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLTO'. [2025-12-02T20:43:49.624487] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-12-02T20:43:49.625308] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-12-02T20:43:49.625359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:49.625390] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:49.625417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:49.625473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:49.682432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:49.683301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:49.683386] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:49.683417] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:49.807914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:49.808076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:49.808117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:49.808144] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:49.811476] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=4.00%) [2025-12-02T20:43:49.811758] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-12-02T20:43:49.811886] [INFO ] [sig ] VLTO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:49.949786] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VLTO.txt [2025-12-02T20:43:49.949979] [INFO ] [sig ] [3343/3544] Completed VLTO in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:49.950023] [INFO ] [sig ] [3344/3544] Forecasting VLY... [2025-12-02T20:43:49.950052] [INFO ] [sig ] Generating forecast for: VLY [2025-12-02T20:43:49.950082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'. [2025-12-02T20:43:49.960826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLY'. [2025-12-02T20:43:49.961133] [INFO ] [FORECASTER] Starting predict_future for VLY [2025-12-02T20:43:49.961924] [DEBUG] [LOCAL ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt [2025-12-02T20:43:49.961972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:49.962002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:49.962027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:49.962081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:50.018645] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:50.019456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:50.019539] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:50.019570] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:50.141235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:50.141384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:50.141423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:50.141450] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:50.144749] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=40.09%) [2025-12-02T20:43:50.145015] [INFO ] [FORECASTER] Completed predict_future for VLY [2025-12-02T20:43:50.145135] [INFO ] [sig ] VLY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:50.286973] [INFO ] [LOCAL ] Saved forecast: VLY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VLY.txt [2025-12-02T20:43:50.287124] [INFO ] [sig ] [3344/3544] Completed VLY in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:50.287161] [INFO ] [sig ] [3345/3544] Forecasting VMBS... [2025-12-02T20:43:50.287198] [INFO ] [sig ] Generating forecast for: VMBS [2025-12-02T20:43:50.287228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'. [2025-12-02T20:43:50.298110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMBS'. [2025-12-02T20:43:50.298507] [INFO ] [FORECASTER] Starting predict_future for VMBS [2025-12-02T20:43:50.299316] [DEBUG] [LOCAL ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt [2025-12-02T20:43:50.299381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:50.299421] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:50.299447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:50.299501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:50.360548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:50.361453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:50.361590] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:50.361628] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:50.486343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:50.486500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:50.486542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:50.486590] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:50.490051] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=65.10%) [2025-12-02T20:43:50.490352] [INFO ] [FORECASTER] Completed predict_future for VMBS [2025-12-02T20:43:50.490478] [INFO ] [sig ] VMBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:50.630207] [INFO ] [LOCAL ] Saved forecast: VMBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VMBS.txt [2025-12-02T20:43:50.630354] [INFO ] [sig ] [3345/3544] Completed VMBS in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:50.630391] [INFO ] [sig ] [3346/3544] Forecasting VMD... [2025-12-02T20:43:50.630422] [INFO ] [sig ] Generating forecast for: VMD [2025-12-02T20:43:50.630450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'. [2025-12-02T20:43:50.641750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMD'. [2025-12-02T20:43:50.642129] [INFO ] [FORECASTER] Starting predict_future for VMD [2025-12-02T20:43:50.643012] [DEBUG] [LOCAL ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt [2025-12-02T20:43:50.643063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:50.643094] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:50.643119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:50.643175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:50.704185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:50.705040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:50.705118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:50.705151] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:50.824626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:50.824767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:50.824806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:50.824832] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:50.828127] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=72.36%) [2025-12-02T20:43:50.828411] [INFO ] [FORECASTER] Completed predict_future for VMD [2025-12-02T20:43:50.828529] [INFO ] [sig ] VMD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:50.966742] [INFO ] [LOCAL ] Saved forecast: VMD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VMD.txt [2025-12-02T20:43:50.966882] [INFO ] [sig ] [3346/3544] Completed VMD in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:50.966918] [INFO ] [sig ] [3347/3544] Forecasting VMI... [2025-12-02T20:43:50.966946] [INFO ] [sig ] Generating forecast for: VMI [2025-12-02T20:43:50.966974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-12-02T20:43:50.978972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMI'. [2025-12-02T20:43:50.979425] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-12-02T20:43:50.980310] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-12-02T20:43:50.980370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:50.980403] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:50.980429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:50.980487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:51.041943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:51.042882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:51.042997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:51.043031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:51.164904] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:51.165061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:51.165104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:51.165133] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:51.168644] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=87.92%) [2025-12-02T20:43:51.168964] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-12-02T20:43:51.169102] [INFO ] [sig ] VMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:51.310819] [INFO ] [LOCAL ] Saved forecast: VMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VMI.txt [2025-12-02T20:43:51.310950] [INFO ] [sig ] [3347/3544] Completed VMI in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:51.310986] [INFO ] [sig ] [3348/3544] Forecasting VMO... [2025-12-02T20:43:51.311014] [INFO ] [sig ] Generating forecast for: VMO [2025-12-02T20:43:51.311042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-12-02T20:43:51.320994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMO'. [2025-12-02T20:43:51.321255] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-12-02T20:43:51.322032] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-12-02T20:43:51.322080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:51.322110] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:51.322134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:51.322188] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:51.376918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:51.377498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:51.377589] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:51.377622] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:51.493198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:51.493323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:51.493359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:51.493403] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:51.496591] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=35.96%) [2025-12-02T20:43:51.496846] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-12-02T20:43:51.496967] [INFO ] [sig ] VMO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:51.631277] [INFO ] [LOCAL ] Saved forecast: VMO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VMO.txt [2025-12-02T20:43:51.631424] [INFO ] [sig ] [3348/3544] Completed VMO in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:51.631460] [INFO ] [sig ] [3349/3544] Forecasting VNDA... [2025-12-02T20:43:51.631490] [INFO ] [sig ] Generating forecast for: VNDA [2025-12-02T20:43:51.631518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'. [2025-12-02T20:43:51.641260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNDA'. [2025-12-02T20:43:51.641526] [INFO ] [FORECASTER] Starting predict_future for VNDA [2025-12-02T20:43:51.642306] [DEBUG] [LOCAL ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt [2025-12-02T20:43:51.642354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:51.642385] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:51.642411] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:51.642465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:51.697264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:51.697879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:51.697972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:51.698003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:51.812412] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:51.812557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:51.812611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:51.812640] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:51.815882] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=94.72%) [2025-12-02T20:43:51.816138] [INFO ] [FORECASTER] Completed predict_future for VNDA [2025-12-02T20:43:51.816255] [INFO ] [sig ] VNDA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:51.951164] [INFO ] [LOCAL ] Saved forecast: VNDA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VNDA.txt [2025-12-02T20:43:51.951274] [INFO ] [sig ] [3349/3544] Completed VNDA in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:51.951309] [INFO ] [sig ] [3350/3544] Forecasting VNO... [2025-12-02T20:43:51.951337] [INFO ] [sig ] Generating forecast for: VNO [2025-12-02T20:43:51.951365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-12-02T20:43:51.961299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNO'. [2025-12-02T20:43:51.961553] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-12-02T20:43:51.962318] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-12-02T20:43:51.962366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:51.962396] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:51.962422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:51.962475] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:52.017239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:52.017847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:52.017943] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:52.017974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:52.134975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:52.135133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:52.135173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:52.135201] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:52.138442] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=89.98%) [2025-12-02T20:43:52.138714] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-12-02T20:43:52.138829] [INFO ] [sig ] VNO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:52.274438] [INFO ] [LOCAL ] Saved forecast: VNO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VNO.txt [2025-12-02T20:43:52.274549] [INFO ] [sig ] [3350/3544] Completed VNO in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:52.274602] [INFO ] [sig ] [3351/3544] Forecasting VNOM... [2025-12-02T20:43:52.274632] [INFO ] [sig ] Generating forecast for: VNOM [2025-12-02T20:43:52.274661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'. [2025-12-02T20:43:52.285332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNOM'. [2025-12-02T20:43:52.285672] [INFO ] [FORECASTER] Starting predict_future for VNOM [2025-12-02T20:43:52.286460] [DEBUG] [LOCAL ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt [2025-12-02T20:43:52.286508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:52.286539] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:52.286563] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:52.286644] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:52.343644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:52.344479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:52.344561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:52.344614] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:52.467356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:52.467514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:52.467554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:52.467602] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:52.470932] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=68.99%) [2025-12-02T20:43:52.471193] [INFO ] [FORECASTER] Completed predict_future for VNOM [2025-12-02T20:43:52.471332] [INFO ] [sig ] VNOM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:52.611081] [INFO ] [LOCAL ] Saved forecast: VNOM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VNOM.txt [2025-12-02T20:43:52.611208] [INFO ] [sig ] [3351/3544] Completed VNOM in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:52.611252] [INFO ] [sig ] [3352/3544] Forecasting VNQI... [2025-12-02T20:43:52.611286] [INFO ] [sig ] Generating forecast for: VNQI [2025-12-02T20:43:52.611321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'. [2025-12-02T20:43:52.622225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNQI'. [2025-12-02T20:43:52.622619] [INFO ] [FORECASTER] Starting predict_future for VNQI [2025-12-02T20:43:52.623428] [DEBUG] [LOCAL ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt [2025-12-02T20:43:52.623480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:52.623542] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:52.623589] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:52.623665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:52.684512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:52.685400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:52.685491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:52.685523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:52.807069] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:52.807225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:52.807267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:52.807296] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:52.810771] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=84.90%) [2025-12-02T20:43:52.811077] [INFO ] [FORECASTER] Completed predict_future for VNQI [2025-12-02T20:43:52.811210] [INFO ] [sig ] VNQI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:52.960849] [INFO ] [LOCAL ] Saved forecast: VNQI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VNQI.txt [2025-12-02T20:43:52.961057] [INFO ] [sig ] [3352/3544] Completed VNQI in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:52.961111] [INFO ] [sig ] [3353/3544] Forecasting VOC... [2025-12-02T20:43:52.961158] [INFO ] [sig ] Generating forecast for: VOC [2025-12-02T20:43:52.961202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-12-02T20:43:52.971870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOC'. [2025-12-02T20:43:52.972227] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-12-02T20:43:52.973128] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-12-02T20:43:52.973180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:52.973213] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:52.973241] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:52.973300] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:53.033048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:53.034019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:53.034122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:53.034177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:53.150058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:53.150207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:53.150246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:53.150273] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:53.153487] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=0.89%) [2025-12-02T20:43:53.153761] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-12-02T20:43:53.153877] [INFO ] [sig ] VOC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:53.296693] [INFO ] [LOCAL ] Saved forecast: VOC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VOC.txt [2025-12-02T20:43:53.296852] [INFO ] [sig ] [3353/3544] Completed VOC in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:53.296901] [INFO ] [sig ] [3354/3544] Forecasting VOD... [2025-12-02T20:43:53.296933] [INFO ] [sig ] Generating forecast for: VOD [2025-12-02T20:43:53.296965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'. [2025-12-02T20:43:53.307462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOD'. [2025-12-02T20:43:53.307803] [INFO ] [FORECASTER] Starting predict_future for VOD [2025-12-02T20:43:53.308648] [DEBUG] [LOCAL ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt [2025-12-02T20:43:53.308709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:53.308744] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:53.308771] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:53.308829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:53.366351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:53.366998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:53.367075] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:53.367108] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:53.483289] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:53.483439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:53.483476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:53.483503] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:53.486752] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=29.24%) [2025-12-02T20:43:53.487004] [INFO ] [FORECASTER] Completed predict_future for VOD [2025-12-02T20:43:53.487120] [INFO ] [sig ] VOD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:53.623090] [INFO ] [LOCAL ] Saved forecast: VOD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VOD.txt [2025-12-02T20:43:53.623219] [INFO ] [sig ] [3354/3544] Completed VOD in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:53.623255] [INFO ] [sig ] [3355/3544] Forecasting VONE... [2025-12-02T20:43:53.623283] [INFO ] [sig ] Generating forecast for: VONE [2025-12-02T20:43:53.623312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'. [2025-12-02T20:43:53.633276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONE'. [2025-12-02T20:43:53.633541] [INFO ] [FORECASTER] Starting predict_future for VONE [2025-12-02T20:43:53.634308] [DEBUG] [LOCAL ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt [2025-12-02T20:43:53.634356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:53.634386] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:53.634411] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:53.634465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:53.689144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:53.689822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:53.689900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:53.689934] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:53.808934] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:53.809084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:53.809122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:53.809183] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:53.812403] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=18.48%) [2025-12-02T20:43:53.812681] [INFO ] [FORECASTER] Completed predict_future for VONE [2025-12-02T20:43:53.812797] [INFO ] [sig ] VONE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:53.950081] [INFO ] [LOCAL ] Saved forecast: VONE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VONE.txt [2025-12-02T20:43:53.950221] [INFO ] [sig ] [3355/3544] Completed VONE in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:53.950257] [INFO ] [sig ] [3356/3544] Forecasting VONG... [2025-12-02T20:43:53.950285] [INFO ] [sig ] Generating forecast for: VONG [2025-12-02T20:43:53.950317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'. [2025-12-02T20:43:53.960812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONG'. [2025-12-02T20:43:53.961106] [INFO ] [FORECASTER] Starting predict_future for VONG [2025-12-02T20:43:53.961925] [DEBUG] [LOCAL ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt [2025-12-02T20:43:53.961973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:53.962002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:53.962028] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:53.962082] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:54.017881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:54.018524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:54.018616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:54.018648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:54.146095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:54.146253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:54.146293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:54.146321] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:54.149696] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=8.74%) [2025-12-02T20:43:54.150008] [INFO ] [FORECASTER] Completed predict_future for VONG [2025-12-02T20:43:54.150143] [INFO ] [sig ] VONG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:54.290295] [INFO ] [LOCAL ] Saved forecast: VONG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VONG.txt [2025-12-02T20:43:54.290423] [INFO ] [sig ] [3356/3544] Completed VONG in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.1m [2025-12-02T20:43:54.290460] [INFO ] [sig ] [3357/3544] Forecasting VOTE... [2025-12-02T20:43:54.290487] [INFO ] [sig ] Generating forecast for: VOTE [2025-12-02T20:43:54.290516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'. [2025-12-02T20:43:54.301243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOTE'. [2025-12-02T20:43:54.301590] [INFO ] [FORECASTER] Starting predict_future for VOTE [2025-12-02T20:43:54.302367] [DEBUG] [LOCAL ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt [2025-12-02T20:43:54.302423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:54.302463] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:54.302495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:54.302565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:54.358289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:54.358989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:54.359070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:54.359102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:54.478913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:54.479065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:54.479105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:54.479134] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:54.482789] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=13.09%) [2025-12-02T20:43:54.483234] [INFO ] [FORECASTER] Completed predict_future for VOTE [2025-12-02T20:43:54.483350] [INFO ] [sig ] VOTE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:54.622116] [INFO ] [LOCAL ] Saved forecast: VOTE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VOTE.txt [2025-12-02T20:43:54.622264] [INFO ] [sig ] [3357/3544] Completed VOTE in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:54.622302] [INFO ] [sig ] [3358/3544] Forecasting VPG... [2025-12-02T20:43:54.622330] [INFO ] [sig ] Generating forecast for: VPG [2025-12-02T20:43:54.622362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-12-02T20:43:54.632676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPG'. [2025-12-02T20:43:54.632957] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-12-02T20:43:54.633719] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-12-02T20:43:54.633768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:54.633798] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:54.633824] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:54.633878] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:54.689012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:54.689884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:54.689965] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:54.689995] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:54.804864] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:54.804998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:54.805037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:54.805064] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:54.808346] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=22.48%) [2025-12-02T20:43:54.808624] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-12-02T20:43:54.808766] [INFO ] [sig ] VPG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:54.945514] [INFO ] [LOCAL ] Saved forecast: VPG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VPG.txt [2025-12-02T20:43:54.945642] [INFO ] [sig ] [3358/3544] Completed VPG in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:54.945680] [INFO ] [sig ] [3359/3544] Forecasting VPLS... [2025-12-02T20:43:54.945707] [INFO ] [sig ] Generating forecast for: VPLS [2025-12-02T20:43:54.945737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'. [2025-12-02T20:43:54.956227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPLS'. [2025-12-02T20:43:54.956523] [INFO ] [FORECASTER] Starting predict_future for VPLS [2025-12-02T20:43:54.957309] [DEBUG] [LOCAL ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt [2025-12-02T20:43:54.957358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:54.957388] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:54.957414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:54.957468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:55.011825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:55.012519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:55.012616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:55.012648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:55.131901] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:55.132020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:55.132060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:55.132089] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:55.135422] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=94.06%) [2025-12-02T20:43:55.135728] [INFO ] [FORECASTER] Completed predict_future for VPLS [2025-12-02T20:43:55.135860] [INFO ] [sig ] VPLS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:55.278360] [INFO ] [LOCAL ] Saved forecast: VPLS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VPLS.txt [2025-12-02T20:43:55.279244] [INFO ] [sig ] [3359/3544] Completed VPLS in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:55.279302] [INFO ] [sig ] [3360/3544] Forecasting VRA... [2025-12-02T20:43:55.279343] [INFO ] [sig ] Generating forecast for: VRA [2025-12-02T20:43:55.279382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'. [2025-12-02T20:43:55.292957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRA'. [2025-12-02T20:43:55.293350] [INFO ] [FORECASTER] Starting predict_future for VRA [2025-12-02T20:43:55.294338] [DEBUG] [LOCAL ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt [2025-12-02T20:43:55.294398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:55.294439] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:55.294474] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:55.294554] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:55.351625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:55.352403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:55.352482] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:55.352514] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:55.473012] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:55.473158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:55.473200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:55.473229] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:55.476629] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=29.28%) [2025-12-02T20:43:55.476890] [INFO ] [FORECASTER] Completed predict_future for VRA [2025-12-02T20:43:55.477011] [INFO ] [sig ] VRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:55.614651] [INFO ] [LOCAL ] Saved forecast: VRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VRA.txt [2025-12-02T20:43:55.614791] [INFO ] [sig ] [3360/3544] Completed VRA in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:55.614828] [INFO ] [sig ] [3361/3544] Forecasting VRCA... [2025-12-02T20:43:55.614868] [INFO ] [sig ] Generating forecast for: VRCA [2025-12-02T20:43:55.614906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'. [2025-12-02T20:43:55.627309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRCA'. [2025-12-02T20:43:55.627655] [INFO ] [FORECASTER] Starting predict_future for VRCA [2025-12-02T20:43:55.628489] [DEBUG] [LOCAL ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt [2025-12-02T20:43:55.628539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:55.628569] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:55.628618] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:55.628675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:55.684909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:55.685633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:55.685712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:55.685742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:55.809159] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:55.809326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:55.809368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:55.809396] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:55.812746] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=0.66%) [2025-12-02T20:43:55.813020] [INFO ] [FORECASTER] Completed predict_future for VRCA [2025-12-02T20:43:55.813144] [INFO ] [sig ] VRCA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:55.951544] [INFO ] [LOCAL ] Saved forecast: VRCA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VRCA.txt [2025-12-02T20:43:55.951719] [INFO ] [sig ] [3361/3544] Completed VRCA in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:55.951758] [INFO ] [sig ] [3362/3544] Forecasting VRDN... [2025-12-02T20:43:55.951786] [INFO ] [sig ] Generating forecast for: VRDN [2025-12-02T20:43:55.951813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'. [2025-12-02T20:43:55.962155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRDN'. [2025-12-02T20:43:55.962423] [INFO ] [FORECASTER] Starting predict_future for VRDN [2025-12-02T20:43:55.963238] [DEBUG] [LOCAL ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt [2025-12-02T20:43:55.963286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:55.963315] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:55.963340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:55.963393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:56.019523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:56.020234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:56.020350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:56.020391] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:56.140665] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:56.140816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:56.140857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:56.140886] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:56.144254] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-12-02T20:43:56.144513] [INFO ] [FORECASTER] Completed predict_future for VRDN [2025-12-02T20:43:56.144654] [INFO ] [sig ] VRDN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:56.297151] [INFO ] [LOCAL ] Saved forecast: VRDN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VRDN.txt [2025-12-02T20:43:56.297367] [INFO ] [sig ] [3362/3544] Completed VRDN in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:56.297422] [INFO ] [sig ] [3363/3544] Forecasting VRE... [2025-12-02T20:43:56.297461] [INFO ] [sig ] Generating forecast for: VRE [2025-12-02T20:43:56.297498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-12-02T20:43:56.310291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRE'. [2025-12-02T20:43:56.310699] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-12-02T20:43:56.311598] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-12-02T20:43:56.311650] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:56.311682] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:56.311707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:56.311765] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:56.378146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:56.378980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:56.379058] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:56.379089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:56.499363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:56.499510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:56.499550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:56.499593] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:56.502835] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=69.50%) [2025-12-02T20:43:56.503093] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-12-02T20:43:56.503213] [INFO ] [sig ] VRE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:56.639353] [INFO ] [LOCAL ] Saved forecast: VRE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VRE.txt [2025-12-02T20:43:56.639476] [INFO ] [sig ] [3363/3544] Completed VRE in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:56.639512] [INFO ] [sig ] [3364/3544] Forecasting VREX... [2025-12-02T20:43:56.639540] [INFO ] [sig ] Generating forecast for: VREX [2025-12-02T20:43:56.639584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'. [2025-12-02T20:43:56.650086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VREX'. [2025-12-02T20:43:56.650362] [INFO ] [FORECASTER] Starting predict_future for VREX [2025-12-02T20:43:56.651144] [DEBUG] [LOCAL ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt [2025-12-02T20:43:56.651192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:56.651221] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:56.651247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:56.651300] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:56.706422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:56.707120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:56.707199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:56.707230] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:56.823168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:56.823316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:56.823358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:56.823389] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:56.826631] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=24.69%) [2025-12-02T20:43:56.826890] [INFO ] [FORECASTER] Completed predict_future for VREX [2025-12-02T20:43:56.827009] [INFO ] [sig ] VREX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:56.963383] [INFO ] [LOCAL ] Saved forecast: VREX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VREX.txt [2025-12-02T20:43:56.963503] [INFO ] [sig ] [3364/3544] Completed VREX in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 1.0m [2025-12-02T20:43:56.963539] [INFO ] [sig ] [3365/3544] Forecasting VRIG... [2025-12-02T20:43:56.963566] [INFO ] [sig ] Generating forecast for: VRIG [2025-12-02T20:43:56.963615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'. [2025-12-02T20:43:56.981880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRIG'. [2025-12-02T20:43:56.982381] [INFO ] [FORECASTER] Starting predict_future for VRIG [2025-12-02T20:43:56.983604] [DEBUG] [LOCAL ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt [2025-12-02T20:43:56.983671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:56.983738] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:56.983784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:56.983870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:57.048220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:57.049369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:57.049485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:57.049539] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:57.148902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:57.149053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:57.149093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:57.149121] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:57.152527] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=89.37%) [2025-12-02T20:43:57.152821] [INFO ] [FORECASTER] Completed predict_future for VRIG [2025-12-02T20:43:57.152947] [INFO ] [sig ] VRIG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:57.290715] [INFO ] [LOCAL ] Saved forecast: VRIG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VRIG.txt [2025-12-02T20:43:57.290863] [INFO ] [sig ] [3365/3544] Completed VRIG in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 60.0s [2025-12-02T20:43:57.290901] [INFO ] [sig ] [3366/3544] Forecasting VRNS... [2025-12-02T20:43:57.290929] [INFO ] [sig ] Generating forecast for: VRNS [2025-12-02T20:43:57.290957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'. [2025-12-02T20:43:57.301035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRNS'. [2025-12-02T20:43:57.301312] [INFO ] [FORECASTER] Starting predict_future for VRNS [2025-12-02T20:43:57.302119] [DEBUG] [LOCAL ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt [2025-12-02T20:43:57.302167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:57.302197] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:57.302223] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:57.302277] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:57.358092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:57.359044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:57.359129] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:57.359159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:57.484564] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:57.484682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:57.484718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:57.484745] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:57.487843] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-12-02T20:43:57.488120] [INFO ] [FORECASTER] Completed predict_future for VRNS [2025-12-02T20:43:57.488239] [INFO ] [sig ] VRNS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:57.625815] [INFO ] [LOCAL ] Saved forecast: VRNS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VRNS.txt [2025-12-02T20:43:57.625957] [INFO ] [sig ] [3366/3544] Completed VRNS in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 59.7s [2025-12-02T20:43:57.625994] [INFO ] [sig ] [3367/3544] Forecasting VRRM... [2025-12-02T20:43:57.626022] [INFO ] [sig ] Generating forecast for: VRRM [2025-12-02T20:43:57.626051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'. [2025-12-02T20:43:57.636295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRRM'. [2025-12-02T20:43:57.636596] [INFO ] [FORECASTER] Starting predict_future for VRRM [2025-12-02T20:43:57.637385] [DEBUG] [LOCAL ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt [2025-12-02T20:43:57.637437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:57.637468] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:57.637493] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:57.637548] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:57.694892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:57.695688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:57.695767] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:57.695798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:57.817091] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:57.817241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:57.817280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:57.817308] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:57.820746] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=4.51%) [2025-12-02T20:43:57.821015] [INFO ] [FORECASTER] Completed predict_future for VRRM [2025-12-02T20:43:57.821137] [INFO ] [sig ] VRRM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:57.962002] [INFO ] [LOCAL ] Saved forecast: VRRM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VRRM.txt [2025-12-02T20:43:57.962128] [INFO ] [sig ] [3367/3544] Completed VRRM in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 59.3s [2025-12-02T20:43:57.962164] [INFO ] [sig ] [3368/3544] Forecasting VRSK... [2025-12-02T20:43:57.962192] [INFO ] [sig ] Generating forecast for: VRSK [2025-12-02T20:43:57.962220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'. [2025-12-02T20:43:57.972449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSK'. [2025-12-02T20:43:57.972745] [INFO ] [FORECASTER] Starting predict_future for VRSK [2025-12-02T20:43:57.973515] [DEBUG] [LOCAL ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt [2025-12-02T20:43:57.973562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:57.973611] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:57.973637] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:57.973691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:58.029773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:58.030454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:58.030534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:58.030566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:58.151138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:58.151256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:58.151299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:58.151331] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:58.155167] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=15.15%) [2025-12-02T20:43:58.155519] [INFO ] [FORECASTER] Completed predict_future for VRSK [2025-12-02T20:43:58.155708] [INFO ] [sig ] VRSK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:58.302471] [INFO ] [LOCAL ] Saved forecast: VRSK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VRSK.txt [2025-12-02T20:43:58.302649] [INFO ] [sig ] [3368/3544] Completed VRSK in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 59.0s [2025-12-02T20:43:58.302697] [INFO ] [sig ] [3369/3544] Forecasting VRSN... [2025-12-02T20:43:58.302727] [INFO ] [sig ] Generating forecast for: VRSN [2025-12-02T20:43:58.302755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'. [2025-12-02T20:43:58.313197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSN'. [2025-12-02T20:43:58.313512] [INFO ] [FORECASTER] Starting predict_future for VRSN [2025-12-02T20:43:58.314407] [DEBUG] [LOCAL ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt [2025-12-02T20:43:58.314457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:58.314514] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:58.314542] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:58.314616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:58.380779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:58.381715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:58.381802] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:58.381834] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:58.511895] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:58.512060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:58.512104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:58.512132] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:58.515616] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=10.24%) [2025-12-02T20:43:58.515913] [INFO ] [FORECASTER] Completed predict_future for VRSN [2025-12-02T20:43:58.516042] [INFO ] [sig ] VRSN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:58.660538] [INFO ] [LOCAL ] Saved forecast: VRSN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VRSN.txt [2025-12-02T20:43:58.660705] [INFO ] [sig ] [3369/3544] Completed VRSN in 0.4s | 2.98 sym/s | Total: 18.8m | ETA: 58.6s [2025-12-02T20:43:58.660744] [INFO ] [sig ] [3370/3544] Forecasting VRTS... [2025-12-02T20:43:58.660772] [INFO ] [sig ] Generating forecast for: VRTS [2025-12-02T20:43:58.660802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-12-02T20:43:58.671390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTS'. [2025-12-02T20:43:58.671710] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-12-02T20:43:58.672491] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-12-02T20:43:58.672542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:58.672592] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:58.672623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:58.672679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:58.730214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:58.731146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:58.731233] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:58.731275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:58.856653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:58.856801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:58.856843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:58.856870] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:58.860227] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=81.78%) [2025-12-02T20:43:58.860490] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-12-02T20:43:58.860645] [INFO ] [sig ] VRTS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:59.003838] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VRTS.txt [2025-12-02T20:43:59.003978] [INFO ] [sig ] [3370/3544] Completed VRTS in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 58.3s [2025-12-02T20:43:59.004017] [INFO ] [sig ] [3371/3544] Forecasting VRTX... [2025-12-02T20:43:59.004048] [INFO ] [sig ] Generating forecast for: VRTX [2025-12-02T20:43:59.004077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'. [2025-12-02T20:43:59.014248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTX'. [2025-12-02T20:43:59.014631] [INFO ] [FORECASTER] Starting predict_future for VRTX [2025-12-02T20:43:59.015465] [DEBUG] [LOCAL ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt [2025-12-02T20:43:59.015525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:59.015560] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:59.015615] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:59.015674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:59.074433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:59.075324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:59.075424] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:59.075475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:59.198329] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:59.198490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:59.198549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:59.198610] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:59.202333] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=80.76%) [2025-12-02T20:43:59.202657] [INFO ] [FORECASTER] Completed predict_future for VRTX [2025-12-02T20:43:59.202786] [INFO ] [sig ] VRTX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:43:59.343478] [INFO ] [LOCAL ] Saved forecast: VRTX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VRTX.txt [2025-12-02T20:43:59.343635] [INFO ] [sig ] [3371/3544] Completed VRTX in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 58.0s [2025-12-02T20:43:59.343676] [INFO ] [sig ] [3372/3544] Forecasting VS... [2025-12-02T20:43:59.343705] [INFO ] [sig ] Generating forecast for: VS [2025-12-02T20:43:59.343737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'. [2025-12-02T20:43:59.353764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VS'. [2025-12-02T20:43:59.354094] [INFO ] [FORECASTER] Starting predict_future for VS [2025-12-02T20:43:59.354942] [DEBUG] [LOCAL ] No optimal features file found for VS: ./output/feature-sets/VS.txt [2025-12-02T20:43:59.354992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:59.355024] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:59.355049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:59.355106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:59.410043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:59.410788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:59.410869] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:59.410902] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:59.521535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:59.521697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:59.521755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:59.521812] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:59.525076] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=13.52%) [2025-12-02T20:43:59.525339] [INFO ] [FORECASTER] Completed predict_future for VS [2025-12-02T20:43:59.525458] [INFO ] [sig ] VS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:59.661355] [INFO ] [LOCAL ] Saved forecast: VS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VS.txt [2025-12-02T20:43:59.661497] [INFO ] [sig ] [3372/3544] Completed VS in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 57.6s [2025-12-02T20:43:59.661535] [INFO ] [sig ] [3373/3544] Forecasting VSCO... [2025-12-02T20:43:59.661564] [INFO ] [sig ] Generating forecast for: VSCO [2025-12-02T20:43:59.661612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-12-02T20:43:59.671679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSCO'. [2025-12-02T20:43:59.671977] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-12-02T20:43:59.672766] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-12-02T20:43:59.672814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:59.672844] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:59.672869] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:59.672923] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:43:59.728075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:43:59.728842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:43:59.728919] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:43:59.728950] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:43:59.844775] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:43:59.844907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:43:59.844944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:43:59.844970] [INFO ] [FORECASTER] Training complete [2025-12-02T20:43:59.848154] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=35.36%) [2025-12-02T20:43:59.848416] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-12-02T20:43:59.848556] [INFO ] [sig ] VSCO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:43:59.984077] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VSCO.txt [2025-12-02T20:43:59.984188] [INFO ] [sig ] [3373/3544] Completed VSCO in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 57.3s [2025-12-02T20:43:59.984222] [INFO ] [sig ] [3374/3544] Forecasting VSDA... [2025-12-02T20:43:59.984249] [INFO ] [sig ] Generating forecast for: VSDA [2025-12-02T20:43:59.984277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'. [2025-12-02T20:43:59.994039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSDA'. [2025-12-02T20:43:59.994337] [INFO ] [FORECASTER] Starting predict_future for VSDA [2025-12-02T20:43:59.995226] [DEBUG] [LOCAL ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt [2025-12-02T20:43:59.995275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:43:59.995305] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:43:59.995330] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:43:59.995385] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:00.050068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:00.050950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:00.051030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:00.051061] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:00.155702] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:00.155857] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-02T20:44:00.155896] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:00.155923] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:00.159185] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=46.04%) [2025-12-02T20:44:00.159451] [INFO ] [FORECASTER] Completed predict_future for VSDA [2025-12-02T20:44:00.159570] [INFO ] [sig ] VSDA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:00.300260] [INFO ] [LOCAL ] Saved forecast: VSDA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VSDA.txt [2025-12-02T20:44:00.300437] [INFO ] [sig ] [3374/3544] Completed VSDA in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 57.0s [2025-12-02T20:44:00.300482] [INFO ] [sig ] [3375/3544] Forecasting VSEC... [2025-12-02T20:44:00.300512] [INFO ] [sig ] Generating forecast for: VSEC [2025-12-02T20:44:00.300543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'. [2025-12-02T20:44:00.311031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSEC'. [2025-12-02T20:44:00.311338] [INFO ] [FORECASTER] Starting predict_future for VSEC [2025-12-02T20:44:00.312150] [DEBUG] [LOCAL ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt [2025-12-02T20:44:00.312201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:00.312233] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:00.312259] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:00.312315] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:00.370666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:00.371473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:00.371594] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:00.371637] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:00.505745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:00.505897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:00.505942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:00.505970] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:00.509389] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=86.39%) [2025-12-02T20:44:00.509710] [INFO ] [FORECASTER] Completed predict_future for VSEC [2025-12-02T20:44:00.509838] [INFO ] [sig ] VSEC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:00.654657] [INFO ] [LOCAL ] Saved forecast: VSEC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VSEC.txt [2025-12-02T20:44:00.654803] [INFO ] [sig ] [3375/3544] Completed VSEC in 0.4s | 2.98 sym/s | Total: 18.9m | ETA: 56.6s [2025-12-02T20:44:00.654840] [INFO ] [sig ] [3376/3544] Forecasting VSH... [2025-12-02T20:44:00.654869] [INFO ] [sig ] Generating forecast for: VSH [2025-12-02T20:44:00.654897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-12-02T20:44:00.665607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSH'. [2025-12-02T20:44:00.665921] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-12-02T20:44:00.666711] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-12-02T20:44:00.666758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:00.666800] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:00.666826] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:00.666879] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:00.721007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:00.721662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:00.721738] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:00.721768] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:00.840109] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:00.840260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:00.840300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:00.840327] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:00.843598] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=98.74%) [2025-12-02T20:44:00.843863] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-12-02T20:44:00.843985] [INFO ] [sig ] VSH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:00.978680] [INFO ] [LOCAL ] Saved forecast: VSH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VSH.txt [2025-12-02T20:44:00.978807] [INFO ] [sig ] [3376/3544] Completed VSH in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 56.3s [2025-12-02T20:44:00.978843] [INFO ] [sig ] [3377/3544] Forecasting VSTM... [2025-12-02T20:44:00.978871] [INFO ] [sig ] Generating forecast for: VSTM [2025-12-02T20:44:00.978900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'. [2025-12-02T20:44:00.988948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTM'. [2025-12-02T20:44:00.989280] [INFO ] [FORECASTER] Starting predict_future for VSTM [2025-12-02T20:44:00.990055] [DEBUG] [LOCAL ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt [2025-12-02T20:44:00.990104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:00.990134] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:00.990159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:00.990213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:01.047609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:01.048408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:01.048490] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:01.048520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:01.172940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:01.173091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:01.173130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:01.173157] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:01.176483] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-12-02T20:44:01.176780] [INFO ] [FORECASTER] Completed predict_future for VSTM [2025-12-02T20:44:01.176901] [INFO ] [sig ] VSTM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:01.319857] [INFO ] [LOCAL ] Saved forecast: VSTM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VSTM.txt [2025-12-02T20:44:01.319995] [INFO ] [sig ] [3377/3544] Completed VSTM in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 56.0s [2025-12-02T20:44:01.320031] [INFO ] [sig ] [3378/3544] Forecasting VSTS... [2025-12-02T20:44:01.320060] [INFO ] [sig ] Generating forecast for: VSTS [2025-12-02T20:44:01.320088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-12-02T20:44:01.330598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTS'. [2025-12-02T20:44:01.330932] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-12-02T20:44:01.331732] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-12-02T20:44:01.331781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:01.331812] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:01.331837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:01.331892] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:01.390234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:01.390962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:01.391041] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:01.391083] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:01.519978] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:01.520125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:01.520166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:01.520194] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:01.523612] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=63.54%) [2025-12-02T20:44:01.523881] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-12-02T20:44:01.524006] [INFO ] [sig ] VSTS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:01.665454] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VSTS.txt [2025-12-02T20:44:01.665603] [INFO ] [sig ] [3378/3544] Completed VSTS in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 55.6s [2025-12-02T20:44:01.665641] [INFO ] [sig ] [3379/3544] Forecasting VTC... [2025-12-02T20:44:01.665670] [INFO ] [sig ] Generating forecast for: VTC [2025-12-02T20:44:01.665698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'. [2025-12-02T20:44:01.675810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTC'. [2025-12-02T20:44:01.676094] [INFO ] [FORECASTER] Starting predict_future for VTC [2025-12-02T20:44:01.676868] [DEBUG] [LOCAL ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt [2025-12-02T20:44:01.676917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:01.676947] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:01.676971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:01.677025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:01.731792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:01.732469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:01.732593] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:01.732627] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:01.857198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:01.857349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:01.857388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:01.857417] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:01.861037] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=35.34%) [2025-12-02T20:44:01.861310] [INFO ] [FORECASTER] Completed predict_future for VTC [2025-12-02T20:44:01.861431] [INFO ] [sig ] VTC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:01.998085] [INFO ] [LOCAL ] Saved forecast: VTC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTC.txt [2025-12-02T20:44:01.998220] [INFO ] [sig ] [3379/3544] Completed VTC in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 55.3s [2025-12-02T20:44:01.998257] [INFO ] [sig ] [3380/3544] Forecasting VTEX... [2025-12-02T20:44:01.998292] [INFO ] [sig ] Generating forecast for: VTEX [2025-12-02T20:44:01.998322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-12-02T20:44:02.012437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTEX'. [2025-12-02T20:44:02.012966] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-12-02T20:44:02.014138] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-12-02T20:44:02.014206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:02.014257] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:02.014300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:02.014388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:02.082984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:02.083924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:02.084012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:02.084044] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:02.202053] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:02.202201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:02.202240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:02.202268] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:02.205499] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=91.60%) [2025-12-02T20:44:02.205776] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-12-02T20:44:02.205892] [INFO ] [sig ] VTEX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:02.340997] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VTEX.txt [2025-12-02T20:44:02.341120] [INFO ] [sig ] [3380/3544] Completed VTEX in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 55.0s [2025-12-02T20:44:02.341156] [INFO ] [sig ] [3381/3544] Forecasting VTGN... [2025-12-02T20:44:02.341184] [INFO ] [sig ] Generating forecast for: VTGN [2025-12-02T20:44:02.341212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'. [2025-12-02T20:44:02.351438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTGN'. [2025-12-02T20:44:02.351711] [INFO ] [FORECASTER] Starting predict_future for VTGN [2025-12-02T20:44:02.352455] [DEBUG] [LOCAL ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt [2025-12-02T20:44:02.352503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:02.352533] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:02.352559] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:02.352632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:02.407720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:02.408316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:02.408394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:02.408424] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:02.528549] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:02.528712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:02.528752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:02.528779] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:02.532174] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=68.99%) [2025-12-02T20:44:02.532429] [INFO ] [FORECASTER] Completed predict_future for VTGN [2025-12-02T20:44:02.532544] [INFO ] [sig ] VTGN: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:02.668724] [INFO ] [LOCAL ] Saved forecast: VTGN 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VTGN.txt [2025-12-02T20:44:02.668847] [INFO ] [sig ] [3381/3544] Completed VTGN in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 54.6s [2025-12-02T20:44:02.668883] [INFO ] [sig ] [3382/3544] Forecasting VTIP... [2025-12-02T20:44:02.668912] [INFO ] [sig ] Generating forecast for: VTIP [2025-12-02T20:44:02.668941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'. [2025-12-02T20:44:02.678938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTIP'. [2025-12-02T20:44:02.679201] [INFO ] [FORECASTER] Starting predict_future for VTIP [2025-12-02T20:44:02.679960] [DEBUG] [LOCAL ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt [2025-12-02T20:44:02.680008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:02.680038] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:02.680064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:02.680117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:02.735369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:02.735953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:02.736026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:02.736056] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:02.852947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:02.853062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:02.853097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:02.853125] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:02.856222] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=1.16%) [2025-12-02T20:44:02.856473] [INFO ] [FORECASTER] Completed predict_future for VTIP [2025-12-02T20:44:02.856605] [INFO ] [sig ] VTIP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:02.995291] [INFO ] [LOCAL ] Saved forecast: VTIP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTIP.txt [2025-12-02T20:44:02.995470] [INFO ] [sig ] [3382/3544] Completed VTIP in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 54.3s [2025-12-02T20:44:02.995508] [INFO ] [sig ] [3383/3544] Forecasting VTLE... [2025-12-02T20:44:02.995537] [INFO ] [sig ] Generating forecast for: VTLE [2025-12-02T20:44:02.995565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-12-02T20:44:03.006335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTLE'. [2025-12-02T20:44:03.006710] [INFO ] [FORECASTER] Starting predict_future for VTLE [2025-12-02T20:44:03.007513] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-12-02T20:44:03.007564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:03.007619] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:03.007645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:03.007702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:03.063606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:03.064319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:03.064402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:03.064433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:03.182239] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:03.182384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:03.182424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:03.182468] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:03.185868] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=16.69%) [2025-12-02T20:44:03.186137] [INFO ] [FORECASTER] Completed predict_future for VTLE [2025-12-02T20:44:03.186261] [INFO ] [sig ] VTLE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:03.321451] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTLE.txt [2025-12-02T20:44:03.321598] [INFO ] [sig ] [3383/3544] Completed VTLE in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 54.0s [2025-12-02T20:44:03.321637] [INFO ] [sig ] [3384/3544] Forecasting VTMX... [2025-12-02T20:44:03.321665] [INFO ] [sig ] Generating forecast for: VTMX [2025-12-02T20:44:03.321693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-12-02T20:44:03.332302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTMX'. [2025-12-02T20:44:03.332648] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-12-02T20:44:03.333439] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-12-02T20:44:03.333489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:03.333519] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:03.333545] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:03.333626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:03.390387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:03.391139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:03.391220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:03.391252] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:03.513718] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:03.513870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:03.513909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:03.513936] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:03.517200] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=36.11%) [2025-12-02T20:44:03.517456] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-12-02T20:44:03.517592] [INFO ] [sig ] VTMX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:03.653296] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTMX.txt [2025-12-02T20:44:03.653444] [INFO ] [sig ] [3384/3544] Completed VTMX in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 53.6s [2025-12-02T20:44:03.653482] [INFO ] [sig ] [3385/3544] Forecasting VTN... [2025-12-02T20:44:03.653512] [INFO ] [sig ] Generating forecast for: VTN [2025-12-02T20:44:03.653543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-12-02T20:44:03.664615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTN'. [2025-12-02T20:44:03.664935] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-12-02T20:44:03.665777] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-12-02T20:44:03.665826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:03.665858] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:03.665883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:03.665937] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:03.723357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:03.724228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:03.724312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:03.724361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:03.841979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:03.842124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:03.842164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:03.842192] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:03.845562] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=47.54%) [2025-12-02T20:44:03.845847] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-12-02T20:44:03.845968] [INFO ] [sig ] VTN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:03.983045] [INFO ] [LOCAL ] Saved forecast: VTN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTN.txt [2025-12-02T20:44:03.983180] [INFO ] [sig ] [3385/3544] Completed VTN in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 53.3s [2025-12-02T20:44:03.983217] [INFO ] [sig ] [3386/3544] Forecasting VTOL... [2025-12-02T20:44:03.983245] [INFO ] [sig ] Generating forecast for: VTOL [2025-12-02T20:44:03.983274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-12-02T20:44:03.993666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTOL'. [2025-12-02T20:44:03.993957] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-12-02T20:44:03.994767] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-12-02T20:44:03.994816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:03.994872] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:03.994899] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:03.994953] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:04.052379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:04.053219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:04.053301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:04.053333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:04.169100] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:04.169214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:04.169254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:04.169280] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:04.172711] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=4.71%) [2025-12-02T20:44:04.172987] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-12-02T20:44:04.173116] [INFO ] [sig ] VTOL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:04.312153] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTOL.txt [2025-12-02T20:44:04.312291] [INFO ] [sig ] [3386/3544] Completed VTOL in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 52.9s [2025-12-02T20:44:04.312328] [INFO ] [sig ] [3387/3544] Forecasting VTRS... [2025-12-02T20:44:04.312358] [INFO ] [sig ] Generating forecast for: VTRS [2025-12-02T20:44:04.312386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'. [2025-12-02T20:44:04.323229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTRS'. [2025-12-02T20:44:04.323626] [INFO ] [FORECASTER] Starting predict_future for VTRS [2025-12-02T20:44:04.324408] [DEBUG] [LOCAL ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt [2025-12-02T20:44:04.324457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:04.324487] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:04.324524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:04.324599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:04.380490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:04.381343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:04.381424] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:04.381457] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:04.503076] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:04.503234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:04.503274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:04.503301] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:04.506621] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=94.00%) [2025-12-02T20:44:04.506882] [INFO ] [FORECASTER] Completed predict_future for VTRS [2025-12-02T20:44:04.507005] [INFO ] [sig ] VTRS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:04.659794] [INFO ] [LOCAL ] Saved forecast: VTRS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VTRS.txt [2025-12-02T20:44:04.659994] [INFO ] [sig ] [3387/3544] Completed VTRS in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 52.6s [2025-12-02T20:44:04.660053] [INFO ] [sig ] [3388/3544] Forecasting VTS... [2025-12-02T20:44:04.660101] [INFO ] [sig ] Generating forecast for: VTS [2025-12-02T20:44:04.660147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-12-02T20:44:04.672439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTS'. [2025-12-02T20:44:04.672845] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-12-02T20:44:04.673654] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-12-02T20:44:04.673708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:04.673746] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:04.673773] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:04.673835] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:04.736442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:04.737288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:04.737373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:04.737406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:04.853500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:04.853653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:04.853692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:04.853719] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:04.856892] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=31.22%) [2025-12-02T20:44:04.857145] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-12-02T20:44:04.857259] [INFO ] [sig ] VTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:05.000879] [INFO ] [LOCAL ] Saved forecast: VTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTS.txt [2025-12-02T20:44:05.001030] [INFO ] [sig ] [3388/3544] Completed VTS in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 52.3s [2025-12-02T20:44:05.001069] [INFO ] [sig ] [3389/3544] Forecasting VTSI... [2025-12-02T20:44:05.001097] [INFO ] [sig ] Generating forecast for: VTSI [2025-12-02T20:44:05.001126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'. [2025-12-02T20:44:05.011810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTSI'. [2025-12-02T20:44:05.012123] [INFO ] [FORECASTER] Starting predict_future for VTSI [2025-12-02T20:44:05.012979] [DEBUG] [LOCAL ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt [2025-12-02T20:44:05.013028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:05.013058] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:05.013082] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:05.013135] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:05.067789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:05.068612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:05.068709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:05.068742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:05.186532] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:05.186698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:05.186738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:05.186799] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:05.190111] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=8.61%) [2025-12-02T20:44:05.190371] [INFO ] [FORECASTER] Completed predict_future for VTSI [2025-12-02T20:44:05.190490] [INFO ] [sig ] VTSI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:05.327584] [INFO ] [LOCAL ] Saved forecast: VTSI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTSI.txt [2025-12-02T20:44:05.327709] [INFO ] [sig ] [3389/3544] Completed VTSI in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 51.9s [2025-12-02T20:44:05.327746] [INFO ] [sig ] [3390/3544] Forecasting VTWG... [2025-12-02T20:44:05.327775] [INFO ] [sig ] Generating forecast for: VTWG [2025-12-02T20:44:05.327804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'. [2025-12-02T20:44:05.338199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWG'. [2025-12-02T20:44:05.338480] [INFO ] [FORECASTER] Starting predict_future for VTWG [2025-12-02T20:44:05.339254] [DEBUG] [LOCAL ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt [2025-12-02T20:44:05.339303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:05.339333] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:05.339359] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:05.339413] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:05.395246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:05.396015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:05.396097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:05.396130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:05.518797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:05.518952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:05.518994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:05.519021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:05.522437] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=47.00%) [2025-12-02T20:44:05.522722] [INFO ] [FORECASTER] Completed predict_future for VTWG [2025-12-02T20:44:05.522847] [INFO ] [sig ] VTWG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:05.666759] [INFO ] [LOCAL ] Saved forecast: VTWG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTWG.txt [2025-12-02T20:44:05.666915] [INFO ] [sig ] [3390/3544] Completed VTWG in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 51.6s [2025-12-02T20:44:05.666955] [INFO ] [sig ] [3391/3544] Forecasting VTWO... [2025-12-02T20:44:05.666986] [INFO ] [sig ] Generating forecast for: VTWO [2025-12-02T20:44:05.667023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'. [2025-12-02T20:44:05.677541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWO'. [2025-12-02T20:44:05.677871] [INFO ] [FORECASTER] Starting predict_future for VTWO [2025-12-02T20:44:05.678700] [DEBUG] [LOCAL ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt [2025-12-02T20:44:05.678759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:05.678792] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:05.678818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:05.678873] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:05.736217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:05.737094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:05.737178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:05.737210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:05.855506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:05.855674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:05.855716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:05.855744] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:05.859052] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=0.76%) [2025-12-02T20:44:05.859315] [INFO ] [FORECASTER] Completed predict_future for VTWO [2025-12-02T20:44:05.859438] [INFO ] [sig ] VTWO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:05.996317] [INFO ] [LOCAL ] Saved forecast: VTWO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VTWO.txt [2025-12-02T20:44:05.996446] [INFO ] [sig ] [3391/3544] Completed VTWO in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 51.3s [2025-12-02T20:44:05.996483] [INFO ] [sig ] [3392/3544] Forecasting VTYX... [2025-12-02T20:44:05.996511] [INFO ] [sig ] Generating forecast for: VTYX [2025-12-02T20:44:05.996540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'. [2025-12-02T20:44:06.006911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTYX'. [2025-12-02T20:44:06.007218] [INFO ] [FORECASTER] Starting predict_future for VTYX [2025-12-02T20:44:06.008062] [DEBUG] [LOCAL ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt [2025-12-02T20:44:06.008113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:06.008144] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:06.008170] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:06.008226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:06.065017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:06.065651] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:06.065730] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:06.065762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:06.188701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:06.188853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:06.188895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:06.188923] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:06.192321] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=79.98%) [2025-12-02T20:44:06.192603] [INFO ] [FORECASTER] Completed predict_future for VTYX [2025-12-02T20:44:06.192732] [INFO ] [sig ] VTYX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:06.331920] [INFO ] [LOCAL ] Saved forecast: VTYX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VTYX.txt [2025-12-02T20:44:06.332048] [INFO ] [sig ] [3392/3544] Completed VTYX in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 50.9s [2025-12-02T20:44:06.332085] [INFO ] [sig ] [3393/3544] Forecasting VUZI... [2025-12-02T20:44:06.332112] [INFO ] [sig ] Generating forecast for: VUZI [2025-12-02T20:44:06.332142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'. [2025-12-02T20:44:06.342506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VUZI'. [2025-12-02T20:44:06.342806] [INFO ] [FORECASTER] Starting predict_future for VUZI [2025-12-02T20:44:06.343554] [DEBUG] [LOCAL ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt [2025-12-02T20:44:06.343625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:06.343656] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:06.343682] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:06.343740] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:06.400604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:06.401241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:06.401317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:06.401349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:06.523684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:06.523835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:06.523877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:06.523905] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:06.527211] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=9.13%) [2025-12-02T20:44:06.527474] [INFO ] [FORECASTER] Completed predict_future for VUZI [2025-12-02T20:44:06.527615] [INFO ] [sig ] VUZI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:06.669074] [INFO ] [LOCAL ] Saved forecast: VUZI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VUZI.txt [2025-12-02T20:44:06.669217] [INFO ] [sig ] [3393/3544] Completed VUZI in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 50.6s [2025-12-02T20:44:06.669255] [INFO ] [sig ] [3394/3544] Forecasting VVOS... [2025-12-02T20:44:06.669284] [INFO ] [sig ] Generating forecast for: VVOS [2025-12-02T20:44:06.669313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'. [2025-12-02T20:44:06.679058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVOS'. [2025-12-02T20:44:06.679335] [INFO ] [FORECASTER] Starting predict_future for VVOS [2025-12-02T20:44:06.680115] [DEBUG] [LOCAL ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt [2025-12-02T20:44:06.680164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:06.680194] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:06.680219] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:06.680274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:06.735618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:06.736497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:06.736598] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:06.736632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:06.855691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:06.855867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:06.855908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:06.855953] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:06.859229] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=97.41%) [2025-12-02T20:44:06.859489] [INFO ] [FORECASTER] Completed predict_future for VVOS [2025-12-02T20:44:06.859624] [INFO ] [sig ] VVOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:06.997974] [INFO ] [LOCAL ] Saved forecast: VVOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VVOS.txt [2025-12-02T20:44:06.998124] [INFO ] [sig ] [3394/3544] Completed VVOS in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 50.3s [2025-12-02T20:44:06.998162] [INFO ] [sig ] [3395/3544] Forecasting VVX... [2025-12-02T20:44:06.998191] [INFO ] [sig ] Generating forecast for: VVX [2025-12-02T20:44:06.998220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-12-02T20:44:07.009230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVX'. [2025-12-02T20:44:07.009589] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-12-02T20:44:07.010372] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-12-02T20:44:07.010422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:07.010452] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:07.010478] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:07.010532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:07.067797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:07.068588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:07.068675] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:07.068707] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:07.192821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:07.192972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:07.193011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:07.193037] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:07.196287] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=8.98%) [2025-12-02T20:44:07.196546] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-12-02T20:44:07.196683] [INFO ] [sig ] VVX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:07.333031] [INFO ] [LOCAL ] Saved forecast: VVX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/VVX.txt [2025-12-02T20:44:07.333169] [INFO ] [sig ] [3395/3544] Completed VVX in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 49.9s [2025-12-02T20:44:07.333206] [INFO ] [sig ] [3396/3544] Forecasting VWOB... [2025-12-02T20:44:07.333233] [INFO ] [sig ] Generating forecast for: VWOB [2025-12-02T20:44:07.333262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'. [2025-12-02T20:44:07.344342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VWOB'. [2025-12-02T20:44:07.344704] [INFO ] [FORECASTER] Starting predict_future for VWOB [2025-12-02T20:44:07.345491] [DEBUG] [LOCAL ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt [2025-12-02T20:44:07.345539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:07.345570] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:07.345622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:07.345676] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:07.400391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:07.401114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:07.401230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:07.401261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:07.523281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:07.523439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:07.523480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:07.523507] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:07.526851] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-12-02T20:44:07.527109] [INFO ] [FORECASTER] Completed predict_future for VWOB [2025-12-02T20:44:07.527230] [INFO ] [sig ] VWOB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:07.662923] [INFO ] [LOCAL ] Saved forecast: VWOB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VWOB.txt [2025-12-02T20:44:07.663062] [INFO ] [sig ] [3396/3544] Completed VWOB in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 49.6s [2025-12-02T20:44:07.663098] [INFO ] [sig ] [3397/3544] Forecasting VXUS... [2025-12-02T20:44:07.663126] [INFO ] [sig ] Generating forecast for: VXUS [2025-12-02T20:44:07.663154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'. [2025-12-02T20:44:07.674084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VXUS'. [2025-12-02T20:44:07.674482] [INFO ] [FORECASTER] Starting predict_future for VXUS [2025-12-02T20:44:07.675351] [DEBUG] [LOCAL ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt [2025-12-02T20:44:07.675404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:07.675437] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:07.675463] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:07.675520] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:07.735394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:07.736139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:07.736227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:07.736272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:07.866209] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:07.866363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:07.866416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:07.866447] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:07.870003] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=93.60%) [2025-12-02T20:44:07.870283] [INFO ] [FORECASTER] Completed predict_future for VXUS [2025-12-02T20:44:07.870417] [INFO ] [sig ] VXUS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:08.013248] [INFO ] [LOCAL ] Saved forecast: VXUS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VXUS.txt [2025-12-02T20:44:08.013399] [INFO ] [sig ] [3397/3544] Completed VXUS in 0.4s | 2.98 sym/s | Total: 19.0m | ETA: 49.3s [2025-12-02T20:44:08.013444] [INFO ] [sig ] [3398/3544] Forecasting VYMI... [2025-12-02T20:44:08.013474] [INFO ] [sig ] Generating forecast for: VYMI [2025-12-02T20:44:08.013505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'. [2025-12-02T20:44:08.023984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYMI'. [2025-12-02T20:44:08.024304] [INFO ] [FORECASTER] Starting predict_future for VYMI [2025-12-02T20:44:08.025155] [DEBUG] [LOCAL ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt [2025-12-02T20:44:08.025208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:08.025258] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:08.025311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:08.025390] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:08.083764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:08.084548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:08.084650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:08.084684] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:08.203419] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:08.203591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:08.203636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:08.203669] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:08.207474] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=91.11%) [2025-12-02T20:44:08.207779] [INFO ] [FORECASTER] Completed predict_future for VYMI [2025-12-02T20:44:08.207940] [INFO ] [sig ] VYMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:08.348848] [INFO ] [LOCAL ] Saved forecast: VYMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VYMI.txt [2025-12-02T20:44:08.348990] [INFO ] [sig ] [3398/3544] Completed VYMI in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 48.9s [2025-12-02T20:44:08.349030] [INFO ] [sig ] [3399/3544] Forecasting VYX... [2025-12-02T20:44:08.349060] [INFO ] [sig ] Generating forecast for: VYX [2025-12-02T20:44:08.349092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-12-02T20:44:08.359823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYX'. [2025-12-02T20:44:08.360150] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-12-02T20:44:08.360968] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-12-02T20:44:08.361030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:08.361072] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:08.361101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:08.361158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:08.420223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:08.421153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:08.421240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:08.421273] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:08.549055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:08.549213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:08.549255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:08.549284] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:08.552655] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=87.31%) [2025-12-02T20:44:08.552928] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-12-02T20:44:08.553049] [INFO ] [sig ] VYX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:08.693641] [INFO ] [LOCAL ] Saved forecast: VYX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VYX.txt [2025-12-02T20:44:08.693802] [INFO ] [sig ] [3399/3544] Completed VYX in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 48.6s [2025-12-02T20:44:08.693842] [INFO ] [sig ] [3400/3544] Forecasting VZ... [2025-12-02T20:44:08.693871] [INFO ] [sig ] Generating forecast for: VZ [2025-12-02T20:44:08.693901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-12-02T20:44:08.703908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VZ'. [2025-12-02T20:44:08.704229] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-12-02T20:44:08.705040] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-12-02T20:44:08.705100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:08.705133] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:08.705159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:08.705214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:08.763332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:08.764152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:08.764231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:08.764262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:08.881210] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:08.881365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:08.881404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:08.881431] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:08.884666] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=85.26%) [2025-12-02T20:44:08.884928] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-12-02T20:44:08.885047] [INFO ] [sig ] VZ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:09.028907] [INFO ] [LOCAL ] Saved forecast: VZ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/VZ.txt [2025-12-02T20:44:09.029060] [INFO ] [sig ] [3400/3544] Completed VZ in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 48.3s [2025-12-02T20:44:09.029098] [INFO ] [sig ] [3401/3544] Forecasting WAB... [2025-12-02T20:44:09.029126] [INFO ] [sig ] Generating forecast for: WAB [2025-12-02T20:44:09.029156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-12-02T20:44:09.039898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAB'. [2025-12-02T20:44:09.040225] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-12-02T20:44:09.041068] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-12-02T20:44:09.041120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:09.041159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:09.041213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:09.041274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:09.096359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:09.097190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:09.097274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:09.097306] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:09.212655] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:09.212813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:09.212853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:09.212880] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:09.216093] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=66.48%) [2025-12-02T20:44:09.216352] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-12-02T20:44:09.216471] [INFO ] [sig ] WAB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:09.355833] [INFO ] [LOCAL ] Saved forecast: WAB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WAB.txt [2025-12-02T20:44:09.355985] [INFO ] [sig ] [3401/3544] Completed WAB in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 47.9s [2025-12-02T20:44:09.356021] [INFO ] [sig ] [3402/3544] Forecasting WABC... [2025-12-02T20:44:09.356049] [INFO ] [sig ] Generating forecast for: WABC [2025-12-02T20:44:09.356085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'. [2025-12-02T20:44:09.366241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WABC'. [2025-12-02T20:44:09.366601] [INFO ] [FORECASTER] Starting predict_future for WABC [2025-12-02T20:44:09.367366] [DEBUG] [LOCAL ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt [2025-12-02T20:44:09.367415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:09.367445] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:09.367471] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:09.367525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:09.421536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:09.422210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:09.422289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:09.422320] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:09.536619] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:09.536772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:09.536811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:09.536839] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:09.540091] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=98.53%) [2025-12-02T20:44:09.540347] [INFO ] [FORECASTER] Completed predict_future for WABC [2025-12-02T20:44:09.540463] [INFO ] [sig ] WABC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:09.675710] [INFO ] [LOCAL ] Saved forecast: WABC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WABC.txt [2025-12-02T20:44:09.675855] [INFO ] [sig ] [3402/3544] Completed WABC in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 47.6s [2025-12-02T20:44:09.675892] [INFO ] [sig ] [3403/3544] Forecasting WAFD... [2025-12-02T20:44:09.675920] [INFO ] [sig ] Generating forecast for: WAFD [2025-12-02T20:44:09.675950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'. [2025-12-02T20:44:09.686205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFD'. [2025-12-02T20:44:09.686608] [INFO ] [FORECASTER] Starting predict_future for WAFD [2025-12-02T20:44:09.687383] [DEBUG] [LOCAL ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt [2025-12-02T20:44:09.687433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:09.687493] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:09.687520] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:09.687593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:09.742180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:09.743025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:09.743105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:09.743139] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:09.862063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:09.862210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:09.862251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:09.862277] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:09.865622] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=77.14%) [2025-12-02T20:44:09.865883] [INFO ] [FORECASTER] Completed predict_future for WAFD [2025-12-02T20:44:09.866004] [INFO ] [sig ] WAFD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:10.002658] [INFO ] [LOCAL ] Saved forecast: WAFD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WAFD.txt [2025-12-02T20:44:10.002814] [INFO ] [sig ] [3403/3544] Completed WAFD in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 47.3s [2025-12-02T20:44:10.002854] [INFO ] [sig ] [3404/3544] Forecasting WAFDP... [2025-12-02T20:44:10.002884] [INFO ] [sig ] Generating forecast for: WAFDP [2025-12-02T20:44:10.002912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'. [2025-12-02T20:44:10.013598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'. [2025-12-02T20:44:10.014011] [INFO ] [FORECASTER] Starting predict_future for WAFDP [2025-12-02T20:44:10.014901] [DEBUG] [LOCAL ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt [2025-12-02T20:44:10.014953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:10.014985] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:10.015012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:10.015070] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:10.069419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:10.070284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:10.070368] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:10.070400] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:10.181300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:10.181463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:10.181504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:10.181531] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:10.184907] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=3.74%) [2025-12-02T20:44:10.185204] [INFO ] [FORECASTER] Completed predict_future for WAFDP [2025-12-02T20:44:10.185332] [INFO ] [sig ] WAFDP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:10.374995] [INFO ] [LOCAL ] Saved forecast: WAFDP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WAFDP.txt [2025-12-02T20:44:10.375135] [INFO ] [sig ] [3404/3544] Completed WAFDP in 0.4s | 2.98 sym/s | Total: 19.0m | ETA: 46.9s [2025-12-02T20:44:10.375173] [INFO ] [sig ] [3405/3544] Forecasting WAL... [2025-12-02T20:44:10.375202] [INFO ] [sig ] Generating forecast for: WAL [2025-12-02T20:44:10.375231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-12-02T20:44:10.385458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAL'. [2025-12-02T20:44:10.385792] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-12-02T20:44:10.386593] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-12-02T20:44:10.386645] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:10.386679] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:10.386711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:10.386767] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:10.440959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:10.441550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:10.441643] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:10.441674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:10.562008] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:10.562143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:10.562182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:10.562210] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:10.565423] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=7.34%) [2025-12-02T20:44:10.565715] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-12-02T20:44:10.565834] [INFO ] [sig ] WAL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:10.701709] [INFO ] [LOCAL ] Saved forecast: WAL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WAL.txt [2025-12-02T20:44:10.701839] [INFO ] [sig ] [3405/3544] Completed WAL in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 46.6s [2025-12-02T20:44:10.701876] [INFO ] [sig ] [3406/3544] Forecasting WALD... [2025-12-02T20:44:10.701905] [INFO ] [sig ] Generating forecast for: WALD [2025-12-02T20:44:10.701934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'. [2025-12-02T20:44:10.712110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WALD'. [2025-12-02T20:44:10.712411] [INFO ] [FORECASTER] Starting predict_future for WALD [2025-12-02T20:44:10.713268] [DEBUG] [LOCAL ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt [2025-12-02T20:44:10.713320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:10.713351] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:10.713377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:10.713432] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:10.770795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:10.771421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:10.771499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:10.771538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:10.886314] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:10.886447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:10.886484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:10.886555] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:10.889926] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=92.90%) [2025-12-02T20:44:10.890182] [INFO ] [FORECASTER] Completed predict_future for WALD [2025-12-02T20:44:10.890298] [INFO ] [sig ] WALD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:11.025976] [INFO ] [LOCAL ] Saved forecast: WALD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WALD.txt [2025-12-02T20:44:11.026102] [INFO ] [sig ] [3406/3544] Completed WALD in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 46.2s [2025-12-02T20:44:11.026138] [INFO ] [sig ] [3407/3544] Forecasting WASH... [2025-12-02T20:44:11.026168] [INFO ] [sig ] Generating forecast for: WASH [2025-12-02T20:44:11.026196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'. [2025-12-02T20:44:11.036295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WASH'. [2025-12-02T20:44:11.036590] [INFO ] [FORECASTER] Starting predict_future for WASH [2025-12-02T20:44:11.037416] [DEBUG] [LOCAL ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt [2025-12-02T20:44:11.037467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:11.037498] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:11.037526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:11.037612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:11.093833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:11.094468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:11.094547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:11.094596] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:11.213631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:11.213804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:11.213843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:11.213871] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:11.217558] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=13.50%) [2025-12-02T20:44:11.217846] [INFO ] [FORECASTER] Completed predict_future for WASH [2025-12-02T20:44:11.217978] [INFO ] [sig ] WASH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:11.353630] [INFO ] [LOCAL ] Saved forecast: WASH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WASH.txt [2025-12-02T20:44:11.353798] [INFO ] [sig ] [3407/3544] Completed WASH in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 45.9s [2025-12-02T20:44:11.353836] [INFO ] [sig ] [3408/3544] Forecasting WAVE... [2025-12-02T20:44:11.353865] [INFO ] [sig ] Generating forecast for: WAVE [2025-12-02T20:44:11.353895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'. [2025-12-02T20:44:11.364311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAVE'. [2025-12-02T20:44:11.364714] [INFO ] [FORECASTER] Starting predict_future for WAVE [2025-12-02T20:44:11.365497] [DEBUG] [LOCAL ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt [2025-12-02T20:44:11.365548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:11.365610] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:11.365640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:11.365698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:11.422843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:11.423689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:11.423770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:11.423802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:11.535318] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:11.535467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:11.535507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:11.535535] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:11.538903] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=87.48%) [2025-12-02T20:44:11.539192] [INFO ] [FORECASTER] Completed predict_future for WAVE [2025-12-02T20:44:11.539332] [INFO ] [sig ] WAVE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:11.677652] [INFO ] [LOCAL ] Saved forecast: WAVE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WAVE.txt [2025-12-02T20:44:11.677810] [INFO ] [sig ] [3408/3544] Completed WAVE in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 45.6s [2025-12-02T20:44:11.677850] [INFO ] [sig ] [3409/3544] Forecasting WAY... [2025-12-02T20:44:11.677879] [INFO ] [sig ] Generating forecast for: WAY [2025-12-02T20:44:11.677934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'. [2025-12-02T20:44:11.688364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAY'. [2025-12-02T20:44:11.688754] [INFO ] [FORECASTER] Starting predict_future for WAY [2025-12-02T20:44:11.689543] [DEBUG] [LOCAL ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt [2025-12-02T20:44:11.689630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:11.689682] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:11.689718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:11.689791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:11.747401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:11.748308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:11.748394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:11.748427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:11.880784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:11.880953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:11.880994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:11.881021] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:11.884526] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=5.15%) [2025-12-02T20:44:11.884868] [INFO ] [FORECASTER] Completed predict_future for WAY [2025-12-02T20:44:11.885006] [INFO ] [sig ] WAY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:12.023373] [INFO ] [LOCAL ] Saved forecast: WAY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WAY.txt [2025-12-02T20:44:12.023521] [INFO ] [sig ] [3409/3544] Completed WAY in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 45.2s [2025-12-02T20:44:12.023558] [INFO ] [sig ] [3410/3544] Forecasting WB... [2025-12-02T20:44:12.023608] [INFO ] [sig ] Generating forecast for: WB [2025-12-02T20:44:12.023638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'. [2025-12-02T20:44:12.034241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WB'. [2025-12-02T20:44:12.034555] [INFO ] [FORECASTER] Starting predict_future for WB [2025-12-02T20:44:12.035343] [DEBUG] [LOCAL ] No optimal features file found for WB: ./output/feature-sets/WB.txt [2025-12-02T20:44:12.035391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:12.035420] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:12.035445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:12.035499] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:12.091125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:12.091979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:12.092063] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:12.092095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:12.214581] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:12.214728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:12.214768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:12.214795] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:12.218048] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=84.06%) [2025-12-02T20:44:12.218306] [INFO ] [FORECASTER] Completed predict_future for WB [2025-12-02T20:44:12.218425] [INFO ] [sig ] WB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:12.354838] [INFO ] [LOCAL ] Saved forecast: WB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WB.txt [2025-12-02T20:44:12.354985] [INFO ] [sig ] [3410/3544] Completed WB in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 44.9s [2025-12-02T20:44:12.355022] [INFO ] [sig ] [3411/3544] Forecasting WBD... [2025-12-02T20:44:12.355050] [INFO ] [sig ] Generating forecast for: WBD [2025-12-02T20:44:12.355079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'. [2025-12-02T20:44:12.365318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBD'. [2025-12-02T20:44:12.365636] [INFO ] [FORECASTER] Starting predict_future for WBD [2025-12-02T20:44:12.366386] [DEBUG] [LOCAL ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt [2025-12-02T20:44:12.366435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:12.366475] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:12.366502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:12.366556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:12.421628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:12.422302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:12.422377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:12.422407] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:12.546691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:12.546839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:12.546878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:12.546905] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:12.550212] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=36.80%) [2025-12-02T20:44:12.550477] [INFO ] [FORECASTER] Completed predict_future for WBD [2025-12-02T20:44:12.550612] [INFO ] [sig ] WBD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:12.686655] [INFO ] [LOCAL ] Saved forecast: WBD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WBD.txt [2025-12-02T20:44:12.686768] [INFO ] [sig ] [3411/3544] Completed WBD in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 44.6s [2025-12-02T20:44:12.686803] [INFO ] [sig ] [3412/3544] Forecasting WBS... [2025-12-02T20:44:12.686831] [INFO ] [sig ] Generating forecast for: WBS [2025-12-02T20:44:12.686859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-12-02T20:44:12.696619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBS'. [2025-12-02T20:44:12.696888] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-12-02T20:44:12.697655] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-12-02T20:44:12.697703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:12.697732] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:12.697757] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:12.697812] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:12.752392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:12.752989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:12.753062] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:12.753092] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:12.874130] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:12.874280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:12.874342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:12.874384] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:12.877992] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=50.77%) [2025-12-02T20:44:12.878312] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-12-02T20:44:12.878441] [INFO ] [sig ] WBS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:13.016683] [INFO ] [LOCAL ] Saved forecast: WBS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WBS.txt [2025-12-02T20:44:13.016833] [INFO ] [sig ] [3412/3544] Completed WBS in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 44.2s [2025-12-02T20:44:13.016870] [INFO ] [sig ] [3413/3544] Forecasting WBTN... [2025-12-02T20:44:13.016900] [INFO ] [sig ] Generating forecast for: WBTN [2025-12-02T20:44:13.016928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'. [2025-12-02T20:44:13.027659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBTN'. [2025-12-02T20:44:13.028269] [INFO ] [FORECASTER] Starting predict_future for WBTN [2025-12-02T20:44:13.029090] [DEBUG] [LOCAL ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt [2025-12-02T20:44:13.029140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:13.029171] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:13.029198] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:13.029255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:13.084451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:13.085451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:13.085568] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:13.085620] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:13.210451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:13.210626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:13.210671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:13.210698] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:13.214100] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=25.69%) [2025-12-02T20:44:13.214370] [INFO ] [FORECASTER] Completed predict_future for WBTN [2025-12-02T20:44:13.214494] [INFO ] [sig ] WBTN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:13.353242] [INFO ] [LOCAL ] Saved forecast: WBTN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WBTN.txt [2025-12-02T20:44:13.353372] [INFO ] [sig ] [3413/3544] Completed WBTN in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 43.9s [2025-12-02T20:44:13.353408] [INFO ] [sig ] [3414/3544] Forecasting WBX... [2025-12-02T20:44:13.353437] [INFO ] [sig ] Generating forecast for: WBX [2025-12-02T20:44:13.353466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-12-02T20:44:13.364109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBX'. [2025-12-02T20:44:13.364452] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-12-02T20:44:13.365259] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-12-02T20:44:13.365307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:13.365337] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:13.365362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:13.365415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:13.420126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:13.421002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:13.421090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:13.421121] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:13.540886] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:13.541033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:13.541073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:13.541100] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:13.544393] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=94.04%) [2025-12-02T20:44:13.544672] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-12-02T20:44:13.544792] [INFO ] [sig ] WBX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:13.681427] [INFO ] [LOCAL ] Saved forecast: WBX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WBX.txt [2025-12-02T20:44:13.681559] [INFO ] [sig ] [3414/3544] Completed WBX in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 43.6s [2025-12-02T20:44:13.681621] [INFO ] [sig ] [3415/3544] Forecasting WCC... [2025-12-02T20:44:13.681652] [INFO ] [sig ] Generating forecast for: WCC [2025-12-02T20:44:13.681681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-12-02T20:44:13.692699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCC'. [2025-12-02T20:44:13.693063] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-12-02T20:44:13.693896] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-12-02T20:44:13.693945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:13.693977] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:13.694003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:13.694057] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:13.750305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:13.751020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:13.751107] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:13.751138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:13.878647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:13.878804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:13.878850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:13.878885] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:13.882286] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-12-02T20:44:13.882550] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-12-02T20:44:13.882691] [INFO ] [sig ] WCC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:14.020094] [INFO ] [LOCAL ] Saved forecast: WCC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WCC.txt [2025-12-02T20:44:14.020254] [INFO ] [sig ] [3415/3544] Completed WCC in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 43.2s [2025-12-02T20:44:14.020292] [INFO ] [sig ] [3416/3544] Forecasting WCLD... [2025-12-02T20:44:14.020320] [INFO ] [sig ] Generating forecast for: WCLD [2025-12-02T20:44:14.020348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'. [2025-12-02T20:44:14.030984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCLD'. [2025-12-02T20:44:14.031298] [INFO ] [FORECASTER] Starting predict_future for WCLD [2025-12-02T20:44:14.032095] [DEBUG] [LOCAL ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt [2025-12-02T20:44:14.032143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:14.032174] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:14.032199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:14.032252] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:14.086347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:14.086937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:14.087012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:14.087042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:14.212520] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:14.212685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:14.212725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:14.212753] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:14.216192] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=85.29%) [2025-12-02T20:44:14.216510] [INFO ] [FORECASTER] Completed predict_future for WCLD [2025-12-02T20:44:14.216681] [INFO ] [sig ] WCLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:14.366717] [INFO ] [LOCAL ] Saved forecast: WCLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WCLD.txt [2025-12-02T20:44:14.366870] [INFO ] [sig ] [3416/3544] Completed WCLD in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 42.9s [2025-12-02T20:44:14.366908] [INFO ] [sig ] [3417/3544] Forecasting WD... [2025-12-02T20:44:14.366936] [INFO ] [sig ] Generating forecast for: WD [2025-12-02T20:44:14.366965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-12-02T20:44:14.378069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WD'. [2025-12-02T20:44:14.378373] [INFO ] [FORECASTER] Starting predict_future for WD [2025-12-02T20:44:14.379145] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-12-02T20:44:14.379194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:14.379225] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:14.379251] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:14.379305] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:14.437619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:14.438262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:14.438337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:14.438369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:14.563436] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:14.563600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:14.563644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:14.563672] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:14.567017] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=33.71%) [2025-12-02T20:44:14.567312] [INFO ] [FORECASTER] Completed predict_future for WD [2025-12-02T20:44:14.567455] [INFO ] [sig ] WD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:14.711246] [INFO ] [LOCAL ] Saved forecast: WD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WD.txt [2025-12-02T20:44:14.711378] [INFO ] [sig ] [3417/3544] Completed WD in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 42.6s [2025-12-02T20:44:14.711415] [INFO ] [sig ] [3418/3544] Forecasting WDAY... [2025-12-02T20:44:14.711443] [INFO ] [sig ] Generating forecast for: WDAY [2025-12-02T20:44:14.711472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'. [2025-12-02T20:44:14.721910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDAY'. [2025-12-02T20:44:14.722170] [INFO ] [FORECASTER] Starting predict_future for WDAY [2025-12-02T20:44:14.722936] [DEBUG] [LOCAL ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt [2025-12-02T20:44:14.722984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:14.723013] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:14.723038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:14.723092] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:14.780216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:14.780929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:14.781005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:14.781037] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:14.904658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:14.904804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:14.904847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:14.904890] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:14.908231] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=78.57%) [2025-12-02T20:44:14.908566] [INFO ] [FORECASTER] Completed predict_future for WDAY [2025-12-02T20:44:14.908715] [INFO ] [sig ] WDAY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:15.047623] [INFO ] [LOCAL ] Saved forecast: WDAY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WDAY.txt [2025-12-02T20:44:15.047783] [INFO ] [sig ] [3418/3544] Completed WDAY in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 42.2s [2025-12-02T20:44:15.047820] [INFO ] [sig ] [3419/3544] Forecasting WDC... [2025-12-02T20:44:15.047848] [INFO ] [sig ] Generating forecast for: WDC [2025-12-02T20:44:15.047876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'. [2025-12-02T20:44:15.059027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDC'. [2025-12-02T20:44:15.059400] [INFO ] [FORECASTER] Starting predict_future for WDC [2025-12-02T20:44:15.060201] [DEBUG] [LOCAL ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt [2025-12-02T20:44:15.060251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:15.060281] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:15.060306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:15.060360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:15.117924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:15.118726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:15.118807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:15.118838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:15.246044] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:15.246192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:15.246231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:15.246261] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:15.249674] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=91.31%) [2025-12-02T20:44:15.249937] [INFO ] [FORECASTER] Completed predict_future for WDC [2025-12-02T20:44:15.250057] [INFO ] [sig ] WDC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:15.393124] [INFO ] [LOCAL ] Saved forecast: WDC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WDC.txt [2025-12-02T20:44:15.393270] [INFO ] [sig ] [3419/3544] Completed WDC in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 41.9s [2025-12-02T20:44:15.393306] [INFO ] [sig ] [3420/3544] Forecasting WDFC... [2025-12-02T20:44:15.393335] [INFO ] [sig ] Generating forecast for: WDFC [2025-12-02T20:44:15.393365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'. [2025-12-02T20:44:15.407701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDFC'. [2025-12-02T20:44:15.408231] [INFO ] [FORECASTER] Starting predict_future for WDFC [2025-12-02T20:44:15.409107] [DEBUG] [LOCAL ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt [2025-12-02T20:44:15.409161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:15.409220] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:15.409247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:15.409301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:15.466636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:15.467385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:15.467465] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:15.467510] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:15.586990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:15.587135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:15.587174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:15.587200] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:15.590424] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=28.93%) [2025-12-02T20:44:15.590699] [INFO ] [FORECASTER] Completed predict_future for WDFC [2025-12-02T20:44:15.590814] [INFO ] [sig ] WDFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:15.726476] [INFO ] [LOCAL ] Saved forecast: WDFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WDFC.txt [2025-12-02T20:44:15.726607] [INFO ] [sig ] [3420/3544] Completed WDFC in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 41.6s [2025-12-02T20:44:15.726645] [INFO ] [sig ] [3421/3544] Forecasting WDH... [2025-12-02T20:44:15.726674] [INFO ] [sig ] Generating forecast for: WDH [2025-12-02T20:44:15.726702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-12-02T20:44:15.736610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDH'. [2025-12-02T20:44:15.736883] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-12-02T20:44:15.737651] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-12-02T20:44:15.737699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:15.737729] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:15.737755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:15.737810] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:15.792231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:15.792836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:15.792911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:15.792940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:15.908731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:15.908864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:15.908903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:15.908930] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:15.912186] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=56.85%) [2025-12-02T20:44:15.912442] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-12-02T20:44:15.912560] [INFO ] [sig ] WDH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:16.048558] [INFO ] [LOCAL ] Saved forecast: WDH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WDH.txt [2025-12-02T20:44:16.048698] [INFO ] [sig ] [3421/3544] Completed WDH in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 41.2s [2025-12-02T20:44:16.048734] [INFO ] [sig ] [3422/3544] Forecasting WDI... [2025-12-02T20:44:16.048760] [INFO ] [sig ] Generating forecast for: WDI [2025-12-02T20:44:16.048788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-12-02T20:44:16.058807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDI'. [2025-12-02T20:44:16.059083] [INFO ] [FORECASTER] Starting predict_future for WDI [2025-12-02T20:44:16.059862] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-12-02T20:44:16.059921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:16.059957] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:16.059993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:16.060048] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:16.115678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:16.116276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:16.116350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:16.116380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:16.233723] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:16.233876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:16.233916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:16.233943] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:16.237150] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=11.93%) [2025-12-02T20:44:16.237403] [INFO ] [FORECASTER] Completed predict_future for WDI [2025-12-02T20:44:16.237518] [INFO ] [sig ] WDI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:16.374638] [INFO ] [LOCAL ] Saved forecast: WDI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WDI.txt [2025-12-02T20:44:16.374784] [INFO ] [sig ] [3422/3544] Completed WDI in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 40.9s [2025-12-02T20:44:16.374822] [INFO ] [sig ] [3423/3544] Forecasting WDS... [2025-12-02T20:44:16.374850] [INFO ] [sig ] Generating forecast for: WDS [2025-12-02T20:44:16.374879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-12-02T20:44:16.384646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDS'. [2025-12-02T20:44:16.384910] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-12-02T20:44:16.385698] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-12-02T20:44:16.385746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:16.385775] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:16.385805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:16.385871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:16.441343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:16.441986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:16.442063] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:16.442095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:16.561606] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:16.561752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:16.561795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:16.561856] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:16.565239] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=56.47%) [2025-12-02T20:44:16.565518] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-12-02T20:44:16.565664] [INFO ] [sig ] WDS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:16.708157] [INFO ] [LOCAL ] Saved forecast: WDS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WDS.txt [2025-12-02T20:44:16.708282] [INFO ] [sig ] [3423/3544] Completed WDS in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 40.5s [2025-12-02T20:44:16.708319] [INFO ] [sig ] [3424/3544] Forecasting WEA... [2025-12-02T20:44:16.708348] [INFO ] [sig ] Generating forecast for: WEA [2025-12-02T20:44:16.708375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-12-02T20:44:16.718416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEA'. [2025-12-02T20:44:16.718725] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-12-02T20:44:16.719553] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-12-02T20:44:16.719624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:16.719658] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:16.719684] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:16.719740] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:16.775931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:16.776539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:16.776632] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:16.776664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:16.886625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:16.886776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:16.886817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:16.886846] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:16.890261] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=33.64%) [2025-12-02T20:44:16.890532] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-12-02T20:44:16.890704] [INFO ] [sig ] WEA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:17.029954] [INFO ] [LOCAL ] Saved forecast: WEA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WEA.txt [2025-12-02T20:44:17.030098] [INFO ] [sig ] [3424/3544] Completed WEA in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 40.2s [2025-12-02T20:44:17.030136] [INFO ] [sig ] [3425/3544] Forecasting WEC... [2025-12-02T20:44:17.030166] [INFO ] [sig ] Generating forecast for: WEC [2025-12-02T20:44:17.030194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-12-02T20:44:17.041165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEC'. [2025-12-02T20:44:17.041501] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-12-02T20:44:17.042291] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-12-02T20:44:17.042342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:17.042373] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:17.042400] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:17.042455] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:17.100741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:17.101645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:17.101731] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:17.101765] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:17.227835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:17.228014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:17.228058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:17.228088] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:17.231419] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=0.35%) [2025-12-02T20:44:17.231710] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-12-02T20:44:17.231837] [INFO ] [sig ] WEC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:17.371980] [INFO ] [LOCAL ] Saved forecast: WEC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WEC.txt [2025-12-02T20:44:17.372123] [INFO ] [sig ] [3425/3544] Completed WEC in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 39.9s [2025-12-02T20:44:17.372160] [INFO ] [sig ] [3426/3544] Forecasting WEN... [2025-12-02T20:44:17.372190] [INFO ] [sig ] Generating forecast for: WEN [2025-12-02T20:44:17.372225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'. [2025-12-02T20:44:17.383484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEN'. [2025-12-02T20:44:17.383866] [INFO ] [FORECASTER] Starting predict_future for WEN [2025-12-02T20:44:17.384692] [DEBUG] [LOCAL ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt [2025-12-02T20:44:17.384741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:17.384788] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:17.384816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:17.384869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:17.441466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:17.442175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:17.442255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:17.442288] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:17.561788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:17.561950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:17.561992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:17.562019] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:17.565405] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=41.85%) [2025-12-02T20:44:17.565695] [INFO ] [FORECASTER] Completed predict_future for WEN [2025-12-02T20:44:17.565816] [INFO ] [sig ] WEN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:17.701247] [INFO ] [LOCAL ] Saved forecast: WEN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WEN.txt [2025-12-02T20:44:17.701380] [INFO ] [sig ] [3426/3544] Completed WEN in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 39.5s [2025-12-02T20:44:17.701417] [INFO ] [sig ] [3427/3544] Forecasting WERN... [2025-12-02T20:44:17.701445] [INFO ] [sig ] Generating forecast for: WERN [2025-12-02T20:44:17.701475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'. [2025-12-02T20:44:17.711811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WERN'. [2025-12-02T20:44:17.712120] [INFO ] [FORECASTER] Starting predict_future for WERN [2025-12-02T20:44:17.712922] [DEBUG] [LOCAL ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt [2025-12-02T20:44:17.712971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:17.713002] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:17.713028] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:17.713082] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:17.767559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:17.768372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:17.768476] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:17.768526] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:17.887343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:17.887491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:17.887533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:17.887562] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:17.890941] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=11.39%) [2025-12-02T20:44:17.891213] [INFO ] [FORECASTER] Completed predict_future for WERN [2025-12-02T20:44:17.891338] [INFO ] [sig ] WERN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:18.037481] [INFO ] [LOCAL ] Saved forecast: WERN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WERN.txt [2025-12-02T20:44:18.037641] [INFO ] [sig ] [3427/3544] Completed WERN in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 39.2s [2025-12-02T20:44:18.037682] [INFO ] [sig ] [3428/3544] Forecasting WES... [2025-12-02T20:44:18.037720] [INFO ] [sig ] Generating forecast for: WES [2025-12-02T20:44:18.037759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-12-02T20:44:18.049529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WES'. [2025-12-02T20:44:18.050078] [INFO ] [FORECASTER] Starting predict_future for WES [2025-12-02T20:44:18.051054] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-12-02T20:44:18.051104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:18.051135] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:18.051161] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:18.051217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:18.109977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:18.110916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:18.111008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:18.111042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:18.235765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:18.235918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:18.235960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:18.235988] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:18.239723] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=76.34%) [2025-12-02T20:44:18.240018] [INFO ] [FORECASTER] Completed predict_future for WES [2025-12-02T20:44:18.240146] [INFO ] [sig ] WES: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:18.399611] [INFO ] [LOCAL ] Saved forecast: WES 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WES.txt [2025-12-02T20:44:18.399782] [INFO ] [sig ] [3428/3544] Completed WES in 0.4s | 2.98 sym/s | Total: 19.1m | ETA: 38.9s [2025-12-02T20:44:18.399823] [INFO ] [sig ] [3429/3544] Forecasting WEX... [2025-12-02T20:44:18.399852] [INFO ] [sig ] Generating forecast for: WEX [2025-12-02T20:44:18.399880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-12-02T20:44:18.412769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEX'. [2025-12-02T20:44:18.413188] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-12-02T20:44:18.414068] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-12-02T20:44:18.414121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:18.414152] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:18.414178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:18.414234] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:18.476548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:18.477450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:18.477538] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:18.477569] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:18.612816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:18.612973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:18.613014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:18.613043] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:18.616466] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=24.09%) [2025-12-02T20:44:18.616846] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-12-02T20:44:18.617008] [INFO ] [sig ] WEX: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:18.768904] [INFO ] [LOCAL ] Saved forecast: WEX 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WEX.txt [2025-12-02T20:44:18.769082] [INFO ] [sig ] [3429/3544] Completed WEX in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 38.5s [2025-12-02T20:44:18.769121] [INFO ] [sig ] [3430/3544] Forecasting WEYS... [2025-12-02T20:44:18.769150] [INFO ] [sig ] Generating forecast for: WEYS [2025-12-02T20:44:18.769179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'. [2025-12-02T20:44:18.780369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEYS'. [2025-12-02T20:44:18.780787] [INFO ] [FORECASTER] Starting predict_future for WEYS [2025-12-02T20:44:18.781633] [DEBUG] [LOCAL ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt [2025-12-02T20:44:18.781685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:18.781718] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:18.781746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:18.781802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:18.840093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:18.841050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:18.841175] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:18.841209] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:18.984981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:18.985161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:18.985224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:18.985275] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:18.990124] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=85.96%) [2025-12-02T20:44:18.990515] [INFO ] [FORECASTER] Completed predict_future for WEYS [2025-12-02T20:44:18.990713] [INFO ] [sig ] WEYS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:19.200063] [INFO ] [LOCAL ] Saved forecast: WEYS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WEYS.txt [2025-12-02T20:44:19.200257] [INFO ] [sig ] [3430/3544] Completed WEYS in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 38.2s [2025-12-02T20:44:19.200307] [INFO ] [sig ] [3431/3544] Forecasting WF... [2025-12-02T20:44:19.200347] [INFO ] [sig ] Generating forecast for: WF [2025-12-02T20:44:19.200393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-12-02T20:44:19.214537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WF'. [2025-12-02T20:44:19.215040] [INFO ] [FORECASTER] Starting predict_future for WF [2025-12-02T20:44:19.216172] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-12-02T20:44:19.216240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:19.216286] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:19.216327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:19.216407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:19.281058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:19.282134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:19.282254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:19.282296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:19.421326] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:19.421497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:19.421540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:19.421567] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:19.424861] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=88.31%) [2025-12-02T20:44:19.425131] [INFO ] [FORECASTER] Completed predict_future for WF [2025-12-02T20:44:19.425254] [INFO ] [sig ] WF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:19.575962] [INFO ] [LOCAL ] Saved forecast: WF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WF.txt [2025-12-02T20:44:19.576113] [INFO ] [sig ] [3431/3544] Completed WF in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 37.9s [2025-12-02T20:44:19.576151] [INFO ] [sig ] [3432/3544] Forecasting WFC... [2025-12-02T20:44:19.576181] [INFO ] [sig ] Generating forecast for: WFC [2025-12-02T20:44:19.576209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-12-02T20:44:19.586911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFC'. [2025-12-02T20:44:19.587242] [INFO ] [FORECASTER] Starting predict_future for WFC [2025-12-02T20:44:19.588157] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-12-02T20:44:19.588209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:19.588241] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:19.588267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:19.588323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:19.648767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:19.649732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:19.649820] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:19.649852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:19.783586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:19.783742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:19.783785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:19.783813] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:19.787379] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=46.99%) [2025-12-02T20:44:19.787751] [INFO ] [FORECASTER] Completed predict_future for WFC [2025-12-02T20:44:19.787926] [INFO ] [sig ] WFC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:19.928814] [INFO ] [LOCAL ] Saved forecast: WFC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WFC.txt [2025-12-02T20:44:19.928956] [INFO ] [sig ] [3432/3544] Completed WFC in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 37.5s [2025-12-02T20:44:19.928994] [INFO ] [sig ] [3433/3544] Forecasting WFG... [2025-12-02T20:44:19.929025] [INFO ] [sig ] Generating forecast for: WFG [2025-12-02T20:44:19.929055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-12-02T20:44:19.939278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFG'. [2025-12-02T20:44:19.939635] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-12-02T20:44:19.940424] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-12-02T20:44:19.940474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:19.940507] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:19.940532] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:19.940607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:19.996655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:19.997456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:19.997537] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:19.997588] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:20.135749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:20.135926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:20.135981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:20.136013] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:20.139520] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=38.39%) [2025-12-02T20:44:20.139821] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-12-02T20:44:20.139946] [INFO ] [sig ] WFG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:20.276272] [INFO ] [LOCAL ] Saved forecast: WFG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WFG.txt [2025-12-02T20:44:20.276436] [INFO ] [sig ] [3433/3544] Completed WFG in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 37.2s [2025-12-02T20:44:20.276475] [INFO ] [sig ] [3434/3544] Forecasting WFRD... [2025-12-02T20:44:20.276504] [INFO ] [sig ] Generating forecast for: WFRD [2025-12-02T20:44:20.276533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'. [2025-12-02T20:44:20.319293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFRD'. [2025-12-02T20:44:20.319620] [INFO ] [FORECASTER] Starting predict_future for WFRD [2025-12-02T20:44:20.320389] [DEBUG] [LOCAL ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt [2025-12-02T20:44:20.320438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:20.320469] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:20.320494] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:20.320548] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:20.376127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:20.376855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:20.376934] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:20.376972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:20.499803] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:20.499978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:20.500030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:20.500068] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:20.505394] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=71.11%) [2025-12-02T20:44:20.505842] [INFO ] [FORECASTER] Completed predict_future for WFRD [2025-12-02T20:44:20.506026] [INFO ] [sig ] WFRD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:20.648913] [INFO ] [LOCAL ] Saved forecast: WFRD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WFRD.txt [2025-12-02T20:44:20.649071] [INFO ] [sig ] [3434/3544] Completed WFRD in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 36.9s [2025-12-02T20:44:20.649109] [INFO ] [sig ] [3435/3544] Forecasting WGMI... [2025-12-02T20:44:20.649139] [INFO ] [sig ] Generating forecast for: WGMI [2025-12-02T20:44:20.649169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'. [2025-12-02T20:44:20.661858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGMI'. [2025-12-02T20:44:20.662387] [INFO ] [FORECASTER] Starting predict_future for WGMI [2025-12-02T20:44:20.663364] [DEBUG] [LOCAL ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt [2025-12-02T20:44:20.663417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:20.663479] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:20.663508] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:20.663566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:20.721121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:20.722305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:20.722412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:20.722446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:20.849800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:20.849995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:20.850039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:20.850066] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:20.853711] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=85.63%) [2025-12-02T20:44:20.854041] [INFO ] [FORECASTER] Completed predict_future for WGMI [2025-12-02T20:44:20.854209] [INFO ] [sig ] WGMI: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:21.005057] [INFO ] [LOCAL ] Saved forecast: WGMI 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WGMI.txt [2025-12-02T20:44:21.005215] [INFO ] [sig ] [3435/3544] Completed WGMI in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 36.5s [2025-12-02T20:44:21.005253] [INFO ] [sig ] [3436/3544] Forecasting WGO... [2025-12-02T20:44:21.005282] [INFO ] [sig ] Generating forecast for: WGO [2025-12-02T20:44:21.005309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-12-02T20:44:21.015606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGO'. [2025-12-02T20:44:21.015901] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-12-02T20:44:21.016679] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-12-02T20:44:21.016727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:21.016758] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:21.016783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:21.016837] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:21.071486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:21.072350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:21.072433] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:21.072464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:21.189373] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:21.189527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:21.189566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:21.189615] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:21.192868] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=36.23%) [2025-12-02T20:44:21.193128] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-12-02T20:44:21.193247] [INFO ] [sig ] WGO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:21.330102] [INFO ] [LOCAL ] Saved forecast: WGO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WGO.txt [2025-12-02T20:44:21.330253] [INFO ] [sig ] [3436/3544] Completed WGO in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 36.2s [2025-12-02T20:44:21.330290] [INFO ] [sig ] [3437/3544] Forecasting WGS... [2025-12-02T20:44:21.330319] [INFO ] [sig ] Generating forecast for: WGS [2025-12-02T20:44:21.330347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'. [2025-12-02T20:44:21.340608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGS'. [2025-12-02T20:44:21.340956] [INFO ] [FORECASTER] Starting predict_future for WGS [2025-12-02T20:44:21.341767] [DEBUG] [LOCAL ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt [2025-12-02T20:44:21.341816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:21.341876] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:21.341907] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:21.342017] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:21.398708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:21.399447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:21.399528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:21.399561] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:21.524492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:21.524665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:21.524707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:21.524735] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:21.528145] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=5.39%) [2025-12-02T20:44:21.528420] [INFO ] [FORECASTER] Completed predict_future for WGS [2025-12-02T20:44:21.528546] [INFO ] [sig ] WGS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:21.678624] [INFO ] [LOCAL ] Saved forecast: WGS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WGS.txt [2025-12-02T20:44:21.678772] [INFO ] [sig ] [3437/3544] Completed WGS in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 35.9s [2025-12-02T20:44:21.678813] [INFO ] [sig ] [3438/3544] Forecasting WH... [2025-12-02T20:44:21.678844] [INFO ] [sig ] Generating forecast for: WH [2025-12-02T20:44:21.678873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-12-02T20:44:21.692764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WH'. [2025-12-02T20:44:21.693192] [INFO ] [FORECASTER] Starting predict_future for WH [2025-12-02T20:44:21.694292] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-12-02T20:44:21.694359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:21.694410] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:21.694457] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:21.694548] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:21.764250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:21.765442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:21.765537] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:21.765598] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:21.900303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:21.900454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:21.900497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:21.900526] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:21.903873] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=74.48%) [2025-12-02T20:44:21.904157] [INFO ] [FORECASTER] Completed predict_future for WH [2025-12-02T20:44:21.904280] [INFO ] [sig ] WH: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:22.051422] [INFO ] [LOCAL ] Saved forecast: WH 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WH.txt [2025-12-02T20:44:22.051593] [INFO ] [sig ] [3438/3544] Completed WH in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 35.5s [2025-12-02T20:44:22.051634] [INFO ] [sig ] [3439/3544] Forecasting WHD... [2025-12-02T20:44:22.051670] [INFO ] [sig ] Generating forecast for: WHD [2025-12-02T20:44:22.051701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-12-02T20:44:22.061815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHD'. [2025-12-02T20:44:22.062161] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-12-02T20:44:22.062965] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-12-02T20:44:22.063014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:22.063046] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:22.063071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:22.063125] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:22.119631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:22.120440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:22.120519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:22.120549] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:22.242496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:22.242671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:22.242712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:22.242739] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:22.246042] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=14.42%) [2025-12-02T20:44:22.246344] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-12-02T20:44:22.246471] [INFO ] [sig ] WHD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:22.400756] [INFO ] [LOCAL ] Saved forecast: WHD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WHD.txt [2025-12-02T20:44:22.400908] [INFO ] [sig ] [3439/3544] Completed WHD in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 35.2s [2025-12-02T20:44:22.400945] [INFO ] [sig ] [3440/3544] Forecasting WHF... [2025-12-02T20:44:22.400975] [INFO ] [sig ] Generating forecast for: WHF [2025-12-02T20:44:22.401006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'. [2025-12-02T20:44:22.410728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHF'. [2025-12-02T20:44:22.411044] [INFO ] [FORECASTER] Starting predict_future for WHF [2025-12-02T20:44:22.411888] [DEBUG] [LOCAL ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt [2025-12-02T20:44:22.411938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:22.411970] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:22.411996] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:22.412052] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:22.469845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:22.470509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:22.470606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:22.470641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:22.590594] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:22.590725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:22.590763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:22.590790] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:22.594190] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=15.59%) [2025-12-02T20:44:22.594446] [INFO ] [FORECASTER] Completed predict_future for WHF [2025-12-02T20:44:22.594561] [INFO ] [sig ] WHF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:22.734708] [INFO ] [LOCAL ] Saved forecast: WHF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WHF.txt [2025-12-02T20:44:22.734845] [INFO ] [sig ] [3440/3544] Completed WHF in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 34.9s [2025-12-02T20:44:22.734882] [INFO ] [sig ] [3441/3544] Forecasting WHG... [2025-12-02T20:44:22.734910] [INFO ] [sig ] Generating forecast for: WHG [2025-12-02T20:44:22.734941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-12-02T20:44:22.745282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHG'. [2025-12-02T20:44:22.745670] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-12-02T20:44:22.746458] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-12-02T20:44:22.746505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:22.746536] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:22.746562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:22.746659] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:22.803092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:22.803857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:22.803935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:22.803966] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:22.905315] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:22.905461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:22.905501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:22.905528] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:22.908776] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=48.70%) [2025-12-02T20:44:22.909041] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-12-02T20:44:22.909160] [INFO ] [sig ] WHG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:23.046664] [INFO ] [LOCAL ] Saved forecast: WHG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WHG.txt [2025-12-02T20:44:23.046795] [INFO ] [sig ] [3441/3544] Completed WHG in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 34.5s [2025-12-02T20:44:23.046832] [INFO ] [sig ] [3442/3544] Forecasting WIA... [2025-12-02T20:44:23.046860] [INFO ] [sig ] Generating forecast for: WIA [2025-12-02T20:44:23.046889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-12-02T20:44:23.056753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIA'. [2025-12-02T20:44:23.057048] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-12-02T20:44:23.057858] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-12-02T20:44:23.057931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:23.057972] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:23.058000] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:23.058056] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:23.113511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:23.114170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:23.114247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:23.114279] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:23.225038] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:23.225181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:23.225221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:23.225264] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:23.228521] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=35.70%) [2025-12-02T20:44:23.228794] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-12-02T20:44:23.228912] [INFO ] [sig ] WIA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:23.367249] [INFO ] [LOCAL ] Saved forecast: WIA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WIA.txt [2025-12-02T20:44:23.367372] [INFO ] [sig ] [3442/3544] Completed WIA in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 34.2s [2025-12-02T20:44:23.367408] [INFO ] [sig ] [3443/3544] Forecasting WIMI... [2025-12-02T20:44:23.367437] [INFO ] [sig ] Generating forecast for: WIMI [2025-12-02T20:44:23.367465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'. [2025-12-02T20:44:23.377380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIMI'. [2025-12-02T20:44:23.377662] [INFO ] [FORECASTER] Starting predict_future for WIMI [2025-12-02T20:44:23.378462] [DEBUG] [LOCAL ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt [2025-12-02T20:44:23.378510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:23.378540] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:23.378564] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:23.378646] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:23.436894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:23.437570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:23.437660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:23.437691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:23.556567] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:23.556722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:23.556760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:23.556787] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:23.560030] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=31.58%) [2025-12-02T20:44:23.560305] [INFO ] [FORECASTER] Completed predict_future for WIMI [2025-12-02T20:44:23.560419] [INFO ] [sig ] WIMI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:23.702347] [INFO ] [LOCAL ] Saved forecast: WIMI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WIMI.txt [2025-12-02T20:44:23.702478] [INFO ] [sig ] [3443/3544] Completed WIMI in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 33.9s [2025-12-02T20:44:23.702514] [INFO ] [sig ] [3444/3544] Forecasting WINA... [2025-12-02T20:44:23.702542] [INFO ] [sig ] Generating forecast for: WINA [2025-12-02T20:44:23.702585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'. [2025-12-02T20:44:23.712855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINA'. [2025-12-02T20:44:23.713166] [INFO ] [FORECASTER] Starting predict_future for WINA [2025-12-02T20:44:23.713946] [DEBUG] [LOCAL ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt [2025-12-02T20:44:23.713995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:23.714026] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:23.714052] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:23.714105] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:23.770130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:23.770875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:23.770954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:23.771001] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:23.884440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:23.884618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:23.884659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:23.884686] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:23.888088] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=44.93%) [2025-12-02T20:44:23.888377] [INFO ] [FORECASTER] Completed predict_future for WINA [2025-12-02T20:44:23.888505] [INFO ] [sig ] WINA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:24.024911] [INFO ] [LOCAL ] Saved forecast: WINA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WINA.txt [2025-12-02T20:44:24.025043] [INFO ] [sig ] [3444/3544] Completed WINA in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 33.5s [2025-12-02T20:44:24.025079] [INFO ] [sig ] [3445/3544] Forecasting WING... [2025-12-02T20:44:24.025108] [INFO ] [sig ] Generating forecast for: WING [2025-12-02T20:44:24.025137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'. [2025-12-02T20:44:24.035671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WING'. [2025-12-02T20:44:24.036012] [INFO ] [FORECASTER] Starting predict_future for WING [2025-12-02T20:44:24.036837] [DEBUG] [LOCAL ] No optimal features file found for WING: ./output/feature-sets/WING.txt [2025-12-02T20:44:24.036886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:24.036916] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:24.036940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:24.036994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:24.092359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:24.093100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:24.093180] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:24.093210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:24.212511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:24.212686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:24.212725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:24.212752] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:24.216086] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=99.89%) [2025-12-02T20:44:24.216565] [INFO ] [FORECASTER] Completed predict_future for WING [2025-12-02T20:44:24.216711] [INFO ] [sig ] WING: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:24.356288] [INFO ] [LOCAL ] Saved forecast: WING 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WING.txt [2025-12-02T20:44:24.356440] [INFO ] [sig ] [3445/3544] Completed WING in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 33.2s [2025-12-02T20:44:24.356477] [INFO ] [sig ] [3446/3544] Forecasting WINN... [2025-12-02T20:44:24.356505] [INFO ] [sig ] Generating forecast for: WINN [2025-12-02T20:44:24.356534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-12-02T20:44:24.367283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINN'. [2025-12-02T20:44:24.367565] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-12-02T20:44:24.368366] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-12-02T20:44:24.368413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:24.368442] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:24.368480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:24.368534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:24.426776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:24.427699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:24.427783] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:24.427815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:24.551226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:24.551377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:24.551414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:24.551441] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:24.555068] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=15.72%) [2025-12-02T20:44:24.555328] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-12-02T20:44:24.555444] [INFO ] [sig ] WINN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:24.692398] [INFO ] [LOCAL ] Saved forecast: WINN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WINN.txt [2025-12-02T20:44:24.692523] [INFO ] [sig ] [3446/3544] Completed WINN in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 32.8s [2025-12-02T20:44:24.692559] [INFO ] [sig ] [3447/3544] Forecasting WIX... [2025-12-02T20:44:24.692605] [INFO ] [sig ] Generating forecast for: WIX [2025-12-02T20:44:24.692635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'. [2025-12-02T20:44:24.703770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIX'. [2025-12-02T20:44:24.704050] [INFO ] [FORECASTER] Starting predict_future for WIX [2025-12-02T20:44:24.704840] [DEBUG] [LOCAL ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt [2025-12-02T20:44:24.704887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:24.704916] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:24.704941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:24.704999] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:24.760479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:24.761095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:24.761197] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:24.761229] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:24.881784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:24.881916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:24.881953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:24.881981] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:24.885156] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=79.65%) [2025-12-02T20:44:24.885409] [INFO ] [FORECASTER] Completed predict_future for WIX [2025-12-02T20:44:24.885523] [INFO ] [sig ] WIX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:25.022136] [INFO ] [LOCAL ] Saved forecast: WIX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WIX.txt [2025-12-02T20:44:25.022248] [INFO ] [sig ] [3447/3544] Completed WIX in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 32.5s [2025-12-02T20:44:25.022284] [INFO ] [sig ] [3448/3544] Forecasting WK... [2025-12-02T20:44:25.022313] [INFO ] [sig ] Generating forecast for: WK [2025-12-02T20:44:25.022341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-12-02T20:44:25.032511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WK'. [2025-12-02T20:44:25.032795] [INFO ] [FORECASTER] Starting predict_future for WK [2025-12-02T20:44:25.033565] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-12-02T20:44:25.033633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:25.033665] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:25.033690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:25.033744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:25.088649] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:25.089252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:25.089328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:25.089357] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:25.207112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:25.207254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:25.207292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:25.207318] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:25.210603] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=0.59%) [2025-12-02T20:44:25.210858] [INFO ] [FORECASTER] Completed predict_future for WK [2025-12-02T20:44:25.210974] [INFO ] [sig ] WK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:25.347861] [INFO ] [LOCAL ] Saved forecast: WK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WK.txt [2025-12-02T20:44:25.348024] [INFO ] [sig ] [3448/3544] Completed WK in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 32.2s [2025-12-02T20:44:25.348068] [INFO ] [sig ] [3449/3544] Forecasting WKC... [2025-12-02T20:44:25.348102] [INFO ] [sig ] Generating forecast for: WKC [2025-12-02T20:44:25.348137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-12-02T20:44:25.357659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKC'. [2025-12-02T20:44:25.357945] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-12-02T20:44:25.358768] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-12-02T20:44:25.358817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:25.358847] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:25.358872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:25.358927] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:25.415271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:25.416014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:25.416107] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:25.416145] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:25.538991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:25.539150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:25.539202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:25.539234] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:25.542560] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=70.08%) [2025-12-02T20:44:25.542833] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-12-02T20:44:25.542949] [INFO ] [sig ] WKC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:25.680332] [INFO ] [LOCAL ] Saved forecast: WKC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WKC.txt [2025-12-02T20:44:25.680512] [INFO ] [sig ] [3449/3544] Completed WKC in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 31.8s [2025-12-02T20:44:25.680552] [INFO ] [sig ] [3450/3544] Forecasting WKEY... [2025-12-02T20:44:25.680598] [INFO ] [sig ] Generating forecast for: WKEY [2025-12-02T20:44:25.680636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'. [2025-12-02T20:44:25.690728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKEY'. [2025-12-02T20:44:25.691086] [INFO ] [FORECASTER] Starting predict_future for WKEY [2025-12-02T20:44:25.691892] [DEBUG] [LOCAL ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt [2025-12-02T20:44:25.691940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:25.691971] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:25.691996] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:25.692049] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:25.747627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:25.748511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:25.748614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:25.748648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:25.870208] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:25.870352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:25.870392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:25.870420] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:25.873684] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=43.22%) [2025-12-02T20:44:25.873940] [INFO ] [FORECASTER] Completed predict_future for WKEY [2025-12-02T20:44:25.874072] [INFO ] [sig ] WKEY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:26.010609] [INFO ] [LOCAL ] Saved forecast: WKEY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WKEY.txt [2025-12-02T20:44:26.010744] [INFO ] [sig ] [3450/3544] Completed WKEY in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 31.5s [2025-12-02T20:44:26.010780] [INFO ] [sig ] [3451/3544] Forecasting WKSP... [2025-12-02T20:44:26.010808] [INFO ] [sig ] Generating forecast for: WKSP [2025-12-02T20:44:26.010838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'. [2025-12-02T20:44:26.021870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKSP'. [2025-12-02T20:44:26.022186] [INFO ] [FORECASTER] Starting predict_future for WKSP [2025-12-02T20:44:26.022990] [DEBUG] [LOCAL ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt [2025-12-02T20:44:26.023040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:26.023074] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:26.023103] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:26.023157] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:26.079485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:26.080243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:26.080328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:26.080359] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:26.198211] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:26.198374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:26.198417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:26.198444] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:26.202075] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=94.43%) [2025-12-02T20:44:26.202401] [INFO ] [FORECASTER] Completed predict_future for WKSP [2025-12-02T20:44:26.202533] [INFO ] [sig ] WKSP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:26.347028] [INFO ] [LOCAL ] Saved forecast: WKSP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WKSP.txt [2025-12-02T20:44:26.347183] [INFO ] [sig ] [3451/3544] Completed WKSP in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 31.2s [2025-12-02T20:44:26.347220] [INFO ] [sig ] [3452/3544] Forecasting WLDN... [2025-12-02T20:44:26.347248] [INFO ] [sig ] Generating forecast for: WLDN [2025-12-02T20:44:26.347278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'. [2025-12-02T20:44:26.357891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDN'. [2025-12-02T20:44:26.358304] [INFO ] [FORECASTER] Starting predict_future for WLDN [2025-12-02T20:44:26.359101] [DEBUG] [LOCAL ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt [2025-12-02T20:44:26.359160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:26.359197] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:26.359229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:26.359283] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:26.416230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:26.417085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:26.417166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:26.417199] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:26.544528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:26.544690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:26.544731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:26.544758] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:26.548042] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=3.45%) [2025-12-02T20:44:26.548305] [INFO ] [FORECASTER] Completed predict_future for WLDN [2025-12-02T20:44:26.548422] [INFO ] [sig ] WLDN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:26.686118] [INFO ] [LOCAL ] Saved forecast: WLDN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WLDN.txt [2025-12-02T20:44:26.686245] [INFO ] [sig ] [3452/3544] Completed WLDN in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 30.8s [2025-12-02T20:44:26.686282] [INFO ] [sig ] [3453/3544] Forecasting WLDS... [2025-12-02T20:44:26.686310] [INFO ] [sig ] Generating forecast for: WLDS [2025-12-02T20:44:26.686338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'. [2025-12-02T20:44:26.697188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDS'. [2025-12-02T20:44:26.697490] [INFO ] [FORECASTER] Starting predict_future for WLDS [2025-12-02T20:44:26.698317] [DEBUG] [LOCAL ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt [2025-12-02T20:44:26.698366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:26.698397] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:26.698422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:26.698476] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:26.753161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:26.753845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:26.753925] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:26.753957] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:26.868634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:26.868783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:26.868823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:26.868853] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:26.872098] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=92.43%) [2025-12-02T20:44:26.872351] [INFO ] [FORECASTER] Completed predict_future for WLDS [2025-12-02T20:44:26.872466] [INFO ] [sig ] WLDS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:27.006941] [INFO ] [LOCAL ] Saved forecast: WLDS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WLDS.txt [2025-12-02T20:44:27.007072] [INFO ] [sig ] [3453/3544] Completed WLDS in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 30.5s [2025-12-02T20:44:27.007108] [INFO ] [sig ] [3454/3544] Forecasting WLFC... [2025-12-02T20:44:27.007136] [INFO ] [sig ] Generating forecast for: WLFC [2025-12-02T20:44:27.007165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'. [2025-12-02T20:44:27.017973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLFC'. [2025-12-02T20:44:27.018375] [INFO ] [FORECASTER] Starting predict_future for WLFC [2025-12-02T20:44:27.019193] [DEBUG] [LOCAL ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt [2025-12-02T20:44:27.019242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:27.019305] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:27.019331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:27.019385] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:27.079446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:27.080377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:27.080458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:27.080491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:27.203996] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:27.204146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:27.204188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:27.204215] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:27.207538] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=95.94%) [2025-12-02T20:44:27.207820] [INFO ] [FORECASTER] Completed predict_future for WLFC [2025-12-02T20:44:27.207968] [INFO ] [sig ] WLFC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:27.352938] [INFO ] [LOCAL ] Saved forecast: WLFC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WLFC.txt [2025-12-02T20:44:27.353085] [INFO ] [sig ] [3454/3544] Completed WLFC in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 30.2s [2025-12-02T20:44:27.353124] [INFO ] [sig ] [3455/3544] Forecasting WLK... [2025-12-02T20:44:27.353153] [INFO ] [sig ] Generating forecast for: WLK [2025-12-02T20:44:27.353183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-12-02T20:44:27.363823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLK'. [2025-12-02T20:44:27.364141] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-12-02T20:44:27.364945] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-12-02T20:44:27.364995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:27.365028] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:27.365055] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:27.365113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:27.421987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:27.422805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:27.422886] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:27.422919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:27.540151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:27.540298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:27.540340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:27.540367] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:27.543672] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-12-02T20:44:27.543950] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-12-02T20:44:27.544073] [INFO ] [sig ] WLK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:27.685641] [INFO ] [LOCAL ] Saved forecast: WLK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WLK.txt [2025-12-02T20:44:27.685791] [INFO ] [sig ] [3455/3544] Completed WLK in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 29.8s [2025-12-02T20:44:27.685829] [INFO ] [sig ] [3456/3544] Forecasting WLKP... [2025-12-02T20:44:27.685856] [INFO ] [sig ] Generating forecast for: WLKP [2025-12-02T20:44:27.685886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-12-02T20:44:27.696701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLKP'. [2025-12-02T20:44:27.697057] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-12-02T20:44:27.697833] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-12-02T20:44:27.697881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:27.697944] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:27.697976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:27.698030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:27.754006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:27.754688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:27.754768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:27.754800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:27.870450] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:27.870621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:27.870662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:27.870689] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:27.873905] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=28.04%) [2025-12-02T20:44:27.874160] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-12-02T20:44:27.874274] [INFO ] [sig ] WLKP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:28.013143] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WLKP.txt [2025-12-02T20:44:28.013268] [INFO ] [sig ] [3456/3544] Completed WLKP in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 29.5s [2025-12-02T20:44:28.013305] [INFO ] [sig ] [3457/3544] Forecasting WMG... [2025-12-02T20:44:28.013334] [INFO ] [sig ] Generating forecast for: WMG [2025-12-02T20:44:28.013363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'. [2025-12-02T20:44:28.024344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMG'. [2025-12-02T20:44:28.024695] [INFO ] [FORECASTER] Starting predict_future for WMG [2025-12-02T20:44:28.025470] [DEBUG] [LOCAL ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt [2025-12-02T20:44:28.025518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:28.025548] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:28.025599] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:28.025657] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:28.080850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:28.081419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:28.081494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:28.081524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:28.204864] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:28.205011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:28.205050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:28.205109] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:28.208879] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=85.34%) [2025-12-02T20:44:28.209141] [INFO ] [FORECASTER] Completed predict_future for WMG [2025-12-02T20:44:28.209260] [INFO ] [sig ] WMG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:28.344652] [INFO ] [LOCAL ] Saved forecast: WMG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WMG.txt [2025-12-02T20:44:28.344761] [INFO ] [sig ] [3457/3544] Completed WMG in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 29.2s [2025-12-02T20:44:28.344796] [INFO ] [sig ] [3458/3544] Forecasting WMK... [2025-12-02T20:44:28.344824] [INFO ] [sig ] Generating forecast for: WMK [2025-12-02T20:44:28.344852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-12-02T20:44:28.355540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMK'. [2025-12-02T20:44:28.355850] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-12-02T20:44:28.356661] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-12-02T20:44:28.356710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:28.356741] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:28.356765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:28.356820] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:28.413867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:28.414628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:28.414710] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:28.414740] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:28.537632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:28.537786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:28.537826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:28.537852] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:28.541389] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=91.61%) [2025-12-02T20:44:28.541685] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-12-02T20:44:28.541815] [INFO ] [sig ] WMK: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:28.681507] [INFO ] [LOCAL ] Saved forecast: WMK 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WMK.txt [2025-12-02T20:44:28.681654] [INFO ] [sig ] [3458/3544] Completed WMK in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 28.8s [2025-12-02T20:44:28.681691] [INFO ] [sig ] [3459/3544] Forecasting WMS... [2025-12-02T20:44:28.681719] [INFO ] [sig ] Generating forecast for: WMS [2025-12-02T20:44:28.681748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-12-02T20:44:28.692366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMS'. [2025-12-02T20:44:28.692682] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-12-02T20:44:28.693504] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-12-02T20:44:28.693566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:28.693632] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:28.693660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:28.693718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:28.751613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:28.752308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:28.752385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:28.752415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:28.873752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:28.873909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:28.873965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:28.874000] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:28.877494] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=70.74%) [2025-12-02T20:44:28.877794] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-12-02T20:44:28.877945] [INFO ] [sig ] WMS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:29.024406] [INFO ] [LOCAL ] Saved forecast: WMS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WMS.txt [2025-12-02T20:44:29.024597] [INFO ] [sig ] [3459/3544] Completed WMS in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 28.5s [2025-12-02T20:44:29.024640] [INFO ] [sig ] [3460/3544] Forecasting WNC... [2025-12-02T20:44:29.024676] [INFO ] [sig ] Generating forecast for: WNC [2025-12-02T20:44:29.024716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-12-02T20:44:29.034884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNC'. [2025-12-02T20:44:29.035187] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-12-02T20:44:29.035993] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-12-02T20:44:29.036044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:29.036075] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:29.036102] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:29.036157] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:29.095227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:29.096081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:29.096178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:29.096219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:29.218343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:29.218493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:29.218534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:29.218562] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:29.221828] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=34.16%) [2025-12-02T20:44:29.222083] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-12-02T20:44:29.222197] [INFO ] [sig ] WNC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:29.358811] [INFO ] [LOCAL ] Saved forecast: WNC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WNC.txt [2025-12-02T20:44:29.358934] [INFO ] [sig ] [3460/3544] Completed WNC in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 28.2s [2025-12-02T20:44:29.358970] [INFO ] [sig ] [3461/3544] Forecasting WNEB... [2025-12-02T20:44:29.358999] [INFO ] [sig ] Generating forecast for: WNEB [2025-12-02T20:44:29.359026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'. [2025-12-02T20:44:29.368819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNEB'. [2025-12-02T20:44:29.369072] [INFO ] [FORECASTER] Starting predict_future for WNEB [2025-12-02T20:44:29.369831] [DEBUG] [LOCAL ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt [2025-12-02T20:44:29.369879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:29.369909] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:29.369935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:29.369989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:29.424950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:29.425539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:29.425633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:29.425665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:29.543907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:29.544052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:29.544091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:29.544127] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:29.547424] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=22.13%) [2025-12-02T20:44:29.547698] [INFO ] [FORECASTER] Completed predict_future for WNEB [2025-12-02T20:44:29.547814] [INFO ] [sig ] WNEB: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:29.690107] [INFO ] [LOCAL ] Saved forecast: WNEB 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WNEB.txt [2025-12-02T20:44:29.690238] [INFO ] [sig ] [3461/3544] Completed WNEB in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 27.8s [2025-12-02T20:44:29.690279] [INFO ] [sig ] [3462/3544] Forecasting WOK... [2025-12-02T20:44:29.690308] [INFO ] [sig ] Generating forecast for: WOK [2025-12-02T20:44:29.690337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'. [2025-12-02T20:44:29.703247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOK'. [2025-12-02T20:44:29.703655] [INFO ] [FORECASTER] Starting predict_future for WOK [2025-12-02T20:44:29.704707] [DEBUG] [LOCAL ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt [2025-12-02T20:44:29.704768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:29.704810] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:29.704847] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:29.704922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:29.764402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:29.765156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:29.765253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:29.765286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:29.870967] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:29.871117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:29.871159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:29.871187] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:29.874622] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=4.49%) [2025-12-02T20:44:29.874892] [INFO ] [FORECASTER] Completed predict_future for WOK [2025-12-02T20:44:29.875015] [INFO ] [sig ] WOK: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:30.012734] [INFO ] [LOCAL ] Saved forecast: WOK 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WOK.txt [2025-12-02T20:44:30.012856] [INFO ] [sig ] [3462/3544] Completed WOK in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 27.5s [2025-12-02T20:44:30.012899] [INFO ] [sig ] [3463/3544] Forecasting WOOD... [2025-12-02T20:44:30.012928] [INFO ] [sig ] Generating forecast for: WOOD [2025-12-02T20:44:30.012957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'. [2025-12-02T20:44:30.022717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOD'. [2025-12-02T20:44:30.023036] [INFO ] [FORECASTER] Starting predict_future for WOOD [2025-12-02T20:44:30.023868] [DEBUG] [LOCAL ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt [2025-12-02T20:44:30.023919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:30.023950] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:30.023976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:30.024031] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:30.079987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:30.080660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:30.080736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:30.080766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:30.182930] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:30.183081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:30.183128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:30.183160] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:30.186402] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=88.98%) [2025-12-02T20:44:30.186679] [INFO ] [FORECASTER] Completed predict_future for WOOD [2025-12-02T20:44:30.186802] [INFO ] [sig ] WOOD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:30.325048] [INFO ] [LOCAL ] Saved forecast: WOOD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WOOD.txt [2025-12-02T20:44:30.325201] [INFO ] [sig ] [3463/3544] Completed WOOD in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 27.1s [2025-12-02T20:44:30.325239] [INFO ] [sig ] [3464/3544] Forecasting WOOF... [2025-12-02T20:44:30.325268] [INFO ] [sig ] Generating forecast for: WOOF [2025-12-02T20:44:30.325301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'. [2025-12-02T20:44:30.335444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOF'. [2025-12-02T20:44:30.335761] [INFO ] [FORECASTER] Starting predict_future for WOOF [2025-12-02T20:44:30.336532] [DEBUG] [LOCAL ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt [2025-12-02T20:44:30.336601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:30.336634] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:30.336660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:30.336716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:30.395322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:30.396115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:30.396238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:30.396277] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:30.520850] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:30.520993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:30.521036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:30.521063] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:30.524647] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=95.22%) [2025-12-02T20:44:30.524912] [INFO ] [FORECASTER] Completed predict_future for WOOF [2025-12-02T20:44:30.525051] [INFO ] [sig ] WOOF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:30.664412] [INFO ] [LOCAL ] Saved forecast: WOOF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WOOF.txt [2025-12-02T20:44:30.664548] [INFO ] [sig ] [3464/3544] Completed WOOF in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 26.8s [2025-12-02T20:44:30.664601] [INFO ] [sig ] [3465/3544] Forecasting WPC... [2025-12-02T20:44:30.664633] [INFO ] [sig ] Generating forecast for: WPC [2025-12-02T20:44:30.664662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-12-02T20:44:30.674452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPC'. [2025-12-02T20:44:30.674752] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-12-02T20:44:30.675552] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-12-02T20:44:30.675622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:30.675653] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:30.675680] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:30.675735] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:30.732543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:30.733192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:30.733269] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:30.733299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:30.853561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:30.853715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:30.853755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:30.853783] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:30.857085] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=76.26%) [2025-12-02T20:44:30.857348] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-12-02T20:44:30.857467] [INFO ] [sig ] WPC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:31.000791] [INFO ] [LOCAL ] Saved forecast: WPC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WPC.txt [2025-12-02T20:44:31.000945] [INFO ] [sig ] [3465/3544] Completed WPC in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 26.5s [2025-12-02T20:44:31.000983] [INFO ] [sig ] [3466/3544] Forecasting WPP... [2025-12-02T20:44:31.001012] [INFO ] [sig ] Generating forecast for: WPP [2025-12-02T20:44:31.001040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-12-02T20:44:31.011013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPP'. [2025-12-02T20:44:31.011284] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-12-02T20:44:31.012052] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-12-02T20:44:31.012099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:31.012129] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:31.012154] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:31.012207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:31.067549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:31.068230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:31.068308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:31.068340] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:31.189396] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:31.189541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:31.189615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:31.189645] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:31.192893] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=41.82%) [2025-12-02T20:44:31.193153] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-12-02T20:44:31.193270] [INFO ] [sig ] WPP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:31.330617] [INFO ] [LOCAL ] Saved forecast: WPP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WPP.txt [2025-12-02T20:44:31.330745] [INFO ] [sig ] [3466/3544] Completed WPP in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 26.1s [2025-12-02T20:44:31.330781] [INFO ] [sig ] [3467/3544] Forecasting WRAP... [2025-12-02T20:44:31.330810] [INFO ] [sig ] Generating forecast for: WRAP [2025-12-02T20:44:31.330838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'. [2025-12-02T20:44:31.340953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRAP'. [2025-12-02T20:44:31.341253] [INFO ] [FORECASTER] Starting predict_future for WRAP [2025-12-02T20:44:31.342040] [DEBUG] [LOCAL ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt [2025-12-02T20:44:31.342087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:31.342118] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:31.342142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:31.342195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:31.400563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:31.401340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:31.401419] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:31.401450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:31.522287] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:31.522450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:31.522504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:31.522546] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:31.526763] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=40.35%) [2025-12-02T20:44:31.527048] [INFO ] [FORECASTER] Completed predict_future for WRAP [2025-12-02T20:44:31.527172] [INFO ] [sig ] WRAP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:31.667494] [INFO ] [LOCAL ] Saved forecast: WRAP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WRAP.txt [2025-12-02T20:44:31.667689] [INFO ] [sig ] [3467/3544] Completed WRAP in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 25.8s [2025-12-02T20:44:31.667729] [INFO ] [sig ] [3468/3544] Forecasting WRB... [2025-12-02T20:44:31.667758] [INFO ] [sig ] Generating forecast for: WRB [2025-12-02T20:44:31.667787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-12-02T20:44:31.677978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRB'. [2025-12-02T20:44:31.678300] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-12-02T20:44:31.679127] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-12-02T20:44:31.679195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:31.679242] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:31.679276] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:31.679347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:31.738290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:31.738999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:31.739090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:31.739124] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:31.857565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:31.857738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:31.857779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:31.857807] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:31.861184] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-12-02T20:44:31.861460] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-12-02T20:44:31.861604] [INFO ] [sig ] WRB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:32.002445] [INFO ] [LOCAL ] Saved forecast: WRB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WRB.txt [2025-12-02T20:44:32.002610] [INFO ] [sig ] [3468/3544] Completed WRB in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 25.5s [2025-12-02T20:44:32.002650] [INFO ] [sig ] [3469/3544] Forecasting WRBY... [2025-12-02T20:44:32.002679] [INFO ] [sig ] Generating forecast for: WRBY [2025-12-02T20:44:32.002708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-12-02T20:44:32.013231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRBY'. [2025-12-02T20:44:32.013607] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-12-02T20:44:32.014411] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-12-02T20:44:32.014470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:32.014509] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:32.014536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:32.014618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:32.070453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:32.071294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:32.071378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:32.071408] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:32.189668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:32.189811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:32.189850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:32.189877] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:32.193090] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=41.91%) [2025-12-02T20:44:32.193345] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-12-02T20:44:32.193461] [INFO ] [sig ] WRBY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:32.329605] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WRBY.txt [2025-12-02T20:44:32.329706] [INFO ] [sig ] [3469/3544] Completed WRBY in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 25.1s [2025-12-02T20:44:32.329741] [INFO ] [sig ] [3470/3544] Forecasting WRLD... [2025-12-02T20:44:32.329769] [INFO ] [sig ] Generating forecast for: WRLD [2025-12-02T20:44:32.329797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'. [2025-12-02T20:44:32.340551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRLD'. [2025-12-02T20:44:32.340905] [INFO ] [FORECASTER] Starting predict_future for WRLD [2025-12-02T20:44:32.341765] [DEBUG] [LOCAL ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt [2025-12-02T20:44:32.341813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:32.341856] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:32.341882] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:32.341936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:32.396502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:32.397375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:32.397458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:32.397488] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:32.510956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:32.511100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:32.511139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:32.511167] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:32.514797] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=91.22%) [2025-12-02T20:44:32.515054] [INFO ] [FORECASTER] Completed predict_future for WRLD [2025-12-02T20:44:32.515172] [INFO ] [sig ] WRLD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:32.651253] [INFO ] [LOCAL ] Saved forecast: WRLD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WRLD.txt [2025-12-02T20:44:32.651375] [INFO ] [sig ] [3470/3544] Completed WRLD in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 24.8s [2025-12-02T20:44:32.651411] [INFO ] [sig ] [3471/3544] Forecasting WSBC... [2025-12-02T20:44:32.651438] [INFO ] [sig ] Generating forecast for: WSBC [2025-12-02T20:44:32.651468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'. [2025-12-02T20:44:32.662898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBC'. [2025-12-02T20:44:32.663193] [INFO ] [FORECASTER] Starting predict_future for WSBC [2025-12-02T20:44:32.664164] [DEBUG] [LOCAL ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt [2025-12-02T20:44:32.664212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:32.664271] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:32.664301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:32.664355] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:32.719148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:32.719726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:32.719802] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:32.719832] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:32.838013] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:32.838115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:32.838150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:32.838180] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:32.841277] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=25.07%) [2025-12-02T20:44:32.841529] [INFO ] [FORECASTER] Completed predict_future for WSBC [2025-12-02T20:44:32.841659] [INFO ] [sig ] WSBC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:32.978514] [INFO ] [LOCAL ] Saved forecast: WSBC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WSBC.txt [2025-12-02T20:44:32.978678] [INFO ] [sig ] [3471/3544] Completed WSBC in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 24.5s [2025-12-02T20:44:32.978716] [INFO ] [sig ] [3472/3544] Forecasting WSBF... [2025-12-02T20:44:32.978745] [INFO ] [sig ] Generating forecast for: WSBF [2025-12-02T20:44:32.978775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'. [2025-12-02T20:44:32.989900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBF'. [2025-12-02T20:44:32.990211] [INFO ] [FORECASTER] Starting predict_future for WSBF [2025-12-02T20:44:32.990994] [DEBUG] [LOCAL ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt [2025-12-02T20:44:32.991042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:32.991071] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:32.991096] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:32.991149] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:33.045848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:33.046435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:33.046508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:33.046538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:33.162971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:33.163109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:33.163148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:33.163175] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:33.166412] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=46.36%) [2025-12-02T20:44:33.166687] [INFO ] [FORECASTER] Completed predict_future for WSBF [2025-12-02T20:44:33.166813] [INFO ] [sig ] WSBF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:33.306426] [INFO ] [LOCAL ] Saved forecast: WSBF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WSBF.txt [2025-12-02T20:44:33.306561] [INFO ] [sig ] [3472/3544] Completed WSBF in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 24.1s [2025-12-02T20:44:33.306615] [INFO ] [sig ] [3473/3544] Forecasting WSC... [2025-12-02T20:44:33.306643] [INFO ] [sig ] Generating forecast for: WSC [2025-12-02T20:44:33.306671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'. [2025-12-02T20:44:33.317343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSC'. [2025-12-02T20:44:33.317636] [INFO ] [FORECASTER] Starting predict_future for WSC [2025-12-02T20:44:33.318413] [DEBUG] [LOCAL ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt [2025-12-02T20:44:33.318461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:33.318492] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:33.318517] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:33.318588] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:33.373842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:33.374476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:33.374550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:33.374598] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:33.499885] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:33.500031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:33.500072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:33.500099] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:33.503357] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=29.19%) [2025-12-02T20:44:33.503629] [INFO ] [FORECASTER] Completed predict_future for WSC [2025-12-02T20:44:33.503746] [INFO ] [sig ] WSC: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:33.642875] [INFO ] [LOCAL ] Saved forecast: WSC 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WSC.txt [2025-12-02T20:44:33.642992] [INFO ] [sig ] [3473/3544] Completed WSC in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 23.8s [2025-12-02T20:44:33.643028] [INFO ] [sig ] [3474/3544] Forecasting WSFS... [2025-12-02T20:44:33.643061] [INFO ] [sig ] Generating forecast for: WSFS [2025-12-02T20:44:33.643092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'. [2025-12-02T20:44:33.653943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSFS'. [2025-12-02T20:44:33.654337] [INFO ] [FORECASTER] Starting predict_future for WSFS [2025-12-02T20:44:33.655143] [DEBUG] [LOCAL ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt [2025-12-02T20:44:33.655190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:33.655220] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:33.655249] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:33.655303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:33.711153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:33.712015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:33.712097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:33.712127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:33.825133] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:33.825283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:33.825322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:33.825381] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:33.828668] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=30.75%) [2025-12-02T20:44:33.828946] [INFO ] [FORECASTER] Completed predict_future for WSFS [2025-12-02T20:44:33.829068] [INFO ] [sig ] WSFS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:33.966608] [INFO ] [LOCAL ] Saved forecast: WSFS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WSFS.txt [2025-12-02T20:44:33.966757] [INFO ] [sig ] [3474/3544] Completed WSFS in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 23.5s [2025-12-02T20:44:33.966794] [INFO ] [sig ] [3475/3544] Forecasting WSM... [2025-12-02T20:44:33.966822] [INFO ] [sig ] Generating forecast for: WSM [2025-12-02T20:44:33.966853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-12-02T20:44:33.978298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSM'. [2025-12-02T20:44:33.978623] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-12-02T20:44:33.979429] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-12-02T20:44:33.979477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:33.979508] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:33.979533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:33.979607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:34.035148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:34.035790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:34.035866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:34.035896] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:34.157138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:34.157283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:34.157322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:34.157347] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:34.160655] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=62.85%) [2025-12-02T20:44:34.160914] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-12-02T20:44:34.161031] [INFO ] [sig ] WSM: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:34.300852] [INFO ] [LOCAL ] Saved forecast: WSM 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WSM.txt [2025-12-02T20:44:34.300986] [INFO ] [sig ] [3475/3544] Completed WSM in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 23.1s [2025-12-02T20:44:34.301024] [INFO ] [sig ] [3476/3544] Forecasting WSO... [2025-12-02T20:44:34.301051] [INFO ] [sig ] Generating forecast for: WSO [2025-12-02T20:44:34.301080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-12-02T20:44:34.311285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSO'. [2025-12-02T20:44:34.311594] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-12-02T20:44:34.312332] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-12-02T20:44:34.312379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:34.312408] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:34.312433] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:34.312486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:34.367698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:34.368358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:34.368436] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:34.368466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:34.495331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:34.495487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:34.495536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:34.495566] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:34.499334] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=21.75%) [2025-12-02T20:44:34.499824] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-12-02T20:44:34.499947] [INFO ] [sig ] WSO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:34.640198] [INFO ] [LOCAL ] Saved forecast: WSO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WSO.txt [2025-12-02T20:44:34.640326] [INFO ] [sig ] [3476/3544] Completed WSO in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 22.8s [2025-12-02T20:44:34.640363] [INFO ] [sig ] [3477/3544] Forecasting WTBA... [2025-12-02T20:44:34.640392] [INFO ] [sig ] Generating forecast for: WTBA [2025-12-02T20:44:34.640422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'. [2025-12-02T20:44:34.650855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTBA'. [2025-12-02T20:44:34.651144] [INFO ] [FORECASTER] Starting predict_future for WTBA [2025-12-02T20:44:34.651963] [DEBUG] [LOCAL ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt [2025-12-02T20:44:34.652012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:34.652043] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:34.652068] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:34.652124] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:34.710313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:34.711086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:34.711165] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:34.711195] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:34.830350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:34.830496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:34.830537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:34.830598] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:34.833906] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=15.39%) [2025-12-02T20:44:34.834164] [INFO ] [FORECASTER] Completed predict_future for WTBA [2025-12-02T20:44:34.834283] [INFO ] [sig ] WTBA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:34.976376] [INFO ] [LOCAL ] Saved forecast: WTBA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WTBA.txt [2025-12-02T20:44:34.976518] [INFO ] [sig ] [3477/3544] Completed WTBA in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 22.5s [2025-12-02T20:44:34.976555] [INFO ] [sig ] [3478/3544] Forecasting WTFC... [2025-12-02T20:44:34.976599] [INFO ] [sig ] Generating forecast for: WTFC [2025-12-02T20:44:34.976629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'. [2025-12-02T20:44:34.987741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTFC'. [2025-12-02T20:44:34.988098] [INFO ] [FORECASTER] Starting predict_future for WTFC [2025-12-02T20:44:34.988978] [DEBUG] [LOCAL ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt [2025-12-02T20:44:34.989030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:34.989063] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:34.989091] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:34.989147] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:35.045344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:35.046163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:35.046248] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:35.046281] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:35.168746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:35.168909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:35.168954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:35.168982] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:35.172499] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=54.67%) [2025-12-02T20:44:35.172799] [INFO ] [FORECASTER] Completed predict_future for WTFC [2025-12-02T20:44:35.172929] [INFO ] [sig ] WTFC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:35.311803] [INFO ] [LOCAL ] Saved forecast: WTFC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WTFC.txt [2025-12-02T20:44:35.311964] [INFO ] [sig ] [3478/3544] Completed WTFC in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 22.1s [2025-12-02T20:44:35.312015] [INFO ] [sig ] [3479/3544] Forecasting WTI... [2025-12-02T20:44:35.312050] [INFO ] [sig ] Generating forecast for: WTI [2025-12-02T20:44:35.312082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-12-02T20:44:35.322402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTI'. [2025-12-02T20:44:35.322726] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-12-02T20:44:35.323520] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-12-02T20:44:35.323589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:35.323625] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:35.323652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:35.323710] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:35.382238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:35.383049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:35.383132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:35.383182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:35.501987] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:35.502132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:35.502174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:35.502202] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:35.505604] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=39.35%) [2025-12-02T20:44:35.505874] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-12-02T20:44:35.505994] [INFO ] [sig ] WTI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:35.657665] [INFO ] [LOCAL ] Saved forecast: WTI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WTI.txt [2025-12-02T20:44:35.657861] [INFO ] [sig ] [3479/3544] Completed WTI in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 21.8s [2025-12-02T20:44:35.657945] [INFO ] [sig ] [3480/3544] Forecasting WTO... [2025-12-02T20:44:35.657984] [INFO ] [sig ] Generating forecast for: WTO [2025-12-02T20:44:35.658017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'. [2025-12-02T20:44:35.669155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTO'. [2025-12-02T20:44:35.669530] [INFO ] [FORECASTER] Starting predict_future for WTO [2025-12-02T20:44:35.670358] [DEBUG] [LOCAL ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt [2025-12-02T20:44:35.670421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:35.670453] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:35.670480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:35.670536] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:35.731813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:35.732766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:35.732851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:35.732884] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:35.835017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:35.835165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:35.835207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:35.835233] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:35.838511] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: UP (p=66.73%) [2025-12-02T20:44:35.838796] [INFO ] [FORECASTER] Completed predict_future for WTO [2025-12-02T20:44:35.838919] [INFO ] [sig ] WTO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:35.977699] [INFO ] [LOCAL ] Saved forecast: WTO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WTO.txt [2025-12-02T20:44:35.977845] [INFO ] [sig ] [3480/3544] Completed WTO in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 21.5s [2025-12-02T20:44:35.977883] [INFO ] [sig ] [3481/3544] Forecasting WTRG... [2025-12-02T20:44:35.977935] [INFO ] [sig ] Generating forecast for: WTRG [2025-12-02T20:44:35.977975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-12-02T20:44:35.988242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTRG'. [2025-12-02T20:44:35.988592] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-12-02T20:44:35.989376] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-12-02T20:44:35.989426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:35.989458] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:35.989498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:35.989556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:36.044973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:36.045821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:36.045941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:36.045973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:36.163234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:36.163387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:36.163428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:36.163455] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:36.166690] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=39.32%) [2025-12-02T20:44:36.166945] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-12-02T20:44:36.167062] [INFO ] [sig ] WTRG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:36.307747] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WTRG.txt [2025-12-02T20:44:36.307885] [INFO ] [sig ] [3481/3544] Completed WTRG in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 21.1s [2025-12-02T20:44:36.307940] [INFO ] [sig ] [3482/3544] Forecasting WTS... [2025-12-02T20:44:36.307969] [INFO ] [sig ] Generating forecast for: WTS [2025-12-02T20:44:36.307997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-12-02T20:44:36.317952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTS'. [2025-12-02T20:44:36.318246] [INFO ] [FORECASTER] Starting predict_future for WTS [2025-12-02T20:44:36.319099] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-12-02T20:44:36.319150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:36.319184] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:36.319210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:36.319266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:36.376234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:36.377103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:36.377184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:36.377217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:36.513736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:36.513887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:36.513927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:36.513954] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:36.517194] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=34.11%) [2025-12-02T20:44:36.517453] [INFO ] [FORECASTER] Completed predict_future for WTS [2025-12-02T20:44:36.517569] [INFO ] [sig ] WTS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:36.653805] [INFO ] [LOCAL ] Saved forecast: WTS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WTS.txt [2025-12-02T20:44:36.653940] [INFO ] [sig ] [3482/3544] Completed WTS in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 20.8s [2025-12-02T20:44:36.653976] [INFO ] [sig ] [3483/3544] Forecasting WULF... [2025-12-02T20:44:36.654005] [INFO ] [sig ] Generating forecast for: WULF [2025-12-02T20:44:36.654034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'. [2025-12-02T20:44:36.663853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WULF'. [2025-12-02T20:44:36.664172] [INFO ] [FORECASTER] Starting predict_future for WULF [2025-12-02T20:44:36.664997] [DEBUG] [LOCAL ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt [2025-12-02T20:44:36.665047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:36.665079] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:36.665106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:36.665162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:36.723451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:36.724307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:36.724402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:36.724445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:36.844152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:36.844304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:36.844345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:36.844374] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:36.847765] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=8.25%) [2025-12-02T20:44:36.848097] [INFO ] [FORECASTER] Completed predict_future for WULF [2025-12-02T20:44:36.848225] [INFO ] [sig ] WULF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:36.984522] [INFO ] [LOCAL ] Saved forecast: WULF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WULF.txt [2025-12-02T20:44:36.984686] [INFO ] [sig ] [3483/3544] Completed WULF in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 20.4s [2025-12-02T20:44:36.984725] [INFO ] [sig ] [3484/3544] Forecasting WVE... [2025-12-02T20:44:36.984752] [INFO ] [sig ] Generating forecast for: WVE [2025-12-02T20:44:36.984782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'. [2025-12-02T20:44:36.994619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WVE'. [2025-12-02T20:44:36.994970] [INFO ] [FORECASTER] Starting predict_future for WVE [2025-12-02T20:44:36.995755] [DEBUG] [LOCAL ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt [2025-12-02T20:44:36.995804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:36.995834] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:36.995860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:36.995913] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:37.050103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:37.050921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:37.051000] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:37.051031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:37.169665] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:37.169819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:37.169857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:37.169885] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:37.173131] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=82.51%) [2025-12-02T20:44:37.173401] [INFO ] [FORECASTER] Completed predict_future for WVE [2025-12-02T20:44:37.173517] [INFO ] [sig ] WVE: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:37.310039] [INFO ] [LOCAL ] Saved forecast: WVE 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WVE.txt [2025-12-02T20:44:37.310214] [INFO ] [sig ] [3484/3544] Completed WVE in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 20.1s [2025-12-02T20:44:37.310253] [INFO ] [sig ] [3485/3544] Forecasting WWD... [2025-12-02T20:44:37.310281] [INFO ] [sig ] Generating forecast for: WWD [2025-12-02T20:44:37.310319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'. [2025-12-02T20:44:37.323187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WWD'. [2025-12-02T20:44:37.323779] [INFO ] [FORECASTER] Starting predict_future for WWD [2025-12-02T20:44:37.324779] [DEBUG] [LOCAL ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt [2025-12-02T20:44:37.324834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:37.324869] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:37.324897] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:37.324956] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:37.383376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:37.384625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:37.384750] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:37.384785] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:37.507958] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:37.508190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:37.508237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:37.508268] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:37.512856] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=56.30%) [2025-12-02T20:44:37.513391] [INFO ] [FORECASTER] Completed predict_future for WWD [2025-12-02T20:44:37.513607] [INFO ] [sig ] WWD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:37.655782] [INFO ] [LOCAL ] Saved forecast: WWD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/WWD.txt [2025-12-02T20:44:37.656310] [INFO ] [sig ] [3485/3544] Completed WWD in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 19.8s [2025-12-02T20:44:37.656363] [INFO ] [sig ] [3486/3544] Forecasting WY... [2025-12-02T20:44:37.656400] [INFO ] [sig ] Generating forecast for: WY [2025-12-02T20:44:37.656438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-12-02T20:44:37.667346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WY'. [2025-12-02T20:44:37.667753] [INFO ] [FORECASTER] Starting predict_future for WY [2025-12-02T20:44:37.668661] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-12-02T20:44:37.668712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:37.668743] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:37.668769] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:37.668824] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:37.726092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:37.727065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:37.727153] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:37.727185] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:37.839073] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:37.839227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:37.839268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:37.839301] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:37.842612] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=3.99%) [2025-12-02T20:44:37.842883] [INFO ] [FORECASTER] Completed predict_future for WY [2025-12-02T20:44:37.843005] [INFO ] [sig ] WY: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:37.990250] [INFO ] [LOCAL ] Saved forecast: WY 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WY.txt [2025-12-02T20:44:37.990396] [INFO ] [sig ] [3486/3544] Completed WY in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 19.4s [2025-12-02T20:44:37.990445] [INFO ] [sig ] [3487/3544] Forecasting WYNN... [2025-12-02T20:44:37.990476] [INFO ] [sig ] Generating forecast for: WYNN [2025-12-02T20:44:37.990505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'. [2025-12-02T20:44:38.000550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WYNN'. [2025-12-02T20:44:38.000904] [INFO ] [FORECASTER] Starting predict_future for WYNN [2025-12-02T20:44:38.001690] [DEBUG] [LOCAL ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt [2025-12-02T20:44:38.001738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:38.001769] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:38.001795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:38.001849] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:38.056858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:38.057710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:38.057814] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:38.057847] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:38.183801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:38.183953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:38.183995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:38.184024] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:38.187446] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=11.15%) [2025-12-02T20:44:38.187736] [INFO ] [FORECASTER] Completed predict_future for WYNN [2025-12-02T20:44:38.187874] [INFO ] [sig ] WYNN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:38.349096] [INFO ] [LOCAL ] Saved forecast: WYNN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/WYNN.txt [2025-12-02T20:44:38.349289] [INFO ] [sig ] [3487/3544] Completed WYNN in 0.4s | 2.98 sym/s | Total: 19.5m | ETA: 19.1s [2025-12-02T20:44:38.349341] [INFO ] [sig ] [3488/3544] Forecasting XBIL... [2025-12-02T20:44:38.349378] [INFO ] [sig ] Generating forecast for: XBIL [2025-12-02T20:44:38.349417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'. [2025-12-02T20:44:38.361342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XBIL'. [2025-12-02T20:44:38.361757] [INFO ] [FORECASTER] Starting predict_future for XBIL [2025-12-02T20:44:38.362921] [DEBUG] [LOCAL ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt [2025-12-02T20:44:38.362980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:38.363053] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:38.363089] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:38.363162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:38.422456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:38.423322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:38.423404] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:38.423436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:38.519185] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:38.519345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:38.519394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:38.519427] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:38.522795] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-12-02T20:44:38.523133] [INFO ] [FORECASTER] Completed predict_future for XBIL [2025-12-02T20:44:38.523263] [INFO ] [sig ] XBIL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:38.665981] [INFO ] [LOCAL ] Saved forecast: XBIL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XBIL.txt [2025-12-02T20:44:38.666129] [INFO ] [sig ] [3488/3544] Completed XBIL in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 18.8s [2025-12-02T20:44:38.666169] [INFO ] [sig ] [3489/3544] Forecasting XEL... [2025-12-02T20:44:38.666199] [INFO ] [sig ] Generating forecast for: XEL [2025-12-02T20:44:38.666230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'. [2025-12-02T20:44:38.677137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XEL'. [2025-12-02T20:44:38.677462] [INFO ] [FORECASTER] Starting predict_future for XEL [2025-12-02T20:44:38.678304] [DEBUG] [LOCAL ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt [2025-12-02T20:44:38.678353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:38.678384] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:38.678409] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:38.678464] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:38.733452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:38.734199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:38.734279] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:38.734309] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:38.855729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:38.855887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:38.855926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:38.855953] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:38.859338] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=4.35%) [2025-12-02T20:44:38.859624] [INFO ] [FORECASTER] Completed predict_future for XEL [2025-12-02T20:44:38.859748] [INFO ] [sig ] XEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:39.002839] [INFO ] [LOCAL ] Saved forecast: XEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XEL.txt [2025-12-02T20:44:39.002974] [INFO ] [sig ] [3489/3544] Completed XEL in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 18.4s [2025-12-02T20:44:39.003013] [INFO ] [sig ] [3490/3544] Forecasting XENE... [2025-12-02T20:44:39.003041] [INFO ] [sig ] Generating forecast for: XENE [2025-12-02T20:44:39.003070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'. [2025-12-02T20:44:39.013653] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XENE'. [2025-12-02T20:44:39.013953] [INFO ] [FORECASTER] Starting predict_future for XENE [2025-12-02T20:44:39.014725] [DEBUG] [LOCAL ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt [2025-12-02T20:44:39.014772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:39.014802] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:39.014827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:39.014881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:39.070934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:39.071692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:39.071772] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:39.071804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:39.188753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:39.188925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:39.188965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:39.188992] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:39.192331] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=5.92%) [2025-12-02T20:44:39.192620] [INFO ] [FORECASTER] Completed predict_future for XENE [2025-12-02T20:44:39.192744] [INFO ] [sig ] XENE: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:39.331364] [INFO ] [LOCAL ] Saved forecast: XENE 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XENE.txt [2025-12-02T20:44:39.331507] [INFO ] [sig ] [3490/3544] Completed XENE in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 18.1s [2025-12-02T20:44:39.331543] [INFO ] [sig ] [3491/3544] Forecasting XERS... [2025-12-02T20:44:39.331590] [INFO ] [sig ] Generating forecast for: XERS [2025-12-02T20:44:39.331623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'. [2025-12-02T20:44:39.341732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XERS'. [2025-12-02T20:44:39.342023] [INFO ] [FORECASTER] Starting predict_future for XERS [2025-12-02T20:44:39.342795] [DEBUG] [LOCAL ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt [2025-12-02T20:44:39.342843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:39.342872] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:39.342897] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:39.342951] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:39.397500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:39.398294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:39.398377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:39.398414] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:39.515947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:39.516093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:39.516131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:39.516192] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:39.519591] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=20.02%) [2025-12-02T20:44:39.519865] [INFO ] [FORECASTER] Completed predict_future for XERS [2025-12-02T20:44:39.519989] [INFO ] [sig ] XERS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:39.662114] [INFO ] [LOCAL ] Saved forecast: XERS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XERS.txt [2025-12-02T20:44:39.662257] [INFO ] [sig ] [3491/3544] Completed XERS in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 17.8s [2025-12-02T20:44:39.662300] [INFO ] [sig ] [3492/3544] Forecasting XGN... [2025-12-02T20:44:39.662332] [INFO ] [sig ] Generating forecast for: XGN [2025-12-02T20:44:39.662367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'. [2025-12-02T20:44:39.674682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XGN'. [2025-12-02T20:44:39.675081] [INFO ] [FORECASTER] Starting predict_future for XGN [2025-12-02T20:44:39.675882] [DEBUG] [LOCAL ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt [2025-12-02T20:44:39.675930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:39.675961] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:39.675987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:39.676041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:39.731259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:39.731905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:39.731983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:39.732013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:39.849892] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:39.850039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:39.850078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:39.850105] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:39.853367] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=45.21%) [2025-12-02T20:44:39.853664] [INFO ] [FORECASTER] Completed predict_future for XGN [2025-12-02T20:44:39.853784] [INFO ] [sig ] XGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:39.990818] [INFO ] [LOCAL ] Saved forecast: XGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XGN.txt [2025-12-02T20:44:39.990985] [INFO ] [sig ] [3492/3544] Completed XGN in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 17.4s [2025-12-02T20:44:39.991024] [INFO ] [sig ] [3493/3544] Forecasting XOM... [2025-12-02T20:44:39.991054] [INFO ] [sig ] Generating forecast for: XOM [2025-12-02T20:44:39.991085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-12-02T20:44:40.002282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOM'. [2025-12-02T20:44:40.002660] [INFO ] [FORECASTER] Starting predict_future for XOM [2025-12-02T20:44:40.003461] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-12-02T20:44:40.003511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:40.003541] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:40.003565] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:40.003664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:40.060365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:40.061129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:40.061212] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:40.061245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:40.179710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:40.179869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:40.179909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:40.179936] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:40.183210] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=48.36%) [2025-12-02T20:44:40.183471] [INFO ] [FORECASTER] Completed predict_future for XOM [2025-12-02T20:44:40.183603] [INFO ] [sig ] XOM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:40.322841] [INFO ] [LOCAL ] Saved forecast: XOM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XOM.txt [2025-12-02T20:44:40.323015] [INFO ] [sig ] [3493/3544] Completed XOM in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 17.1s [2025-12-02T20:44:40.323055] [INFO ] [sig ] [3494/3544] Forecasting XOMA... [2025-12-02T20:44:40.323086] [INFO ] [sig ] Generating forecast for: XOMA [2025-12-02T20:44:40.323118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'. [2025-12-02T20:44:40.333539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOMA'. [2025-12-02T20:44:40.333888] [INFO ] [FORECASTER] Starting predict_future for XOMA [2025-12-02T20:44:40.334804] [DEBUG] [LOCAL ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt [2025-12-02T20:44:40.334876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:40.334919] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:40.334950] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:40.335010] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:40.392540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:40.393343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:40.393430] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:40.393463] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:40.517012] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:40.517150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:40.517190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:40.517217] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:40.520513] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=99.66%) [2025-12-02T20:44:40.520789] [INFO ] [FORECASTER] Completed predict_future for XOMA [2025-12-02T20:44:40.520906] [INFO ] [sig ] XOMA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:40.658388] [INFO ] [LOCAL ] Saved forecast: XOMA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XOMA.txt [2025-12-02T20:44:40.658525] [INFO ] [sig ] [3494/3544] Completed XOMA in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 16.8s [2025-12-02T20:44:40.658562] [INFO ] [sig ] [3495/3544] Forecasting XOS... [2025-12-02T20:44:40.658625] [INFO ] [sig ] Generating forecast for: XOS [2025-12-02T20:44:40.658658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'. [2025-12-02T20:44:40.669339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOS'. [2025-12-02T20:44:40.669860] [INFO ] [FORECASTER] Starting predict_future for XOS [2025-12-02T20:44:40.670728] [DEBUG] [LOCAL ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt [2025-12-02T20:44:40.670779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:40.670811] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:40.670839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:40.670896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:40.727518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:40.728285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:40.728374] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:40.728413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:40.846437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:40.846608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:40.846651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:40.846677] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:40.849986] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=61.78%) [2025-12-02T20:44:40.850246] [INFO ] [FORECASTER] Completed predict_future for XOS [2025-12-02T20:44:40.850367] [INFO ] [sig ] XOS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:40.987158] [INFO ] [LOCAL ] Saved forecast: XOS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XOS.txt [2025-12-02T20:44:40.987287] [INFO ] [sig ] [3495/3544] Completed XOS in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 16.4s [2025-12-02T20:44:40.987322] [INFO ] [sig ] [3496/3544] Forecasting XP... [2025-12-02T20:44:40.987350] [INFO ] [sig ] Generating forecast for: XP [2025-12-02T20:44:40.987379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'. [2025-12-02T20:44:40.997366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XP'. [2025-12-02T20:44:40.997677] [INFO ] [FORECASTER] Starting predict_future for XP [2025-12-02T20:44:40.998478] [DEBUG] [LOCAL ] No optimal features file found for XP: ./output/feature-sets/XP.txt [2025-12-02T20:44:40.998538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:40.998583] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:40.998612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:40.998667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:41.054187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:41.054889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:41.054968] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:41.055001] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:41.176227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:41.176395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:41.176438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:41.176468] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:41.179863] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=6.22%) [2025-12-02T20:44:41.180132] [INFO ] [FORECASTER] Completed predict_future for XP [2025-12-02T20:44:41.180255] [INFO ] [sig ] XP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:41.317017] [INFO ] [LOCAL ] Saved forecast: XP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XP.txt [2025-12-02T20:44:41.317180] [INFO ] [sig ] [3496/3544] Completed XP in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 16.1s [2025-12-02T20:44:41.317217] [INFO ] [sig ] [3497/3544] Forecasting XPEL... [2025-12-02T20:44:41.317248] [INFO ] [sig ] Generating forecast for: XPEL [2025-12-02T20:44:41.317277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'. [2025-12-02T20:44:41.327838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPEL'. [2025-12-02T20:44:41.328282] [INFO ] [FORECASTER] Starting predict_future for XPEL [2025-12-02T20:44:41.329079] [DEBUG] [LOCAL ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt [2025-12-02T20:44:41.329128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:41.329159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:41.329184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:41.329239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:41.383337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:41.384027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:41.384117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:41.384148] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:41.500481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:41.500649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:41.500690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:41.500716] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:41.503973] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=13.82%) [2025-12-02T20:44:41.504228] [INFO ] [FORECASTER] Completed predict_future for XPEL [2025-12-02T20:44:41.504345] [INFO ] [sig ] XPEL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:41.639712] [INFO ] [LOCAL ] Saved forecast: XPEL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XPEL.txt [2025-12-02T20:44:41.639863] [INFO ] [sig ] [3497/3544] Completed XPEL in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 15.8s [2025-12-02T20:44:41.639906] [INFO ] [sig ] [3498/3544] Forecasting XPO... [2025-12-02T20:44:41.639936] [INFO ] [sig ] Generating forecast for: XPO [2025-12-02T20:44:41.639964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-12-02T20:44:41.650139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPO'. [2025-12-02T20:44:41.650451] [INFO ] [FORECASTER] Starting predict_future for XPO [2025-12-02T20:44:41.651219] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-12-02T20:44:41.651267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:41.651296] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:41.651323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:41.651376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:41.705739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:41.706548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:41.706676] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:41.706708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:41.823724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:41.823878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:41.823918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:41.823947] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:41.827189] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=20.51%) [2025-12-02T20:44:41.827474] [INFO ] [FORECASTER] Completed predict_future for XPO [2025-12-02T20:44:41.827616] [INFO ] [sig ] XPO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:41.963909] [INFO ] [LOCAL ] Saved forecast: XPO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XPO.txt [2025-12-02T20:44:41.964045] [INFO ] [sig ] [3498/3544] Completed XPO in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 15.4s [2025-12-02T20:44:41.964080] [INFO ] [sig ] [3499/3544] Forecasting XPOF... [2025-12-02T20:44:41.964109] [INFO ] [sig ] Generating forecast for: XPOF [2025-12-02T20:44:41.964139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-12-02T20:44:41.974934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPOF'. [2025-12-02T20:44:41.975322] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-12-02T20:44:41.976135] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-12-02T20:44:41.976183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:41.976214] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:41.976239] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:41.976294] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:42.032032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:42.032872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:42.032954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:42.032985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:42.159708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:42.159856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:42.159896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:42.159923] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:42.163211] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=3.06%) [2025-12-02T20:44:42.163498] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-12-02T20:44:42.163659] [INFO ] [sig ] XPOF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:42.303368] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XPOF.txt [2025-12-02T20:44:42.303544] [INFO ] [sig ] [3499/3544] Completed XPOF in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 15.1s [2025-12-02T20:44:42.303605] [INFO ] [sig ] [3500/3544] Forecasting XPON... [2025-12-02T20:44:42.303826] [INFO ] [sig ] Generating forecast for: XPON [2025-12-02T20:44:42.303855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'. [2025-12-02T20:44:42.315503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPON'. [2025-12-02T20:44:42.316039] [INFO ] [FORECASTER] Starting predict_future for XPON [2025-12-02T20:44:42.316853] [DEBUG] [LOCAL ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt [2025-12-02T20:44:42.316902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:42.316933] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:42.316959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:42.317024] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:42.376535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:42.377263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:42.377341] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:42.377372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:42.498540] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:42.498699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:42.498738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:42.498765] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:42.502003] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=81.71%) [2025-12-02T20:44:42.502260] [INFO ] [FORECASTER] Completed predict_future for XPON [2025-12-02T20:44:42.502372] [INFO ] [sig ] XPON: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:42.642968] [INFO ] [LOCAL ] Saved forecast: XPON 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XPON.txt [2025-12-02T20:44:42.643097] [INFO ] [sig ] [3500/3544] Completed XPON in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 14.7s [2025-12-02T20:44:42.643134] [INFO ] [sig ] [3501/3544] Forecasting XPRO... [2025-12-02T20:44:42.643162] [INFO ] [sig ] Generating forecast for: XPRO [2025-12-02T20:44:42.643190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-12-02T20:44:42.653380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPRO'. [2025-12-02T20:44:42.653647] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-12-02T20:44:42.654402] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-12-02T20:44:42.654454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:42.654486] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:42.654511] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:42.654565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:42.710664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:42.711225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:42.711301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:42.711330] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:42.828465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:42.828586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:42.828639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:42.828668] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:42.831683] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=10.98%) [2025-12-02T20:44:42.831934] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-12-02T20:44:42.832047] [INFO ] [sig ] XPRO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:42.968690] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XPRO.txt [2025-12-02T20:44:42.968819] [INFO ] [sig ] [3501/3544] Completed XPRO in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 14.4s [2025-12-02T20:44:42.968855] [INFO ] [sig ] [3502/3544] Forecasting XRAY... [2025-12-02T20:44:42.968883] [INFO ] [sig ] Generating forecast for: XRAY [2025-12-02T20:44:42.968911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'. [2025-12-02T20:44:42.978925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRAY'. [2025-12-02T20:44:42.979181] [INFO ] [FORECASTER] Starting predict_future for XRAY [2025-12-02T20:44:42.979957] [DEBUG] [LOCAL ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt [2025-12-02T20:44:42.980005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:42.980035] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:42.980061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:42.980115] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:43.035847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:43.036448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:43.036524] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:43.036555] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:43.153760] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:43.153870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:43.153906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:43.153932] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:43.157042] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=95.63%) [2025-12-02T20:44:43.157297] [INFO ] [FORECASTER] Completed predict_future for XRAY [2025-12-02T20:44:43.157411] [INFO ] [sig ] XRAY: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:43.297102] [INFO ] [LOCAL ] Saved forecast: XRAY 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XRAY.txt [2025-12-02T20:44:43.297206] [INFO ] [sig ] [3502/3544] Completed XRAY in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 14.1s [2025-12-02T20:44:43.297240] [INFO ] [sig ] [3503/3544] Forecasting XRX... [2025-12-02T20:44:43.297265] [INFO ] [sig ] Generating forecast for: XRX [2025-12-02T20:44:43.297293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'. [2025-12-02T20:44:43.307040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRX'. [2025-12-02T20:44:43.307288] [INFO ] [FORECASTER] Starting predict_future for XRX [2025-12-02T20:44:43.308081] [DEBUG] [LOCAL ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt [2025-12-02T20:44:43.308129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:43.308159] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:43.308185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:43.308239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:43.363255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:43.363852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:43.363934] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:43.363966] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:43.478655] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:43.478763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:43.478797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:43.478823] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:43.481948] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=82.99%) [2025-12-02T20:44:43.482199] [INFO ] [FORECASTER] Completed predict_future for XRX [2025-12-02T20:44:43.482315] [INFO ] [sig ] XRX: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:43.620225] [INFO ] [LOCAL ] Saved forecast: XRX 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XRX.txt [2025-12-02T20:44:43.620327] [INFO ] [sig ] [3503/3544] Completed XRX in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 13.7s [2025-12-02T20:44:43.620361] [INFO ] [sig ] [3504/3544] Forecasting XTIA... [2025-12-02T20:44:43.620389] [INFO ] [sig ] Generating forecast for: XTIA [2025-12-02T20:44:43.620417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'. [2025-12-02T20:44:43.632835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XTIA'. [2025-12-02T20:44:43.633305] [INFO ] [FORECASTER] Starting predict_future for XTIA [2025-12-02T20:44:43.634461] [DEBUG] [LOCAL ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt [2025-12-02T20:44:43.634524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:43.634590] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:43.634631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:43.634713] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:43.711680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:43.712637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:43.712723] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:43.712754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:43.843865] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:43.844031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:43.844073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:43.844101] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:43.847518] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=8.37%) [2025-12-02T20:44:43.847821] [INFO ] [FORECASTER] Completed predict_future for XTIA [2025-12-02T20:44:43.847966] [INFO ] [sig ] XTIA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:44.004663] [INFO ] [LOCAL ] Saved forecast: XTIA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XTIA.txt [2025-12-02T20:44:44.004815] [INFO ] [sig ] [3504/3544] Completed XTIA in 0.4s | 2.98 sym/s | Total: 19.6m | ETA: 13.4s [2025-12-02T20:44:44.004854] [INFO ] [sig ] [3505/3544] Forecasting XTKG... [2025-12-02T20:44:44.004883] [INFO ] [sig ] Generating forecast for: XTKG [2025-12-02T20:44:44.004912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'. [2025-12-02T20:44:44.014767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XTKG'. [2025-12-02T20:44:44.015086] [INFO ] [FORECASTER] Starting predict_future for XTKG [2025-12-02T20:44:44.015867] [DEBUG] [LOCAL ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt [2025-12-02T20:44:44.015915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:44.015983] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:44.016011] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:44.016065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:44.072136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:44.072989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:44.073073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:44.073105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:44.192880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:44.193026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:44.193064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:44.193090] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:44.196311] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-12-02T20:44:44.196623] [INFO ] [FORECASTER] Completed predict_future for XTKG [2025-12-02T20:44:44.196749] [INFO ] [sig ] XTKG: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:44.334780] [INFO ] [LOCAL ] Saved forecast: XTKG 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XTKG.txt [2025-12-02T20:44:44.334922] [INFO ] [sig ] [3505/3544] Completed XTKG in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 13.1s [2025-12-02T20:44:44.334960] [INFO ] [sig ] [3506/3544] Forecasting XYF... [2025-12-02T20:44:44.334988] [INFO ] [sig ] Generating forecast for: XYF [2025-12-02T20:44:44.335017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-12-02T20:44:44.345717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYF'. [2025-12-02T20:44:44.346037] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-12-02T20:44:44.346955] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-12-02T20:44:44.347006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:44.347038] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:44.347064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:44.347119] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:44.404124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:44.404778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:44.404853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:44.404884] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:44.523482] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:44.523617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:44.523657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:44.523684] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:44.526879] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=11.80%) [2025-12-02T20:44:44.527135] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-12-02T20:44:44.527252] [INFO ] [sig ] XYF: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:44.663728] [INFO ] [LOCAL ] Saved forecast: XYF 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/XYF.txt [2025-12-02T20:44:44.663838] [INFO ] [sig ] [3506/3544] Completed XYF in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 12.7s [2025-12-02T20:44:44.663874] [INFO ] [sig ] [3507/3544] Forecasting XYL... [2025-12-02T20:44:44.663903] [INFO ] [sig ] Generating forecast for: XYL [2025-12-02T20:44:44.663931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-12-02T20:44:44.674288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYL'. [2025-12-02T20:44:44.674586] [INFO ] [FORECASTER] Starting predict_future for XYL [2025-12-02T20:44:44.675346] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-12-02T20:44:44.675394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:44.675425] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:44.675451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:44.675504] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:44.732028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:44.732627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:44.732702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:44.732732] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:44.851283] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:44.851398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:44.851434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:44.851461] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:44.854550] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=56.60%) [2025-12-02T20:44:44.854833] [INFO ] [FORECASTER] Completed predict_future for XYL [2025-12-02T20:44:44.854947] [INFO ] [sig ] XYL: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:44.991099] [INFO ] [LOCAL ] Saved forecast: XYL 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/XYL.txt [2025-12-02T20:44:44.991207] [INFO ] [sig ] [3507/3544] Completed XYL in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 12.4s [2025-12-02T20:44:44.991242] [INFO ] [sig ] [3508/3544] Forecasting YALA... [2025-12-02T20:44:44.991269] [INFO ] [sig ] Generating forecast for: YALA [2025-12-02T20:44:44.991298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-12-02T20:44:45.001155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YALA'. [2025-12-02T20:44:45.001412] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-12-02T20:44:45.002188] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-12-02T20:44:45.002236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:45.002266] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:45.002291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:45.002345] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:45.057153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:45.057739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:45.057811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:45.057841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:45.174940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:45.175052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:45.175088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:45.175144] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:45.178311] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=88.84%) [2025-12-02T20:44:45.178585] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-12-02T20:44:45.178708] [INFO ] [sig ] YALA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:45.314104] [INFO ] [LOCAL ] Saved forecast: YALA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/YALA.txt [2025-12-02T20:44:45.314223] [INFO ] [sig ] [3508/3544] Completed YALA in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 12.1s [2025-12-02T20:44:45.314259] [INFO ] [sig ] [3509/3544] Forecasting YELP... [2025-12-02T20:44:45.314293] [INFO ] [sig ] Generating forecast for: YELP [2025-12-02T20:44:45.314322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-12-02T20:44:45.324148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YELP'. [2025-12-02T20:44:45.324405] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-12-02T20:44:45.325179] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-12-02T20:44:45.325227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:45.325257] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:45.325282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:45.325336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:45.380586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:45.381156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:45.381228] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:45.381259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:45.502869] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:45.502990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:45.503028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:45.503055] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:45.506225] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=93.36%) [2025-12-02T20:44:45.506480] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-12-02T20:44:45.506621] [INFO ] [sig ] YELP: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:45.644587] [INFO ] [LOCAL ] Saved forecast: YELP 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/YELP.txt [2025-12-02T20:44:45.644708] [INFO ] [sig ] [3509/3544] Completed YELP in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 11.7s [2025-12-02T20:44:45.644745] [INFO ] [sig ] [3510/3544] Forecasting YETI... [2025-12-02T20:44:45.644772] [INFO ] [sig ] Generating forecast for: YETI [2025-12-02T20:44:45.644800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-12-02T20:44:45.654730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YETI'. [2025-12-02T20:44:45.654996] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-12-02T20:44:45.655777] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-12-02T20:44:45.655825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:45.655855] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:45.655880] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:45.655934] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:45.713101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:45.713743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:45.713820] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:45.713851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:45.834670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:45.834783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:45.834820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:45.834848] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:45.837936] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=3.71%) [2025-12-02T20:44:45.838204] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-12-02T20:44:45.838318] [INFO ] [sig ] YETI: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:45.974540] [INFO ] [LOCAL ] Saved forecast: YETI 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/YETI.txt [2025-12-02T20:44:45.974667] [INFO ] [sig ] [3510/3544] Completed YETI in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 11.4s [2025-12-02T20:44:45.974704] [INFO ] [sig ] [3511/3544] Forecasting YMM... [2025-12-02T20:44:45.974732] [INFO ] [sig ] Generating forecast for: YMM [2025-12-02T20:44:45.974761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-12-02T20:44:45.984806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YMM'. [2025-12-02T20:44:45.985067] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-12-02T20:44:45.985832] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-12-02T20:44:45.985880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:45.985910] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:45.985936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:45.985989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:46.041306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:46.041881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:46.041953] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:46.041983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:46.159876] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:46.159980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:46.160015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:46.160041] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:46.163154] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=9.95%) [2025-12-02T20:44:46.163406] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-12-02T20:44:46.163520] [INFO ] [sig ] YMM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:46.299566] [INFO ] [LOCAL ] Saved forecast: YMM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/YMM.txt [2025-12-02T20:44:46.299703] [INFO ] [sig ] [3511/3544] Completed YMM in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 11.1s [2025-12-02T20:44:46.299738] [INFO ] [sig ] [3512/3544] Forecasting YPF... [2025-12-02T20:44:46.299765] [INFO ] [sig ] Generating forecast for: YPF [2025-12-02T20:44:46.299795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-12-02T20:44:46.309791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YPF'. [2025-12-02T20:44:46.310063] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-12-02T20:44:46.310839] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-12-02T20:44:46.310887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:46.310917] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:46.310942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:46.310996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:46.366484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:46.367071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:46.367145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:46.367175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:46.489329] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:46.489423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:46.489462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:46.489500] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:46.492756] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=53.52%) [2025-12-02T20:44:46.493010] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-12-02T20:44:46.493126] [INFO ] [sig ] YPF: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:46.630794] [INFO ] [LOCAL ] Saved forecast: YPF 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/YPF.txt [2025-12-02T20:44:46.630918] [INFO ] [sig ] [3512/3544] Completed YPF in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 10.7s [2025-12-02T20:44:46.630954] [INFO ] [sig ] [3513/3544] Forecasting YQQQ... [2025-12-02T20:44:46.630983] [INFO ] [sig ] Generating forecast for: YQQQ [2025-12-02T20:44:46.631010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'. [2025-12-02T20:44:46.641644] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'. [2025-12-02T20:44:46.641913] [INFO ] [FORECASTER] Starting predict_future for YQQQ [2025-12-02T20:44:46.642720] [DEBUG] [LOCAL ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt [2025-12-02T20:44:46.642770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:46.642800] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:46.642827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:46.642883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:46.700678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:46.701282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:46.701359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:46.701390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:46.816417] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:46.816546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:46.816599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:46.816627] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:46.819788] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=85.95%) [2025-12-02T20:44:46.820040] [INFO ] [FORECASTER] Completed predict_future for YQQQ [2025-12-02T20:44:46.820156] [INFO ] [sig ] YQQQ: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:46.959265] [INFO ] [LOCAL ] Saved forecast: YQQQ 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/YQQQ.txt [2025-12-02T20:44:46.959383] [INFO ] [sig ] [3513/3544] Completed YQQQ in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 10.4s [2025-12-02T20:44:46.959420] [INFO ] [sig ] [3514/3544] Forecasting YRD... [2025-12-02T20:44:46.959450] [INFO ] [sig ] Generating forecast for: YRD [2025-12-02T20:44:46.959479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-12-02T20:44:46.969750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YRD'. [2025-12-02T20:44:46.970010] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-12-02T20:44:46.970781] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-12-02T20:44:46.970830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:46.970859] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:46.970885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:46.970939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:47.026489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:47.027087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:47.027162] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:47.027202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:47.141893] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:47.141999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:47.142035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:47.142062] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:47.145184] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=99.63%) [2025-12-02T20:44:47.145433] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-12-02T20:44:47.145550] [INFO ] [sig ] YRD: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:47.283813] [INFO ] [LOCAL ] Saved forecast: YRD 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/YRD.txt [2025-12-02T20:44:47.283932] [INFO ] [sig ] [3514/3544] Completed YRD in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 10.1s [2025-12-02T20:44:47.283968] [INFO ] [sig ] [3515/3544] Forecasting YSG... [2025-12-02T20:44:47.283996] [INFO ] [sig ] Generating forecast for: YSG [2025-12-02T20:44:47.284025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-12-02T20:44:47.294073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YSG'. [2025-12-02T20:44:47.294335] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-12-02T20:44:47.295092] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-12-02T20:44:47.295140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:47.295170] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:47.295195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:47.295250] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:47.351272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:47.351875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:47.351974] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:47.352005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:47.472789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:47.472910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:47.472947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:47.472974] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:47.476203] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=38.79%) [2025-12-02T20:44:47.476457] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-12-02T20:44:47.476611] [INFO ] [sig ] YSG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:47.613177] [INFO ] [LOCAL ] Saved forecast: YSG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/YSG.txt [2025-12-02T20:44:47.613290] [INFO ] [sig ] [3515/3544] Completed YSG in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 9.7s [2025-12-02T20:44:47.613326] [INFO ] [sig ] [3516/3544] Forecasting YTRA... [2025-12-02T20:44:47.613354] [INFO ] [sig ] Generating forecast for: YTRA [2025-12-02T20:44:47.613382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'. [2025-12-02T20:44:47.623185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YTRA'. [2025-12-02T20:44:47.623440] [INFO ] [FORECASTER] Starting predict_future for YTRA [2025-12-02T20:44:47.624238] [DEBUG] [LOCAL ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt [2025-12-02T20:44:47.624287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:47.624316] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:47.624341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:47.624405] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:47.687531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:47.688511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:47.688654] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:47.688716] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:47.813057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:47.813201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:47.813243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:47.813272] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:47.816664] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=16.15%) [2025-12-02T20:44:47.816927] [INFO ] [FORECASTER] Completed predict_future for YTRA [2025-12-02T20:44:47.817050] [INFO ] [sig ] YTRA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:47.965411] [INFO ] [LOCAL ] Saved forecast: YTRA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/YTRA.txt [2025-12-02T20:44:47.965600] [INFO ] [sig ] [3516/3544] Completed YTRA in 0.4s | 2.98 sym/s | Total: 19.6m | ETA: 9.4s [2025-12-02T20:44:47.965644] [INFO ] [sig ] [3517/3544] Forecasting YUM... [2025-12-02T20:44:47.965677] [INFO ] [sig ] Generating forecast for: YUM [2025-12-02T20:44:47.965708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-12-02T20:44:47.976560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUM'. [2025-12-02T20:44:47.976943] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-12-02T20:44:47.977972] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-12-02T20:44:47.978032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:47.978071] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:47.978106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:47.978187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:48.035510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:48.036343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:48.036428] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:48.036460] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:48.151041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:48.151194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:48.151234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:48.151262] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:48.154530] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=49.82%) [2025-12-02T20:44:48.154815] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-12-02T20:44:48.154937] [INFO ] [sig ] YUM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:48.297524] [INFO ] [LOCAL ] Saved forecast: YUM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/YUM.txt [2025-12-02T20:44:48.297715] [INFO ] [sig ] [3517/3544] Completed YUM in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 9.0s [2025-12-02T20:44:48.297761] [INFO ] [sig ] [3518/3544] Forecasting YUMC... [2025-12-02T20:44:48.297791] [INFO ] [sig ] Generating forecast for: YUMC [2025-12-02T20:44:48.297822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-12-02T20:44:48.309339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUMC'. [2025-12-02T20:44:48.309759] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-12-02T20:44:48.310563] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-12-02T20:44:48.310664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:48.310703] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:48.310736] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:48.310795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:48.369152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:48.370034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:48.370119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:48.370151] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:48.498372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:48.498542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:48.498620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:48.498653] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:48.502492] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=61.45%) [2025-12-02T20:44:48.502855] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-12-02T20:44:48.502995] [INFO ] [sig ] YUMC: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:48.642495] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/YUMC.txt [2025-12-02T20:44:48.642715] [INFO ] [sig ] [3518/3544] Completed YUMC in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 8.7s [2025-12-02T20:44:48.642755] [INFO ] [sig ] [3519/3544] Forecasting Z... [2025-12-02T20:44:48.642785] [INFO ] [sig ] Generating forecast for: Z [2025-12-02T20:44:48.642813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'. [2025-12-02T20:44:48.653912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'Z'. [2025-12-02T20:44:48.654293] [INFO ] [FORECASTER] Starting predict_future for Z [2025-12-02T20:44:48.655282] [DEBUG] [LOCAL ] No optimal features file found for Z: ./output/feature-sets/Z.txt [2025-12-02T20:44:48.655332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:48.655362] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:48.655387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:48.655441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:48.710361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:48.711232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:48.711320] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:48.711351] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:48.833764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:48.833918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:48.833958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:48.833985] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:48.837257] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=11.54%) [2025-12-02T20:44:48.837525] [INFO ] [FORECASTER] Completed predict_future for Z [2025-12-02T20:44:48.837665] [INFO ] [sig ] Z: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:48.973073] [INFO ] [LOCAL ] Saved forecast: Z 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/Z.txt [2025-12-02T20:44:48.973213] [INFO ] [sig ] [3519/3544] Completed Z in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 8.4s [2025-12-02T20:44:48.973250] [INFO ] [sig ] [3520/3544] Forecasting ZBH... [2025-12-02T20:44:48.973279] [INFO ] [sig ] Generating forecast for: ZBH [2025-12-02T20:44:48.973308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-12-02T20:44:48.984221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBH'. [2025-12-02T20:44:48.984555] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-12-02T20:44:48.985366] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-12-02T20:44:48.985415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:48.985445] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:48.985470] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:48.985523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:49.042314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:49.043100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:49.043182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:49.043221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:49.165148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:49.165308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:49.165366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:49.165396] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:49.169347] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=25.26%) [2025-12-02T20:44:49.169742] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-12-02T20:44:49.169879] [INFO ] [sig ] ZBH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:49.304865] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZBH.txt [2025-12-02T20:44:49.304988] [INFO ] [sig ] [3520/3544] Completed ZBH in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 8.0s [2025-12-02T20:44:49.305025] [INFO ] [sig ] [3521/3544] Forecasting ZBIO... [2025-12-02T20:44:49.305053] [INFO ] [sig ] Generating forecast for: ZBIO [2025-12-02T20:44:49.305080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'. [2025-12-02T20:44:49.315229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'. [2025-12-02T20:44:49.315500] [INFO ] [FORECASTER] Starting predict_future for ZBIO [2025-12-02T20:44:49.316269] [DEBUG] [LOCAL ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt [2025-12-02T20:44:49.316317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:49.316348] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:49.316374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:49.316428] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:49.371229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:49.372114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:49.372191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:49.372221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:49.493013] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:49.493160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:49.493197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:49.493224] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:49.496505] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=80.26%) [2025-12-02T20:44:49.496785] [INFO ] [FORECASTER] Completed predict_future for ZBIO [2025-12-02T20:44:49.496908] [INFO ] [sig ] ZBIO: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:49.647125] [INFO ] [LOCAL ] Saved forecast: ZBIO 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZBIO.txt [2025-12-02T20:44:49.647268] [INFO ] [sig ] [3521/3544] Completed ZBIO in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 7.7s [2025-12-02T20:44:49.647305] [INFO ] [sig ] [3522/3544] Forecasting ZBRA... [2025-12-02T20:44:49.647334] [INFO ] [sig ] Generating forecast for: ZBRA [2025-12-02T20:44:49.647362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'. [2025-12-02T20:44:49.657561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'. [2025-12-02T20:44:49.657960] [INFO ] [FORECASTER] Starting predict_future for ZBRA [2025-12-02T20:44:49.658788] [DEBUG] [LOCAL ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt [2025-12-02T20:44:49.658836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:49.658891] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:49.658918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:49.658972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:49.714236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:49.715047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:49.715124] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:49.715155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:49.832695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:49.832842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:49.832880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:49.832907] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:49.836133] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=91.70%) [2025-12-02T20:44:49.836390] [INFO ] [FORECASTER] Completed predict_future for ZBRA [2025-12-02T20:44:49.836505] [INFO ] [sig ] ZBRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:49.972082] [INFO ] [LOCAL ] Saved forecast: ZBRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZBRA.txt [2025-12-02T20:44:49.972201] [INFO ] [sig ] [3522/3544] Completed ZBRA in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 7.4s [2025-12-02T20:44:49.972237] [INFO ] [sig ] [3523/3544] Forecasting ZD... [2025-12-02T20:44:49.972265] [INFO ] [sig ] Generating forecast for: ZD [2025-12-02T20:44:49.972292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'. [2025-12-02T20:44:49.983140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZD'. [2025-12-02T20:44:49.983500] [INFO ] [FORECASTER] Starting predict_future for ZD [2025-12-02T20:44:49.984310] [DEBUG] [LOCAL ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt [2025-12-02T20:44:49.984359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:49.984389] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:49.984414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:49.984468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:50.038974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:50.039851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:50.039936] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:50.039966] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:50.157848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:50.158020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:50.158063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:50.158090] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:50.161454] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=20.06%) [2025-12-02T20:44:50.161748] [INFO ] [FORECASTER] Completed predict_future for ZD [2025-12-02T20:44:50.161867] [INFO ] [sig ] ZD: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:50.298555] [INFO ] [LOCAL ] Saved forecast: ZD 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZD.txt [2025-12-02T20:44:50.298698] [INFO ] [sig ] [3523/3544] Completed ZD in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 7.0s [2025-12-02T20:44:50.298735] [INFO ] [sig ] [3524/3544] Forecasting ZEPP... [2025-12-02T20:44:50.298762] [INFO ] [sig ] Generating forecast for: ZEPP [2025-12-02T20:44:50.298790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-12-02T20:44:50.309113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'. [2025-12-02T20:44:50.309424] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-12-02T20:44:50.310227] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-12-02T20:44:50.310280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:50.310311] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:50.310336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:50.310389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:50.365806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:50.366399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:50.366476] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:50.366507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:50.477629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:50.477777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:50.477818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:50.477847] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:50.481234] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=5.05%) [2025-12-02T20:44:50.481512] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-12-02T20:44:50.481673] [INFO ] [sig ] ZEPP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:50.623121] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZEPP.txt [2025-12-02T20:44:50.623268] [INFO ] [sig ] [3524/3544] Completed ZEPP in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 6.7s [2025-12-02T20:44:50.623306] [INFO ] [sig ] [3525/3544] Forecasting ZETA... [2025-12-02T20:44:50.623335] [INFO ] [sig ] Generating forecast for: ZETA [2025-12-02T20:44:50.623363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-12-02T20:44:50.634271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZETA'. [2025-12-02T20:44:50.634679] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-12-02T20:44:50.635440] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-12-02T20:44:50.635489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:50.635519] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:50.635544] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:50.635626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:50.692212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:50.693029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:50.693108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:50.693138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:50.817085] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:50.817231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:50.817288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:50.817348] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:50.820686] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=94.28%) [2025-12-02T20:44:50.820955] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-12-02T20:44:50.821077] [INFO ] [sig ] ZETA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:50.960208] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZETA.txt [2025-12-02T20:44:50.960356] [INFO ] [sig ] [3525/3544] Completed ZETA in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 6.4s [2025-12-02T20:44:50.960396] [INFO ] [sig ] [3526/3544] Forecasting ZEUS... [2025-12-02T20:44:50.960426] [INFO ] [sig ] Generating forecast for: ZEUS [2025-12-02T20:44:50.960456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'. [2025-12-02T20:44:50.971168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'. [2025-12-02T20:44:50.971503] [INFO ] [FORECASTER] Starting predict_future for ZEUS [2025-12-02T20:44:50.972304] [DEBUG] [LOCAL ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt [2025-12-02T20:44:50.972356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:50.972387] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:50.972413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:50.972468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:51.029677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:51.030490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:51.030569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:51.030621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:51.151732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:51.151881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:51.151923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:51.151951] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:51.155225] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=30.59%) [2025-12-02T20:44:51.155480] [INFO ] [FORECASTER] Completed predict_future for ZEUS [2025-12-02T20:44:51.155617] [INFO ] [sig ] ZEUS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:51.292252] [INFO ] [LOCAL ] Saved forecast: ZEUS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZEUS.txt [2025-12-02T20:44:51.292377] [INFO ] [sig ] [3526/3544] Completed ZEUS in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 6.0s [2025-12-02T20:44:51.292413] [INFO ] [sig ] [3527/3544] Forecasting ZG... [2025-12-02T20:44:51.292442] [INFO ] [sig ] Generating forecast for: ZG [2025-12-02T20:44:51.292470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'. [2025-12-02T20:44:51.302126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZG'. [2025-12-02T20:44:51.302409] [INFO ] [FORECASTER] Starting predict_future for ZG [2025-12-02T20:44:51.303196] [DEBUG] [LOCAL ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt [2025-12-02T20:44:51.303245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:51.303275] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:51.303300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:51.303354] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:51.358362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:51.359035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:51.359109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:51.359139] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:51.478956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:51.479100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:51.479138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:51.479166] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:51.482378] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: DOWN (p=48.16%) [2025-12-02T20:44:51.482662] [INFO ] [FORECASTER] Completed predict_future for ZG [2025-12-02T20:44:51.482798] [INFO ] [sig ] ZG: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:51.621490] [INFO ] [LOCAL ] Saved forecast: ZG 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZG.txt [2025-12-02T20:44:51.621664] [INFO ] [sig ] [3527/3544] Completed ZG in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 5.7s [2025-12-02T20:44:51.621712] [INFO ] [sig ] [3528/3544] Forecasting ZGN... [2025-12-02T20:44:51.621747] [INFO ] [sig ] Generating forecast for: ZGN [2025-12-02T20:44:51.621781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-12-02T20:44:51.632749] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZGN'. [2025-12-02T20:44:51.633093] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-12-02T20:44:51.633915] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-12-02T20:44:51.633965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:51.633995] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:51.634020] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:51.634075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:51.689034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:51.689795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:51.689873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:51.689904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:51.809686] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:51.809831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:51.809869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:51.809895] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:51.813241] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=0.90%) [2025-12-02T20:44:51.813505] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-12-02T20:44:51.813643] [INFO ] [sig ] ZGN: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:51.949298] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZGN.txt [2025-12-02T20:44:51.949444] [INFO ] [sig ] [3528/3544] Completed ZGN in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 5.4s [2025-12-02T20:44:51.949479] [INFO ] [sig ] [3529/3544] Forecasting ZH... [2025-12-02T20:44:51.949507] [INFO ] [sig ] Generating forecast for: ZH [2025-12-02T20:44:51.949536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-12-02T20:44:51.960087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZH'. [2025-12-02T20:44:51.960422] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-12-02T20:44:51.961254] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-12-02T20:44:51.961304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:51.961346] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:51.961375] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:51.961430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:52.016729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:52.017510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:52.017606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:52.017640] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:52.132333] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:52.132486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:52.132525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:52.132552] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:52.135778] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=12.78%) [2025-12-02T20:44:52.136031] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-12-02T20:44:52.136148] [INFO ] [sig ] ZH: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:52.270857] [INFO ] [LOCAL ] Saved forecast: ZH 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZH.txt [2025-12-02T20:44:52.270990] [INFO ] [sig ] [3529/3544] Completed ZH in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 5.0s [2025-12-02T20:44:52.271027] [INFO ] [sig ] [3530/3544] Forecasting ZIM... [2025-12-02T20:44:52.271055] [INFO ] [sig ] Generating forecast for: ZIM [2025-12-02T20:44:52.271083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-12-02T20:44:52.281955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIM'. [2025-12-02T20:44:52.282323] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-12-02T20:44:52.283158] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-12-02T20:44:52.283209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:52.283239] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:52.283265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:52.283321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:52.340498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:52.341352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:52.341442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:52.341474] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:52.460930] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:52.461093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:52.461143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:52.461176] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:52.465618] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=4.61%) [2025-12-02T20:44:52.466104] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-12-02T20:44:52.466256] [INFO ] [sig ] ZIM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:52.621708] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZIM.txt [2025-12-02T20:44:52.621846] [INFO ] [sig ] [3530/3544] Completed ZIM in 0.4s | 2.98 sym/s | Total: 19.7m | ETA: 4.7s [2025-12-02T20:44:52.621882] [INFO ] [sig ] [3531/3544] Forecasting ZION... [2025-12-02T20:44:52.621910] [INFO ] [sig ] Generating forecast for: ZION [2025-12-02T20:44:52.621939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'. [2025-12-02T20:44:52.632211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZION'. [2025-12-02T20:44:52.632601] [INFO ] [FORECASTER] Starting predict_future for ZION [2025-12-02T20:44:52.633389] [DEBUG] [LOCAL ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt [2025-12-02T20:44:52.633438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:52.633469] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:52.633494] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:52.633549] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:52.689249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:52.690010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:52.690092] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:52.690123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:52.814374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:52.814511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:52.814550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:52.814593] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:52.817811] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=90.89%) [2025-12-02T20:44:52.818080] [INFO ] [FORECASTER] Completed predict_future for ZION [2025-12-02T20:44:52.818196] [INFO ] [sig ] ZION: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:52.952264] [INFO ] [LOCAL ] Saved forecast: ZION 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZION.txt [2025-12-02T20:44:52.952391] [INFO ] [sig ] [3531/3544] Completed ZION in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 4.4s [2025-12-02T20:44:52.952427] [INFO ] [sig ] [3532/3544] Forecasting ZIP... [2025-12-02T20:44:52.952456] [INFO ] [sig ] Generating forecast for: ZIP [2025-12-02T20:44:52.952484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-12-02T20:44:52.962320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIP'. [2025-12-02T20:44:52.962686] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-12-02T20:44:52.963439] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-12-02T20:44:52.963487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:52.963517] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:52.963543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:52.963627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:53.018132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:53.018836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:53.018940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:53.018972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:53.138462] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:53.138620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:53.138659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:53.138686] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:53.141906] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=2.93%) [2025-12-02T20:44:53.142163] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-12-02T20:44:53.142280] [INFO ] [sig ] ZIP: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:53.278084] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZIP.txt [2025-12-02T20:44:53.278234] [INFO ] [sig ] [3532/3544] Completed ZIP in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 4.0s [2025-12-02T20:44:53.278272] [INFO ] [sig ] [3533/3544] Forecasting ZLAB... [2025-12-02T20:44:53.278309] [INFO ] [sig ] Generating forecast for: ZLAB [2025-12-02T20:44:53.278340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'. [2025-12-02T20:44:53.288319] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'. [2025-12-02T20:44:53.288666] [INFO ] [FORECASTER] Starting predict_future for ZLAB [2025-12-02T20:44:53.289458] [DEBUG] [LOCAL ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt [2025-12-02T20:44:53.289505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:53.289538] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:53.289563] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:53.289652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:53.343729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:53.344505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:53.344606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:53.344639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:53.464925] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:53.465076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:53.465114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:53.465141] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:53.468469] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=86.22%) [2025-12-02T20:44:53.468792] [INFO ] [FORECASTER] Completed predict_future for ZLAB [2025-12-02T20:44:53.468925] [INFO ] [sig ] ZLAB: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:53.603747] [INFO ] [LOCAL ] Saved forecast: ZLAB 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZLAB.txt [2025-12-02T20:44:53.603888] [INFO ] [sig ] [3533/3544] Completed ZLAB in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 3.7s [2025-12-02T20:44:53.603925] [INFO ] [sig ] [3534/3544] Forecasting ZM... [2025-12-02T20:44:53.603953] [INFO ] [sig ] Generating forecast for: ZM [2025-12-02T20:44:53.603982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'. [2025-12-02T20:44:53.613722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZM'. [2025-12-02T20:44:53.614060] [INFO ] [FORECASTER] Starting predict_future for ZM [2025-12-02T20:44:53.614862] [DEBUG] [LOCAL ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt [2025-12-02T20:44:53.614910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:53.614941] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:53.614966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:53.615021] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:53.669339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:53.670214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:53.670298] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:53.670329] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:53.788922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:53.789074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:53.789114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:53.789140] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:53.792433] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=2.04%) [2025-12-02T20:44:53.792721] [INFO ] [FORECASTER] Completed predict_future for ZM [2025-12-02T20:44:53.792847] [INFO ] [sig ] ZM: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:53.928677] [INFO ] [LOCAL ] Saved forecast: ZM 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZM.txt [2025-12-02T20:44:53.928832] [INFO ] [sig ] [3534/3544] Completed ZM in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 3.4s [2025-12-02T20:44:53.928869] [INFO ] [sig ] [3535/3544] Forecasting ZNTL... [2025-12-02T20:44:53.928897] [INFO ] [sig ] Generating forecast for: ZNTL [2025-12-02T20:44:53.928924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'. [2025-12-02T20:44:53.939552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'. [2025-12-02T20:44:53.939989] [INFO ] [FORECASTER] Starting predict_future for ZNTL [2025-12-02T20:44:53.940960] [DEBUG] [LOCAL ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt [2025-12-02T20:44:53.941014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:53.941046] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:53.941071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:53.941127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:53.997215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:53.998146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:53.998236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:53.998268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:54.118854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:54.119209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:54.119248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:54.119276] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:54.122795] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=34.39%) [2025-12-02T20:44:54.123088] [INFO ] [FORECASTER] Completed predict_future for ZNTL [2025-12-02T20:44:54.123214] [INFO ] [sig ] ZNTL: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:54.323075] [INFO ] [LOCAL ] Saved forecast: ZNTL 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZNTL.txt [2025-12-02T20:44:54.323252] [INFO ] [sig ] [3535/3544] Completed ZNTL in 0.4s | 2.98 sym/s | Total: 19.7m | ETA: 3.0s [2025-12-02T20:44:54.323290] [INFO ] [sig ] [3536/3544] Forecasting ZS... [2025-12-02T20:44:54.323317] [INFO ] [sig ] Generating forecast for: ZS [2025-12-02T20:44:54.323347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'. [2025-12-02T20:44:54.333814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZS'. [2025-12-02T20:44:54.334162] [INFO ] [FORECASTER] Starting predict_future for ZS [2025-12-02T20:44:54.334972] [DEBUG] [LOCAL ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt [2025-12-02T20:44:54.335022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:54.335056] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:54.335083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:54.335139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:54.393227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:54.394133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:54.394229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:54.394263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:54.519906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:54.520051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:54.520091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:54.520136] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:54.523390] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=20.43%) [2025-12-02T20:44:54.523670] [INFO ] [FORECASTER] Completed predict_future for ZS [2025-12-02T20:44:54.523791] [INFO ] [sig ] ZS: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:54.667355] [INFO ] [LOCAL ] Saved forecast: ZS 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZS.txt [2025-12-02T20:44:54.667500] [INFO ] [sig ] [3536/3544] Completed ZS in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 2.7s [2025-12-02T20:44:54.667539] [INFO ] [sig ] [3537/3544] Forecasting ZTO... [2025-12-02T20:44:54.667588] [INFO ] [sig ] Generating forecast for: ZTO [2025-12-02T20:44:54.667623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-12-02T20:44:54.680513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTO'. [2025-12-02T20:44:54.681010] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-12-02T20:44:54.681963] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-12-02T20:44:54.682015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:54.682049] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:54.682075] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:54.682132] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:54.738362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:54.739413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:54.739501] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:54.739532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:54.858617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:54.858769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:54.858809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:54.858835] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:54.862071] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-12-02T20:44:54.862332] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-12-02T20:44:54.862452] [INFO ] [sig ] ZTO: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:54.996936] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZTO.txt [2025-12-02T20:44:54.997089] [INFO ] [sig ] [3537/3544] Completed ZTO in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 2.3s [2025-12-02T20:44:54.997126] [INFO ] [sig ] [3538/3544] Forecasting ZTS... [2025-12-02T20:44:54.997154] [INFO ] [sig ] Generating forecast for: ZTS [2025-12-02T20:44:54.997183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-12-02T20:44:55.009299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTS'. [2025-12-02T20:44:55.009845] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-12-02T20:44:55.010877] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-12-02T20:44:55.010934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:55.010969] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:55.010998] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:55.011069] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:55.065540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:55.066427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:55.066513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:55.066544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:55.189589] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:55.189761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:55.189803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:55.189831] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:55.193156] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-12-02T20:44:55.193419] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-12-02T20:44:55.193542] [INFO ] [sig ] ZTS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:55.330500] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZTS.txt [2025-12-02T20:44:55.331633] [INFO ] [sig ] [3538/3544] Completed ZTS in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 2.0s [2025-12-02T20:44:55.331679] [INFO ] [sig ] [3539/3544] Forecasting ZUMZ... [2025-12-02T20:44:55.331709] [INFO ] [sig ] Generating forecast for: ZUMZ [2025-12-02T20:44:55.331737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'. [2025-12-02T20:44:55.342871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'. [2025-12-02T20:44:55.343217] [INFO ] [FORECASTER] Starting predict_future for ZUMZ [2025-12-02T20:44:55.344033] [DEBUG] [LOCAL ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt [2025-12-02T20:44:55.344083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:55.344142] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:55.344170] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:55.344227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:55.401332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:55.402090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:55.402176] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:55.402210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:55.528721] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:55.528883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:55.528924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:55.528952] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:55.532274] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=33.22%) [2025-12-02T20:44:55.532540] [INFO ] [FORECASTER] Completed predict_future for ZUMZ [2025-12-02T20:44:55.532681] [INFO ] [sig ] ZUMZ: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:55.673501] [INFO ] [LOCAL ] Saved forecast: ZUMZ 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZUMZ.txt [2025-12-02T20:44:55.673704] [INFO ] [sig ] [3539/3544] Completed ZUMZ in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 1.7s [2025-12-02T20:44:55.673754] [INFO ] [sig ] [3540/3544] Forecasting ZURA... [2025-12-02T20:44:55.673784] [INFO ] [sig ] Generating forecast for: ZURA [2025-12-02T20:44:55.673813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'. [2025-12-02T20:44:55.684723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZURA'. [2025-12-02T20:44:55.685026] [INFO ] [FORECASTER] Starting predict_future for ZURA [2025-12-02T20:44:55.685838] [DEBUG] [LOCAL ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt [2025-12-02T20:44:55.685887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:55.685917] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:55.685942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:55.686007] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:55.741523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:55.742407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:55.742493] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:55.742524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:55.861781] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:55.861932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:55.861971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:55.861999] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:55.865261] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=67.08%) [2025-12-02T20:44:55.865518] [INFO ] [FORECASTER] Completed predict_future for ZURA [2025-12-02T20:44:55.865655] [INFO ] [sig ] ZURA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:56.002731] [INFO ] [LOCAL ] Saved forecast: ZURA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZURA.txt [2025-12-02T20:44:56.002884] [INFO ] [sig ] [3540/3544] Completed ZURA in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 1.3s [2025-12-02T20:44:56.002922] [INFO ] [sig ] [3541/3544] Forecasting ZVIA... [2025-12-02T20:44:56.002952] [INFO ] [sig ] Generating forecast for: ZVIA [2025-12-02T20:44:56.002980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-12-02T20:44:56.013507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'. [2025-12-02T20:44:56.013939] [INFO ] [FORECASTER] Starting predict_future for ZVIA [2025-12-02T20:44:56.014742] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-12-02T20:44:56.014791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:56.014822] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:56.014848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:56.014901] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:56.069431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:56.070298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:56.070378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:56.070410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:56.191678] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:56.191835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:56.191875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:56.191902] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:56.195158] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=10.18%) [2025-12-02T20:44:56.195414] [INFO ] [FORECASTER] Completed predict_future for ZVIA [2025-12-02T20:44:56.195535] [INFO ] [sig ] ZVIA: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:56.332787] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZVIA.txt [2025-12-02T20:44:56.332930] [INFO ] [sig ] [3541/3544] Completed ZVIA in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 1.0s [2025-12-02T20:44:56.332968] [INFO ] [sig ] [3542/3544] Forecasting ZVRA... [2025-12-02T20:44:56.332998] [INFO ] [sig ] Generating forecast for: ZVRA [2025-12-02T20:44:56.333027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'. [2025-12-02T20:44:56.346626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'. [2025-12-02T20:44:56.347071] [INFO ] [FORECASTER] Starting predict_future for ZVRA [2025-12-02T20:44:56.348246] [DEBUG] [LOCAL ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt [2025-12-02T20:44:56.348322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:56.348370] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:56.348412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:56.348498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:56.417261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:56.418244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:56.418332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:56.418365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:56.539407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:56.539558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:56.539618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:56.539679] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:56.543008] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=86.03%) [2025-12-02T20:44:56.543300] [INFO ] [FORECASTER] Completed predict_future for ZVRA [2025-12-02T20:44:56.543430] [INFO ] [sig ] ZVRA: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:56.685982] [INFO ] [LOCAL ] Saved forecast: ZVRA 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZVRA.txt [2025-12-02T20:44:56.686122] [INFO ] [sig ] [3542/3544] Completed ZVRA in 0.4s | 2.98 sym/s | Total: 19.8m | ETA: 0.7s [2025-12-02T20:44:56.686159] [INFO ] [sig ] [3543/3544] Forecasting ZWS... [2025-12-02T20:44:56.686188] [INFO ] [sig ] Generating forecast for: ZWS [2025-12-02T20:44:56.686217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-12-02T20:44:56.696490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZWS'. [2025-12-02T20:44:56.696888] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-12-02T20:44:56.697704] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-12-02T20:44:56.697756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:56.697789] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:56.697815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:56.697872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:56.755224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:56.756060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:56.756141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:56.756174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:56.877018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:56.877173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:56.877212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:56.877240] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:56.880765] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=76.47%) [2025-12-02T20:44:56.881062] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-12-02T20:44:56.881192] [INFO ] [sig ] ZWS: Forecast for 2025-12-02: UP (sign=1.00) [2025-12-02T20:44:57.016659] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-12-03 1 -> ./output/forecasts/individual/2025-12-03/ZWS.txt [2025-12-02T20:44:57.016804] [INFO ] [sig ] [3543/3544] Completed ZWS in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 0.3s [2025-12-02T20:44:57.016841] [INFO ] [sig ] [3544/3544] Forecasting ZYME... [2025-12-02T20:44:57.016870] [INFO ] [sig ] Generating forecast for: ZYME [2025-12-02T20:44:57.016898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'. [2025-12-02T20:44:57.027435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZYME'. [2025-12-02T20:44:57.027716] [INFO ] [FORECASTER] Starting predict_future for ZYME [2025-12-02T20:44:57.028519] [DEBUG] [LOCAL ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt [2025-12-02T20:44:57.028567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-02T20:44:57.028624] [DEBUG] [FORECASTER] Starting train method [2025-12-02T20:44:57.028650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-02T20:44:57.028705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-02T20:44:57.084087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-02T20:44:57.084911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-02T20:44:57.084991] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-02T20:44:57.085022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-02T20:44:57.203807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-02T20:44:57.203967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-02T20:44:57.204005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-02T20:44:57.204033] [INFO ] [FORECASTER] Training complete [2025-12-02T20:44:57.207291] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=13.49%) [2025-12-02T20:44:57.207545] [INFO ] [FORECASTER] Completed predict_future for ZYME [2025-12-02T20:44:57.207680] [INFO ] [sig ] ZYME: Forecast for 2025-12-02: DOWN (sign=0.00) [2025-12-02T20:44:57.345485] [INFO ] [LOCAL ] Saved forecast: ZYME 2025-12-03 0 -> ./output/forecasts/individual/2025-12-03/ZYME.txt [2025-12-02T20:44:57.345621] [INFO ] [sig ] [3544/3544] Completed ZYME in 0.3s | 2.98 sym/s | Total: 19.8m | ETA: 0.0s [2025-12-02T20:44:57.345659] [INFO ] [sig ] ================================================== [2025-12-02T20:44:57.345687] [INFO ] [sig ] Forecasts complete: 3544/3544 symbols succeeded [2025-12-02T20:44:57.345715] [INFO ] [sig ] Automatically generating consolidated reports... [2025-12-02T20:44:57.345741] [INFO ] [sig ] Generating consolidated forecast reports [2025-12-02T20:44:57.346018] [INFO ] [sig ] Found 36 forecast dates to process [2025-12-02T20:44:57.346056] [INFO ] [sig ] [1/36] Processing report for 2025-10-10... [2025-12-02T20:44:57.346108] [INFO ] [sig ] [1/36] Report for 2025-10-10 already exists, skipping... [2025-12-02T20:44:57.346137] [INFO ] [sig ] [2/36] Processing report for 2025-10-13... [2025-12-02T20:44:57.346173] [INFO ] [sig ] [2/36] Report for 2025-10-13 already exists, skipping... [2025-12-02T20:44:57.346201] [INFO ] [sig ] [3/36] Processing report for 2025-10-14... [2025-12-02T20:44:57.346235] [INFO ] [sig ] [3/36] Report for 2025-10-14 already exists, skipping... [2025-12-02T20:44:57.346261] [INFO ] [sig ] [4/36] Processing report for 2025-10-15... [2025-12-02T20:44:57.346294] [INFO ] [sig ] [4/36] Report for 2025-10-15 already exists, skipping... [2025-12-02T20:44:57.346320] [INFO ] [sig ] [5/36] Processing report for 2025-10-16... [2025-12-02T20:44:57.346352] [INFO ] [sig ] [5/36] Report for 2025-10-16 already exists, skipping... [2025-12-02T20:44:57.346377] [INFO ] [sig ] [6/36] Processing report for 2025-10-17... [2025-12-02T20:44:57.346408] [INFO ] [sig ] [6/36] Report for 2025-10-17 already exists, skipping... [2025-12-02T20:44:57.346433] [INFO ] [sig ] [7/36] Processing report for 2025-10-20... [2025-12-02T20:44:57.346465] [INFO ] [sig ] [7/36] Report for 2025-10-20 already exists, skipping... [2025-12-02T20:44:57.346490] [INFO ] [sig ] [8/36] Processing report for 2025-10-21... [2025-12-02T20:44:57.346522] [INFO ] [sig ] [8/36] Report for 2025-10-21 already exists, skipping... [2025-12-02T20:44:57.346555] [INFO ] [sig ] [9/36] Processing report for 2025-10-22... [2025-12-02T20:44:57.346606] [INFO ] [sig ] [9/36] Report for 2025-10-22 already exists, skipping... [2025-12-02T20:44:57.346634] [INFO ] [sig ] [10/36] Processing report for 2025-10-23... [2025-12-02T20:44:57.346666] [INFO ] [sig ] [10/36] Report for 2025-10-23 already exists, skipping... [2025-12-02T20:44:57.346714] [INFO ] [sig ] [11/36] Processing report for 2025-10-24... [2025-12-02T20:44:57.346754] [INFO ] [sig ] [11/36] Report for 2025-10-24 already exists, skipping... [2025-12-02T20:44:57.346786] [INFO ] [sig ] [12/36] Processing report for 2025-10-27... [2025-12-02T20:44:57.346827] [INFO ] [sig ] [12/36] Report for 2025-10-27 already exists, skipping... [2025-12-02T20:44:57.346858] [INFO ] [sig ] [13/36] Processing report for 2025-10-28... [2025-12-02T20:44:57.346899] [INFO ] [sig ] [13/36] Report for 2025-10-28 already exists, skipping... [2025-12-02T20:44:57.346931] [INFO ] [sig ] [14/36] Processing report for 2025-10-30... [2025-12-02T20:44:57.346964] [INFO ] [sig ] [14/36] Report for 2025-10-30 already exists, skipping... [2025-12-02T20:44:57.346991] [INFO ] [sig ] [15/36] Processing report for 2025-10-31... [2025-12-02T20:44:57.347023] [INFO ] [sig ] [15/36] Report for 2025-10-31 already exists, skipping... [2025-12-02T20:44:57.347048] [INFO ] [sig ] [16/36] Processing report for 2025-11-03... [2025-12-02T20:44:57.347080] [INFO ] [sig ] [16/36] Report for 2025-11-03 already exists, skipping... [2025-12-02T20:44:57.347105] [INFO ] [sig ] [17/36] Processing report for 2025-11-04... [2025-12-02T20:44:57.347137] [INFO ] [sig ] [17/36] Report for 2025-11-04 already exists, skipping... [2025-12-02T20:44:57.347162] [INFO ] [sig ] [18/36] Processing report for 2025-11-05... [2025-12-02T20:44:57.347195] [INFO ] [sig ] [18/36] Report for 2025-11-05 already exists, skipping... [2025-12-02T20:44:57.347220] [INFO ] [sig ] [19/36] Processing report for 2025-11-06... [2025-12-02T20:44:57.347252] [INFO ] [sig ] [19/36] Report for 2025-11-06 already exists, skipping... [2025-12-02T20:44:57.347277] [INFO ] [sig ] [20/36] Processing report for 2025-11-07... [2025-12-02T20:44:57.347309] [INFO ] [sig ] [20/36] Report for 2025-11-07 already exists, skipping... [2025-12-02T20:44:57.347334] [INFO ] [sig ] [21/36] Processing report for 2025-11-10... [2025-12-02T20:44:57.347366] [INFO ] [sig ] [21/36] Report for 2025-11-10 already exists, skipping... [2025-12-02T20:44:57.347391] [INFO ] [sig ] [22/36] Processing report for 2025-11-11... [2025-12-02T20:44:57.347423] [INFO ] [sig ] [22/36] Report for 2025-11-11 already exists, skipping... [2025-12-02T20:44:57.347448] [INFO ] [sig ] [23/36] Processing report for 2025-11-12... [2025-12-02T20:44:57.347481] [INFO ] [sig ] [23/36] Report for 2025-11-12 already exists, skipping... [2025-12-02T20:44:57.347506] [INFO ] [sig ] [24/36] Processing report for 2025-11-13... [2025-12-02T20:44:57.347538] [INFO ] [sig ] [24/36] Report for 2025-11-13 already exists, skipping... [2025-12-02T20:44:57.347564] [INFO ] [sig ] [25/36] Processing report for 2025-11-17... [2025-12-02T20:44:57.347615] [INFO ] [sig ] [25/36] Report for 2025-11-17 already exists, skipping... [2025-12-02T20:44:57.347641] [INFO ] [sig ] [26/36] Processing report for 2025-11-18... [2025-12-02T20:44:57.347673] [INFO ] [sig ] [26/36] Report for 2025-11-18 already exists, skipping... [2025-12-02T20:44:57.347705] [INFO ] [sig ] [27/36] Processing report for 2025-11-19... [2025-12-02T20:44:57.347737] [INFO ] [sig ] [27/36] Report for 2025-11-19 already exists, skipping... [2025-12-02T20:44:57.347762] [INFO ] [sig ] [28/36] Processing report for 2025-11-20... [2025-12-02T20:44:57.347795] [INFO ] [sig ] [28/36] Report for 2025-11-20 already exists, skipping... [2025-12-02T20:44:57.347821] [INFO ] [sig ] [29/36] Processing report for 2025-11-21... [2025-12-02T20:44:57.347863] [INFO ] [sig ] [29/36] Report for 2025-11-21 already exists, skipping... [2025-12-02T20:44:57.347889] [INFO ] [sig ] [30/36] Processing report for 2025-11-24... [2025-12-02T20:44:57.347939] [INFO ] [sig ] [30/36] Report for 2025-11-24 already exists, skipping... [2025-12-02T20:44:57.347964] [INFO ] [sig ] [31/36] Processing report for 2025-11-25... [2025-12-02T20:44:57.347997] [INFO ] [sig ] [31/36] Report for 2025-11-25 already exists, skipping... [2025-12-02T20:44:57.348023] [INFO ] [sig ] [32/36] Processing report for 2025-11-26... [2025-12-02T20:44:57.348055] [INFO ] [sig ] [32/36] Report for 2025-11-26 already exists, skipping... [2025-12-02T20:44:57.348080] [INFO ] [sig ] [33/36] Processing report for 2025-11-28... [2025-12-02T20:44:57.348122] [INFO ] [sig ] [33/36] Report for 2025-11-28 already exists, skipping... [2025-12-02T20:44:57.348150] [INFO ] [sig ] [34/36] Processing report for 2025-12-01... [2025-12-02T20:44:57.348183] [INFO ] [sig ] [34/36] Report for 2025-12-01 already exists, skipping... [2025-12-02T20:44:57.348208] [INFO ] [sig ] [35/36] Processing report for 2025-12-02... [2025-12-02T20:44:57.348241] [INFO ] [sig ] [35/36] Report for 2025-12-02 already exists, skipping... [2025-12-02T20:44:57.348267] [INFO ] [sig ] [36/36] Processing report for 2025-12-03... [2025-12-02T20:44:57.408619] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.409061] [DEBUG] [LOCAL ] Loaded configuration for NVAX: 1 features, 60.0% accuracy [2025-12-02T20:44:57.409350] [DEBUG] [LOCAL ] Loaded configuration for NTRS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.409664] [DEBUG] [LOCAL ] Loaded configuration for RMD: 3 features, 60.0% accuracy [2025-12-02T20:44:57.409948] [DEBUG] [LOCAL ] Loaded configuration for LTRN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.410253] [DEBUG] [LOCAL ] Loaded configuration for PFL: 1 features, 100.0% accuracy [2025-12-02T20:44:57.410516] [DEBUG] [LOCAL ] Loaded configuration for OBIL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.410794] [DEBUG] [LOCAL ] Loaded configuration for PWP: 4 features, 90.0% accuracy [2025-12-02T20:44:57.411083] [DEBUG] [LOCAL ] Loaded configuration for TILE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.411333] [DEBUG] [LOCAL ] Loaded configuration for FHI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.411613] [DEBUG] [LOCAL ] Loaded configuration for WK: 3 features, 60.0% accuracy [2025-12-02T20:44:57.411915] [DEBUG] [LOCAL ] Loaded configuration for FIX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.412214] [DEBUG] [LOCAL ] Loaded configuration for COEP: 3 features, 70.0% accuracy [2025-12-02T20:44:57.412481] [DEBUG] [LOCAL ] Loaded configuration for SLXN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.412744] [DEBUG] [LOCAL ] Loaded configuration for RGLD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.413017] [DEBUG] [LOCAL ] Loaded configuration for WSC: 2 features, 60.0% accuracy [2025-12-02T20:44:57.413268] [DEBUG] [LOCAL ] Loaded configuration for FNF: 3 features, 60.0% accuracy [2025-12-02T20:44:57.413530] [DEBUG] [LOCAL ] Loaded configuration for BXC: 0 features, 60.0% accuracy [2025-12-02T20:44:57.413840] [DEBUG] [LOCAL ] Loaded configuration for SEDG: 2 features, 100.0% accuracy [2025-12-02T20:44:57.414137] [DEBUG] [LOCAL ] Loaded configuration for NGNE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.414374] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 1 features, 80.0% accuracy [2025-12-02T20:44:57.414662] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.414955] [DEBUG] [LOCAL ] Loaded configuration for CCBG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.415271] [DEBUG] [LOCAL ] Loaded configuration for TRS: 0 features, 60.0% accuracy [2025-12-02T20:44:57.415532] [DEBUG] [LOCAL ] Loaded configuration for GOSS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.415823] [DEBUG] [LOCAL ] Loaded configuration for TCBI: 3 features, 60.0% accuracy [2025-12-02T20:44:57.416060] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-12-02T20:44:57.416321] [DEBUG] [LOCAL ] Loaded configuration for IBEX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.416609] [DEBUG] [LOCAL ] Loaded configuration for HUBG: 1 features, 60.0% accuracy [2025-12-02T20:44:57.416937] [DEBUG] [LOCAL ] Loaded configuration for ADTX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.417207] [DEBUG] [LOCAL ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy [2025-12-02T20:44:57.417472] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.417722] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 6 features, 90.0% accuracy [2025-12-02T20:44:57.418045] [DEBUG] [LOCAL ] Loaded configuration for SKYY: 3 features, 60.0% accuracy [2025-12-02T20:44:57.418348] [DEBUG] [LOCAL ] Loaded configuration for TNGX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.418645] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.418910] [DEBUG] [LOCAL ] Loaded configuration for INTZ: 3 features, 90.0% accuracy [2025-12-02T20:44:57.419197] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 90.0% accuracy [2025-12-02T20:44:57.419485] [DEBUG] [LOCAL ] Loaded configuration for J: 1 features, 60.0% accuracy [2025-12-02T20:44:57.419742] [DEBUG] [LOCAL ] Loaded configuration for GFS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.420019] [DEBUG] [LOCAL ] Loaded configuration for FJP: 4 features, 60.0% accuracy [2025-12-02T20:44:57.420280] [DEBUG] [LOCAL ] Loaded configuration for CMCO: 0 features, 80.0% accuracy [2025-12-02T20:44:57.420535] [DEBUG] [LOCAL ] Loaded configuration for MGIC: 1 features, 60.0% accuracy [2025-12-02T20:44:57.420823] [DEBUG] [LOCAL ] Loaded configuration for ABUS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.421079] [DEBUG] [LOCAL ] Loaded configuration for FFIN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.421336] [DEBUG] [LOCAL ] Loaded configuration for CTLP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.421624] [DEBUG] [LOCAL ] Loaded configuration for MTCH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.421951] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.422244] [DEBUG] [LOCAL ] Loaded configuration for BILI: 3 features, 70.0% accuracy [2025-12-02T20:44:57.422539] [DEBUG] [LOCAL ] Loaded configuration for MBX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.422863] [DEBUG] [LOCAL ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy [2025-12-02T20:44:57.423127] [DEBUG] [LOCAL ] Loaded configuration for NWSA: 4 features, 90.0% accuracy [2025-12-02T20:44:57.423419] [DEBUG] [LOCAL ] Loaded configuration for PEP: 2 features, 60.0% accuracy [2025-12-02T20:44:57.423730] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.424031] [DEBUG] [LOCAL ] Loaded configuration for SCHL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.424325] [DEBUG] [LOCAL ] Loaded configuration for KROS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.424612] [DEBUG] [LOCAL ] Loaded configuration for UPC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.424859] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.425160] [DEBUG] [LOCAL ] Loaded configuration for FLS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.425418] [DEBUG] [LOCAL ] Loaded configuration for XBIL: 1 features, 60.0% accuracy [2025-12-02T20:44:57.425657] [DEBUG] [LOCAL ] Loaded configuration for ASND: 0 features, 90.0% accuracy [2025-12-02T20:44:57.425950] [DEBUG] [LOCAL ] Loaded configuration for FTGC: 2 features, 60.0% accuracy [2025-12-02T20:44:57.426257] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.426552] [DEBUG] [LOCAL ] Loaded configuration for ALGM: 4 features, 90.0% accuracy [2025-12-02T20:44:57.426656] [DEBUG] [LOCAL ] Loaded configuration for RY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.426943] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 1 features, 90.0% accuracy [2025-12-02T20:44:57.427238] [DEBUG] [LOCAL ] Loaded configuration for TSHA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.427303] [DEBUG] [LOCAL ] Loaded configuration for LPL: 3 features, 50.0% accuracy [2025-12-02T20:44:57.427605] [DEBUG] [LOCAL ] Loaded configuration for BABA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.427919] [DEBUG] [LOCAL ] Loaded configuration for BYRN: 3 features, 90.0% accuracy [2025-12-02T20:44:57.428213] [DEBUG] [LOCAL ] Loaded configuration for ACP: 1 features, 60.0% accuracy [2025-12-02T20:44:57.428500] [DEBUG] [LOCAL ] Loaded configuration for ERII: 2 features, 60.0% accuracy [2025-12-02T20:44:57.428820] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 90.0% accuracy [2025-12-02T20:44:57.429068] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.429139] [DEBUG] [LOCAL ] Loaded configuration for PVH: 5 features, 90.0% accuracy [2025-12-02T20:44:57.429374] [DEBUG] [LOCAL ] Loaded configuration for FARM: 3 features, 60.0% accuracy [2025-12-02T20:44:57.429666] [DEBUG] [LOCAL ] Loaded configuration for VRRM: 4 features, 80.0% accuracy [2025-12-02T20:44:57.429956] [DEBUG] [LOCAL ] Loaded configuration for ACRE: 2 features, 60.0% accuracy [2025-12-02T20:44:57.430239] [DEBUG] [LOCAL ] Loaded configuration for CLX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.430497] [DEBUG] [LOCAL ] Loaded configuration for SKWD: 3 features, 60.0% accuracy [2025-12-02T20:44:57.430807] [DEBUG] [LOCAL ] Loaded configuration for GL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.431106] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 60.0% accuracy [2025-12-02T20:44:57.431365] [DEBUG] [LOCAL ] Loaded configuration for AAOI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.431623] [DEBUG] [LOCAL ] Loaded configuration for KURA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.431915] [DEBUG] [LOCAL ] Loaded configuration for SVCO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.432205] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 1 features, 60.0% accuracy [2025-12-02T20:44:57.432440] [DEBUG] [LOCAL ] Loaded configuration for NRK: 1 features, 70.0% accuracy [2025-12-02T20:44:57.432743] [DEBUG] [LOCAL ] Loaded configuration for EPSN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.433024] [DEBUG] [LOCAL ] Loaded configuration for IDN: 0 features, 70.0% accuracy [2025-12-02T20:44:57.433319] [DEBUG] [LOCAL ] Loaded configuration for PRG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.433655] [DEBUG] [LOCAL ] Loaded configuration for CMS: 6 features, 80.0% accuracy [2025-12-02T20:44:57.433949] [DEBUG] [LOCAL ] Loaded configuration for BGY: 2 features, 90.0% accuracy [2025-12-02T20:44:57.434227] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-12-02T20:44:57.434506] [DEBUG] [LOCAL ] Loaded configuration for SKYX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.434814] [DEBUG] [LOCAL ] Loaded configuration for CCRN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.435123] [DEBUG] [LOCAL ] Loaded configuration for IGA: 3 features, 60.0% accuracy [2025-12-02T20:44:57.435371] [DEBUG] [LOCAL ] Loaded configuration for ARE: 4 features, 70.0% accuracy [2025-12-02T20:44:57.435676] [DEBUG] [LOCAL ] Loaded configuration for BRX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.435973] [DEBUG] [LOCAL ] Loaded configuration for RXO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.436232] [DEBUG] [LOCAL ] Loaded configuration for LZ: 2 features, 80.0% accuracy [2025-12-02T20:44:57.436490] [DEBUG] [LOCAL ] Loaded configuration for ELTX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.436784] [DEBUG] [LOCAL ] Loaded configuration for ADP: 3 features, 90.0% accuracy [2025-12-02T20:44:57.437082] [DEBUG] [LOCAL ] Loaded configuration for APRE: 3 features, 90.0% accuracy [2025-12-02T20:44:57.437346] [DEBUG] [LOCAL ] Loaded configuration for FOLD: 2 features, 90.0% accuracy [2025-12-02T20:44:57.437636] [DEBUG] [LOCAL ] Loaded configuration for AZO: 2 features, 90.0% accuracy [2025-12-02T20:44:57.437878] [DEBUG] [LOCAL ] Loaded configuration for CTMX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.438181] [DEBUG] [LOCAL ] Loaded configuration for PDP: 1 features, 90.0% accuracy [2025-12-02T20:44:57.438420] [DEBUG] [LOCAL ] Loaded configuration for AMX: 0 features, 80.0% accuracy [2025-12-02T20:44:57.438495] [DEBUG] [LOCAL ] Loaded configuration for PAC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.438725] [DEBUG] [LOCAL ] Loaded configuration for NLY: 1 features, 70.0% accuracy [2025-12-02T20:44:57.439017] [DEBUG] [LOCAL ] Loaded configuration for LINE: 5 features, 90.0% accuracy [2025-12-02T20:44:57.439272] [DEBUG] [LOCAL ] Loaded configuration for KDP: 1 features, 90.0% accuracy [2025-12-02T20:44:57.439527] [DEBUG] [LOCAL ] Loaded configuration for OGI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.439812] [DEBUG] [LOCAL ] Loaded configuration for GLAD: 1 features, 80.0% accuracy [2025-12-02T20:44:57.440058] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 80.0% accuracy [2025-12-02T20:44:57.440349] [DEBUG] [LOCAL ] Loaded configuration for CARS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.440605] [DEBUG] [LOCAL ] Loaded configuration for CCSI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.440879] [DEBUG] [LOCAL ] Loaded configuration for TDSC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.441166] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 0 features, 80.0% accuracy [2025-12-02T20:44:57.441414] [DEBUG] [LOCAL ] Loaded configuration for AAPD: 0 features, 80.0% accuracy [2025-12-02T20:44:57.441704] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.441992] [DEBUG] [LOCAL ] Loaded configuration for APOG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.442256] [DEBUG] [LOCAL ] Loaded configuration for FIP: 4 features, 80.0% accuracy [2025-12-02T20:44:57.442543] [DEBUG] [LOCAL ] Loaded configuration for CATO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.442830] [DEBUG] [LOCAL ] Loaded configuration for DGRE: 6 features, 100.0% accuracy [2025-12-02T20:44:57.443090] [DEBUG] [LOCAL ] Loaded configuration for GNMA: 1 features, 80.0% accuracy [2025-12-02T20:44:57.443347] [DEBUG] [LOCAL ] Loaded configuration for PBM: 2 features, 90.0% accuracy [2025-12-02T20:44:57.443605] [DEBUG] [LOCAL ] Loaded configuration for CWH: 1 features, 80.0% accuracy [2025-12-02T20:44:57.443855] [DEBUG] [LOCAL ] Loaded configuration for SOUN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.444100] [DEBUG] [LOCAL ] Loaded configuration for PCN: 3 features, 100.0% accuracy [2025-12-02T20:44:57.444394] [DEBUG] [LOCAL ] Loaded configuration for AGZD: 1 features, 80.0% accuracy [2025-12-02T20:44:57.444641] [DEBUG] [LOCAL ] Loaded configuration for SSP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.444956] [DEBUG] [LOCAL ] Loaded configuration for FCFS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.445274] [DEBUG] [LOCAL ] Loaded configuration for OTLY: 3 features, 70.0% accuracy [2025-12-02T20:44:57.445601] [DEBUG] [LOCAL ] Loaded configuration for DWAS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.445918] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 5 features, 80.0% accuracy [2025-12-02T20:44:57.446227] [DEBUG] [LOCAL ] Loaded configuration for NVEC: 1 features, 40.0% accuracy [2025-12-02T20:44:57.446480] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.446753] [DEBUG] [LOCAL ] Loaded configuration for SIBN: 1 features, 60.0% accuracy [2025-12-02T20:44:57.447040] [DEBUG] [LOCAL ] Loaded configuration for GPIX: 4 features, 90.0% accuracy [2025-12-02T20:44:57.447339] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.447608] [DEBUG] [LOCAL ] Loaded configuration for KNF: 3 features, 80.0% accuracy [2025-12-02T20:44:57.447935] [DEBUG] [LOCAL ] Loaded configuration for WING: 3 features, 80.0% accuracy [2025-12-02T20:44:57.448220] [DEBUG] [LOCAL ] Loaded configuration for YMM: 0 features, 60.0% accuracy [2025-12-02T20:44:57.448529] [DEBUG] [LOCAL ] Loaded configuration for FRPH: 2 features, 90.0% accuracy [2025-12-02T20:44:57.448867] [DEBUG] [LOCAL ] Loaded configuration for RLX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.449146] [DEBUG] [LOCAL ] Loaded configuration for JMSB: 4 features, 80.0% accuracy [2025-12-02T20:44:57.449456] [DEBUG] [LOCAL ] Loaded configuration for FRME: 1 features, 70.0% accuracy [2025-12-02T20:44:57.449714] [DEBUG] [LOCAL ] Loaded configuration for OBK: 1 features, 90.0% accuracy [2025-12-02T20:44:57.449996] [DEBUG] [LOCAL ] Loaded configuration for LASE: 1 features, 90.0% accuracy [2025-12-02T20:44:57.450270] [DEBUG] [LOCAL ] Loaded configuration for OABI: 3 features, 100.0% accuracy [2025-12-02T20:44:57.450598] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 3 features, 90.0% accuracy [2025-12-02T20:44:57.450919] [DEBUG] [LOCAL ] Loaded configuration for PHK: 4 features, 90.0% accuracy [2025-12-02T20:44:57.451174] [DEBUG] [LOCAL ] Loaded configuration for BHC: 4 features, 90.0% accuracy [2025-12-02T20:44:57.451452] [DEBUG] [LOCAL ] Loaded configuration for SLDP: 4 features, 80.0% accuracy [2025-12-02T20:44:57.451711] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 90.0% accuracy [2025-12-02T20:44:57.451966] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-12-02T20:44:57.452234] [DEBUG] [LOCAL ] Loaded configuration for ELF: 1 features, 50.0% accuracy [2025-12-02T20:44:57.452498] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-12-02T20:44:57.452826] [DEBUG] [LOCAL ] Loaded configuration for ESGD: 2 features, 70.0% accuracy [2025-12-02T20:44:57.453105] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-12-02T20:44:57.453409] [DEBUG] [LOCAL ] Loaded configuration for LQDA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.453677] [DEBUG] [LOCAL ] Loaded configuration for ACNB: 1 features, 80.0% accuracy [2025-12-02T20:44:57.453975] [DEBUG] [LOCAL ] Loaded configuration for RERE: 3 features, 70.0% accuracy [2025-12-02T20:44:57.454273] [DEBUG] [LOCAL ] Loaded configuration for BITF: 4 features, 80.0% accuracy [2025-12-02T20:44:57.454562] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.454891] [DEBUG] [LOCAL ] Loaded configuration for CLRB: 2 features, 50.0% accuracy [2025-12-02T20:44:57.455188] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.455485] [DEBUG] [LOCAL ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy [2025-12-02T20:44:57.455793] [DEBUG] [LOCAL ] Loaded configuration for ISSC: 4 features, 90.0% accuracy [2025-12-02T20:44:57.456098] [DEBUG] [LOCAL ] Loaded configuration for PRGS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.456368] [DEBUG] [LOCAL ] Loaded configuration for MYGN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.456669] [DEBUG] [LOCAL ] Loaded configuration for NEO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.456977] [DEBUG] [LOCAL ] Loaded configuration for FUND: 2 features, 90.0% accuracy [2025-12-02T20:44:57.457254] [DEBUG] [LOCAL ] Loaded configuration for GPRE: 1 features, 100.0% accuracy [2025-12-02T20:44:57.457516] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.457849] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.458196] [DEBUG] [LOCAL ] Loaded configuration for ZD: 3 features, 80.0% accuracy [2025-12-02T20:44:57.458481] [DEBUG] [LOCAL ] Loaded configuration for EIC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.458759] [DEBUG] [LOCAL ] Loaded configuration for CB: 3 features, 70.0% accuracy [2025-12-02T20:44:57.459053] [DEBUG] [LOCAL ] Loaded configuration for SMPL: 3 features, 80.0% accuracy [2025-12-02T20:44:57.459331] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-12-02T20:44:57.459618] [DEBUG] [LOCAL ] Loaded configuration for CTRM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.459898] [DEBUG] [LOCAL ] Loaded configuration for AXL: 3 features, 70.0% accuracy [2025-12-02T20:44:57.460210] [DEBUG] [LOCAL ] Loaded configuration for UBS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.460282] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 2 features, 60.0% accuracy [2025-12-02T20:44:57.460539] [DEBUG] [LOCAL ] Loaded configuration for DRVN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.460824] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.461104] [DEBUG] [LOCAL ] Loaded configuration for FFBC: 0 features, 60.0% accuracy [2025-12-02T20:44:57.461419] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.461710] [DEBUG] [LOCAL ] Loaded configuration for MFIN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.462000] [DEBUG] [LOCAL ] Loaded configuration for CCK: 4 features, 100.0% accuracy [2025-12-02T20:44:57.462308] [DEBUG] [LOCAL ] Loaded configuration for LIN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.462622] [DEBUG] [LOCAL ] Loaded configuration for PFF: 2 features, 90.0% accuracy [2025-12-02T20:44:57.462896] [DEBUG] [LOCAL ] Loaded configuration for OFIX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.463160] [DEBUG] [LOCAL ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy [2025-12-02T20:44:57.463471] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 1 features, 80.0% accuracy [2025-12-02T20:44:57.463783] [DEBUG] [LOCAL ] Loaded configuration for ALAB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.464064] [DEBUG] [LOCAL ] Loaded configuration for IDCC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.464323] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 1 features, 90.0% accuracy [2025-12-02T20:44:57.464611] [DEBUG] [LOCAL ] Loaded configuration for ACON: 1 features, 80.0% accuracy [2025-12-02T20:44:57.464920] [DEBUG] [LOCAL ] Loaded configuration for LMBS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.465229] [DEBUG] [LOCAL ] Loaded configuration for GDHG: 4 features, 70.0% accuracy [2025-12-02T20:44:57.465474] [DEBUG] [LOCAL ] Loaded configuration for BTMD: 3 features, 80.0% accuracy [2025-12-02T20:44:57.465749] [DEBUG] [LOCAL ] Loaded configuration for COFS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.466018] [DEBUG] [LOCAL ] Loaded configuration for NXE: 3 features, 90.0% accuracy [2025-12-02T20:44:57.466287] [DEBUG] [LOCAL ] Loaded configuration for NTNX: 4 features, 70.0% accuracy [2025-12-02T20:44:57.466611] [DEBUG] [LOCAL ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.466880] [DEBUG] [LOCAL ] Loaded configuration for AFRM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.467155] [DEBUG] [LOCAL ] Loaded configuration for REGN: 1 features, 60.0% accuracy [2025-12-02T20:44:57.467409] [DEBUG] [LOCAL ] Loaded configuration for CACC: 1 features, 60.0% accuracy [2025-12-02T20:44:57.467686] [DEBUG] [LOCAL ] Loaded configuration for TMCI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.468000] [DEBUG] [LOCAL ] Loaded configuration for DX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.468304] [DEBUG] [LOCAL ] Loaded configuration for CION: 1 features, 80.0% accuracy [2025-12-02T20:44:57.468595] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-12-02T20:44:57.468907] [DEBUG] [LOCAL ] Loaded configuration for TNK: 2 features, 60.0% accuracy [2025-12-02T20:44:57.469170] [DEBUG] [LOCAL ] Loaded configuration for PRCH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.469460] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-12-02T20:44:57.469527] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.469840] [DEBUG] [LOCAL ] Loaded configuration for DVAX: 5 features, 90.0% accuracy [2025-12-02T20:44:57.470084] [DEBUG] [LOCAL ] Loaded configuration for CECO: 2 features, 90.0% accuracy [2025-12-02T20:44:57.470373] [DEBUG] [LOCAL ] Loaded configuration for LYG: 1 features, 70.0% accuracy [2025-12-02T20:44:57.470674] [DEBUG] [LOCAL ] Loaded configuration for CADL: 1 features, 90.0% accuracy [2025-12-02T20:44:57.470965] [DEBUG] [LOCAL ] Loaded configuration for DG: 1 features, 70.0% accuracy [2025-12-02T20:44:57.471260] [DEBUG] [LOCAL ] Loaded configuration for OSIS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.471525] [DEBUG] [LOCAL ] Loaded configuration for DKNG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.471853] [DEBUG] [LOCAL ] Loaded configuration for NWE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.472114] [DEBUG] [LOCAL ] Loaded configuration for CODA: 0 features, 90.0% accuracy [2025-12-02T20:44:57.472371] [DEBUG] [LOCAL ] Loaded configuration for TTEC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.472610] [DEBUG] [LOCAL ] Loaded configuration for KOS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.472848] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.473097] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.473386] [DEBUG] [LOCAL ] Loaded configuration for ORGO: 1 features, 80.0% accuracy [2025-12-02T20:44:57.473622] [DEBUG] [LOCAL ] Loaded configuration for LGIH: 1 features, 90.0% accuracy [2025-12-02T20:44:57.473861] [DEBUG] [LOCAL ] Loaded configuration for LZB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.474157] [DEBUG] [LOCAL ] Loaded configuration for MPB: 3 features, 70.0% accuracy [2025-12-02T20:44:57.474429] [DEBUG] [LOCAL ] Loaded configuration for RICK: 3 features, 80.0% accuracy [2025-12-02T20:44:57.474675] [DEBUG] [LOCAL ] Loaded configuration for IDE: 1 features, 80.0% accuracy [2025-12-02T20:44:57.474945] [DEBUG] [LOCAL ] Loaded configuration for CTNM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.475212] [DEBUG] [LOCAL ] Loaded configuration for GOOG: 1 features, 60.0% accuracy [2025-12-02T20:44:57.475499] [DEBUG] [LOCAL ] Loaded configuration for JBL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.475810] [DEBUG] [LOCAL ] Loaded configuration for IRDM: 4 features, 80.0% accuracy [2025-12-02T20:44:57.476056] [DEBUG] [LOCAL ] Loaded configuration for AIP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.476310] [DEBUG] [LOCAL ] Loaded configuration for EDAP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.476551] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.476871] [DEBUG] [LOCAL ] Loaded configuration for CTO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.477170] [DEBUG] [LOCAL ] Loaded configuration for CPSS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.477428] [DEBUG] [LOCAL ] Loaded configuration for HIFS: 1 features, 90.0% accuracy [2025-12-02T20:44:57.477715] [DEBUG] [LOCAL ] Loaded configuration for ASPS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.477979] [DEBUG] [LOCAL ] Loaded configuration for ALXO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.478285] [DEBUG] [LOCAL ] Loaded configuration for ECC: 1 features, 50.0% accuracy [2025-12-02T20:44:57.478593] [DEBUG] [LOCAL ] Loaded configuration for HUMA: 4 features, 60.0% accuracy [2025-12-02T20:44:57.478902] [DEBUG] [LOCAL ] Loaded configuration for BG: 4 features, 70.0% accuracy [2025-12-02T20:44:57.479197] [DEBUG] [LOCAL ] Loaded configuration for CMPX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.479489] [DEBUG] [LOCAL ] Loaded configuration for ORMP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.479784] [DEBUG] [LOCAL ] Loaded configuration for ORKA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.480088] [DEBUG] [LOCAL ] Loaded configuration for THFF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.480325] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-12-02T20:44:57.480602] [DEBUG] [LOCAL ] Loaded configuration for TBLD: 0 features, 80.0% accuracy [2025-12-02T20:44:57.480863] [DEBUG] [LOCAL ] Loaded configuration for INMB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.481153] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 3 features, 100.0% accuracy [2025-12-02T20:44:57.481409] [DEBUG] [LOCAL ] Loaded configuration for CNC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.481649] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.481939] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 3 features, 60.0% accuracy [2025-12-02T20:44:57.482228] [DEBUG] [LOCAL ] Loaded configuration for BXMX: 4 features, 70.0% accuracy [2025-12-02T20:44:57.482462] [DEBUG] [LOCAL ] Loaded configuration for AQN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.482720] [DEBUG] [LOCAL ] Loaded configuration for SPAI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.482978] [DEBUG] [LOCAL ] Loaded configuration for KLIC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.483239] [DEBUG] [LOCAL ] Loaded configuration for MBB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.483497] [DEBUG] [LOCAL ] Loaded configuration for RYI: 4 features, 70.0% accuracy [2025-12-02T20:44:57.483742] [DEBUG] [LOCAL ] Loaded configuration for HPE: 0 features, 90.0% accuracy [2025-12-02T20:44:57.484007] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.484296] [DEBUG] [LOCAL ] Loaded configuration for LYEL: 4 features, 70.0% accuracy [2025-12-02T20:44:57.484548] [DEBUG] [LOCAL ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy [2025-12-02T20:44:57.484818] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 60.0% accuracy [2025-12-02T20:44:57.485116] [DEBUG] [LOCAL ] Loaded configuration for CRH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.485408] [DEBUG] [LOCAL ] Loaded configuration for TELO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.485696] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.485988] [DEBUG] [LOCAL ] Loaded configuration for FTLF: 2 features, 80.0% accuracy [2025-12-02T20:44:57.486275] [DEBUG] [LOCAL ] Loaded configuration for OXLC: 4 features, 60.0% accuracy [2025-12-02T20:44:57.486564] [DEBUG] [LOCAL ] Loaded configuration for HSII: 1 features, 90.0% accuracy [2025-12-02T20:44:57.486853] [DEBUG] [LOCAL ] Loaded configuration for FEMS: 1 features, 50.0% accuracy [2025-12-02T20:44:57.487143] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-12-02T20:44:57.487381] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 2 features, 80.0% accuracy [2025-12-02T20:44:57.487620] [DEBUG] [LOCAL ] Loaded configuration for BJ: 4 features, 90.0% accuracy [2025-12-02T20:44:57.487876] [DEBUG] [LOCAL ] Loaded configuration for ODP: 2 features, 60.0% accuracy [2025-12-02T20:44:57.487965] [DEBUG] [LOCAL ] Loaded configuration for BLBD: 2 features, 90.0% accuracy [2025-12-02T20:44:57.488228] [DEBUG] [LOCAL ] Loaded configuration for PMAX: 2 features, 100.0% accuracy [2025-12-02T20:44:57.488524] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 5 features, 90.0% accuracy [2025-12-02T20:44:57.488630] [DEBUG] [LOCAL ] Loaded configuration for CNK: 4 features, 100.0% accuracy [2025-12-02T20:44:57.488938] [DEBUG] [LOCAL ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.489201] [DEBUG] [LOCAL ] Loaded configuration for STEM: 3 features, 100.0% accuracy [2025-12-02T20:44:57.489458] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 4 features, 70.0% accuracy [2025-12-02T20:44:57.489750] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-12-02T20:44:57.490021] [DEBUG] [LOCAL ] Loaded configuration for PAA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.490269] [DEBUG] [LOCAL ] Loaded configuration for BDN: 2 features, 90.0% accuracy [2025-12-02T20:44:57.490511] [DEBUG] [LOCAL ] Loaded configuration for CTBI: 4 features, 60.0% accuracy [2025-12-02T20:44:57.490827] [DEBUG] [LOCAL ] Loaded configuration for RRGB: 2 features, 100.0% accuracy [2025-12-02T20:44:57.491122] [DEBUG] [LOCAL ] Loaded configuration for VOC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.491380] [DEBUG] [LOCAL ] Loaded configuration for HWH: 3 features, 90.0% accuracy [2025-12-02T20:44:57.491638] [DEBUG] [LOCAL ] Loaded configuration for IMMP: 3 features, 50.0% accuracy [2025-12-02T20:44:57.491929] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.492222] [DEBUG] [LOCAL ] Loaded configuration for SGBX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.492480] [DEBUG] [LOCAL ] Loaded configuration for KBWY: 1 features, 90.0% accuracy [2025-12-02T20:44:57.492737] [DEBUG] [LOCAL ] Loaded configuration for JKHY: 2 features, 100.0% accuracy [2025-12-02T20:44:57.493023] [DEBUG] [LOCAL ] Loaded configuration for AXON: 2 features, 90.0% accuracy [2025-12-02T20:44:57.493303] [DEBUG] [LOCAL ] Loaded configuration for MOB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.493609] [DEBUG] [LOCAL ] Loaded configuration for RDVY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.493876] [DEBUG] [LOCAL ] Loaded configuration for PAYS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.494139] [DEBUG] [LOCAL ] Loaded configuration for RIME: 6 features, 80.0% accuracy [2025-12-02T20:44:57.494399] [DEBUG] [LOCAL ] Loaded configuration for NTRA: 1 features, 80.0% accuracy [2025-12-02T20:44:57.494660] [DEBUG] [LOCAL ] Loaded configuration for OLMA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.494918] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 70.0% accuracy [2025-12-02T20:44:57.495212] [DEBUG] [LOCAL ] Loaded configuration for BUG: 4 features, 60.0% accuracy [2025-12-02T20:44:57.495501] [DEBUG] [LOCAL ] Loaded configuration for UAA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.495816] [DEBUG] [LOCAL ] Loaded configuration for DCO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.496060] [DEBUG] [LOCAL ] Loaded configuration for BGS: 4 features, 80.0% accuracy [2025-12-02T20:44:57.496327] [DEBUG] [LOCAL ] Loaded configuration for SNY: 1 features, 80.0% accuracy [2025-12-02T20:44:57.496568] [DEBUG] [LOCAL ] Loaded configuration for GWRS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.496895] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.497192] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.497493] [DEBUG] [LOCAL ] Loaded configuration for BE: 1 features, 80.0% accuracy [2025-12-02T20:44:57.497772] [DEBUG] [LOCAL ] Loaded configuration for ULY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.498077] [DEBUG] [LOCAL ] Loaded configuration for PATH: 0 features, 60.0% accuracy [2025-12-02T20:44:57.498336] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-12-02T20:44:57.498608] [DEBUG] [LOCAL ] Loaded configuration for PFM: 1 features, 70.0% accuracy [2025-12-02T20:44:57.498908] [DEBUG] [LOCAL ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy [2025-12-02T20:44:57.499167] [DEBUG] [LOCAL ] Loaded configuration for CTRN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.499422] [DEBUG] [LOCAL ] Loaded configuration for ACWX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.499675] [DEBUG] [LOCAL ] Loaded configuration for VERX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.499936] [DEBUG] [LOCAL ] Loaded configuration for NB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.500175] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-12-02T20:44:57.500412] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.500697] [DEBUG] [LOCAL ] Loaded configuration for KN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.500981] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.501239] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 4 features, 80.0% accuracy [2025-12-02T20:44:57.501526] [DEBUG] [LOCAL ] Loaded configuration for ARES: 2 features, 90.0% accuracy [2025-12-02T20:44:57.501790] [DEBUG] [LOCAL ] Loaded configuration for BMY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.502047] [DEBUG] [LOCAL ] Loaded configuration for GGLS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.502333] [DEBUG] [LOCAL ] Loaded configuration for BBD: 1 features, 60.0% accuracy [2025-12-02T20:44:57.502601] [DEBUG] [LOCAL ] Loaded configuration for GLBE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.502856] [DEBUG] [LOCAL ] Loaded configuration for ESTA: 4 features, 90.0% accuracy [2025-12-02T20:44:57.503087] [DEBUG] [LOCAL ] Loaded configuration for TOI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.503370] [DEBUG] [LOCAL ] Loaded configuration for NUVL: 5 features, 90.0% accuracy [2025-12-02T20:44:57.503657] [DEBUG] [LOCAL ] Loaded configuration for JAMF: 2 features, 70.0% accuracy [2025-12-02T20:44:57.503918] [DEBUG] [LOCAL ] Loaded configuration for EDN: 5 features, 80.0% accuracy [2025-12-02T20:44:57.504153] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 1 features, 80.0% accuracy [2025-12-02T20:44:57.504439] [DEBUG] [LOCAL ] Loaded configuration for ATRO: 3 features, 90.0% accuracy [2025-12-02T20:44:57.504726] [DEBUG] [LOCAL ] Loaded configuration for CRON: 1 features, 70.0% accuracy [2025-12-02T20:44:57.504980] [DEBUG] [LOCAL ] Loaded configuration for GLRE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.505274] [DEBUG] [LOCAL ] Loaded configuration for TS: 2 features, 100.0% accuracy [2025-12-02T20:44:57.505565] [DEBUG] [LOCAL ] Loaded configuration for VSTM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.505837] [DEBUG] [LOCAL ] Loaded configuration for KIDS: 0 features, 90.0% accuracy [2025-12-02T20:44:57.506126] [DEBUG] [LOCAL ] Loaded configuration for GTES: 7 features, 90.0% accuracy [2025-12-02T20:44:57.506385] [DEBUG] [LOCAL ] Loaded configuration for RELL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.506641] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-12-02T20:44:57.506930] [DEBUG] [LOCAL ] Loaded configuration for LILA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.507219] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.507510] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 1 features, 80.0% accuracy [2025-12-02T20:44:57.507786] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.508076] [DEBUG] [LOCAL ] Loaded configuration for APLD: 1 features, 90.0% accuracy [2025-12-02T20:44:57.508368] [DEBUG] [LOCAL ] Loaded configuration for FWRG: 2 features, 50.0% accuracy [2025-12-02T20:44:57.508627] [DEBUG] [LOCAL ] Loaded configuration for UPXI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.508912] [DEBUG] [LOCAL ] Loaded configuration for ALE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.509208] [DEBUG] [LOCAL ] Loaded configuration for USXF: 1 features, 80.0% accuracy [2025-12-02T20:44:57.509494] [DEBUG] [LOCAL ] Loaded configuration for ANF: 4 features, 100.0% accuracy [2025-12-02T20:44:57.509753] [DEBUG] [LOCAL ] Loaded configuration for ICE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.510043] [DEBUG] [LOCAL ] Loaded configuration for ESGE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.510315] [DEBUG] [LOCAL ] Loaded configuration for TBIL: 0 features, 90.0% accuracy [2025-12-02T20:44:57.510582] [DEBUG] [LOCAL ] Loaded configuration for FITBO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.510825] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-12-02T20:44:57.511061] [DEBUG] [LOCAL ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy [2025-12-02T20:44:57.511349] [DEBUG] [LOCAL ] Loaded configuration for AUID: 4 features, 90.0% accuracy [2025-12-02T20:44:57.511635] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 90.0% accuracy [2025-12-02T20:44:57.511921] [DEBUG] [LOCAL ] Loaded configuration for VPLS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.512207] [DEBUG] [LOCAL ] Loaded configuration for MEDP: 1 features, 80.0% accuracy [2025-12-02T20:44:57.512461] [DEBUG] [LOCAL ] Loaded configuration for BWB: 1 features, 60.0% accuracy [2025-12-02T20:44:57.512747] [DEBUG] [LOCAL ] Loaded configuration for DMAC: 5 features, 70.0% accuracy [2025-12-02T20:44:57.513026] [DEBUG] [LOCAL ] Loaded configuration for PACB: 0 features, 70.0% accuracy [2025-12-02T20:44:57.513263] [DEBUG] [LOCAL ] Loaded configuration for ABG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.513503] [DEBUG] [LOCAL ] Loaded configuration for WASH: 2 features, 80.0% accuracy [2025-12-02T20:44:57.513760] [DEBUG] [LOCAL ] Loaded configuration for NFLX: 3 features, 90.0% accuracy [2025-12-02T20:44:57.514047] [DEBUG] [LOCAL ] Loaded configuration for DRD: 0 features, 60.0% accuracy [2025-12-02T20:44:57.514334] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 5 features, 90.0% accuracy [2025-12-02T20:44:57.514623] [DEBUG] [LOCAL ] Loaded configuration for KPRX: 3 features, 90.0% accuracy [2025-12-02T20:44:57.514917] [DEBUG] [LOCAL ] Loaded configuration for FNB: 4 features, 80.0% accuracy [2025-12-02T20:44:57.515200] [DEBUG] [LOCAL ] Loaded configuration for AMCX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.515457] [DEBUG] [LOCAL ] Loaded configuration for CCD: 3 features, 60.0% accuracy [2025-12-02T20:44:57.515717] [DEBUG] [LOCAL ] Loaded configuration for TVC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.515976] [DEBUG] [LOCAL ] Loaded configuration for SKYE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.516218] [DEBUG] [LOCAL ] Loaded configuration for SPRC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.516511] [DEBUG] [LOCAL ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy [2025-12-02T20:44:57.516826] [DEBUG] [LOCAL ] Loaded configuration for RPTX: 0 features, 80.0% accuracy [2025-12-02T20:44:57.517114] [DEBUG] [LOCAL ] Loaded configuration for ETG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.517352] [DEBUG] [LOCAL ] Loaded configuration for DSP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.517638] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-12-02T20:44:57.517871] [DEBUG] [LOCAL ] Loaded configuration for SYY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.518158] [DEBUG] [LOCAL ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.518411] [DEBUG] [LOCAL ] Loaded configuration for CGO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.518670] [DEBUG] [LOCAL ] Loaded configuration for FGEN: 3 features, 70.0% accuracy [2025-12-02T20:44:57.518956] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-12-02T20:44:57.519197] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-12-02T20:44:57.519481] [DEBUG] [LOCAL ] Loaded configuration for F: 0 features, 70.0% accuracy [2025-12-02T20:44:57.519751] [DEBUG] [LOCAL ] Loaded configuration for FEX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.520053] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.520347] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 60.0% accuracy [2025-12-02T20:44:57.520625] [DEBUG] [LOCAL ] Loaded configuration for LCID: 4 features, 70.0% accuracy [2025-12-02T20:44:57.520937] [DEBUG] [LOCAL ] Loaded configuration for ORC: 0 features, 80.0% accuracy [2025-12-02T20:44:57.521241] [DEBUG] [LOCAL ] Loaded configuration for PH: 4 features, 70.0% accuracy [2025-12-02T20:44:57.521539] [DEBUG] [LOCAL ] Loaded configuration for BTI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.521834] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.522140] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.522391] [DEBUG] [LOCAL ] Loaded configuration for DHIL: 5 features, 90.0% accuracy [2025-12-02T20:44:57.522644] [DEBUG] [LOCAL ] Loaded configuration for AFYA: 4 features, 90.0% accuracy [2025-12-02T20:44:57.522954] [DEBUG] [LOCAL ] Loaded configuration for QVAL: 4 features, 90.0% accuracy [2025-12-02T20:44:57.523226] [DEBUG] [LOCAL ] Loaded configuration for SCS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.523500] [DEBUG] [LOCAL ] Loaded configuration for SNGX: 1 features, 90.0% accuracy [2025-12-02T20:44:57.523803] [DEBUG] [LOCAL ] Loaded configuration for SMX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.524057] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-12-02T20:44:57.524358] [DEBUG] [LOCAL ] Loaded configuration for CETY: 1 features, 80.0% accuracy [2025-12-02T20:44:57.524667] [DEBUG] [LOCAL ] Loaded configuration for WKSP: 1 features, 90.0% accuracy [2025-12-02T20:44:57.524924] [DEBUG] [LOCAL ] Loaded configuration for BCML: 2 features, 70.0% accuracy [2025-12-02T20:44:57.525175] [DEBUG] [LOCAL ] Loaded configuration for BJDX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.525479] [DEBUG] [LOCAL ] Loaded configuration for FTQI: 0 features, 80.0% accuracy [2025-12-02T20:44:57.525805] [DEBUG] [LOCAL ] Loaded configuration for PROK: 1 features, 70.0% accuracy [2025-12-02T20:44:57.526111] [DEBUG] [LOCAL ] Loaded configuration for ABVX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.526415] [DEBUG] [LOCAL ] Loaded configuration for KSPI: 3 features, 70.0% accuracy [2025-12-02T20:44:57.526720] [DEBUG] [LOCAL ] Loaded configuration for FRSX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.527034] [DEBUG] [LOCAL ] Loaded configuration for AEFC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.527334] [DEBUG] [LOCAL ] Loaded configuration for AMDL: 5 features, 70.0% accuracy [2025-12-02T20:44:57.527603] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 0 features, 70.0% accuracy [2025-12-02T20:44:57.527864] [DEBUG] [LOCAL ] Loaded configuration for SEM: 4 features, 100.0% accuracy [2025-12-02T20:44:57.528200] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 3 features, 100.0% accuracy [2025-12-02T20:44:57.528470] [DEBUG] [LOCAL ] Loaded configuration for GBIO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.528775] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 0 features, 60.0% accuracy [2025-12-02T20:44:57.529097] [DEBUG] [LOCAL ] Loaded configuration for SVRA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.529358] [DEBUG] [LOCAL ] Loaded configuration for VSH: 4 features, 80.0% accuracy [2025-12-02T20:44:57.529659] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 60.0% accuracy [2025-12-02T20:44:57.529987] [DEBUG] [LOCAL ] Loaded configuration for SURG: 1 features, 70.0% accuracy [2025-12-02T20:44:57.530291] [DEBUG] [LOCAL ] Loaded configuration for GAMB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.530562] [DEBUG] [LOCAL ] Loaded configuration for NVO: 3 features, 100.0% accuracy [2025-12-02T20:44:57.530891] [DEBUG] [LOCAL ] Loaded configuration for AES: 1 features, 90.0% accuracy [2025-12-02T20:44:57.531160] [DEBUG] [LOCAL ] Loaded configuration for SLNO: 0 features, 80.0% accuracy [2025-12-02T20:44:57.531447] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 0 features, 80.0% accuracy [2025-12-02T20:44:57.531740] [DEBUG] [LOCAL ] Loaded configuration for LINC: 1 features, 90.0% accuracy [2025-12-02T20:44:57.531997] [DEBUG] [LOCAL ] Loaded configuration for IAE: 2 features, 50.0% accuracy [2025-12-02T20:44:57.532284] [DEBUG] [LOCAL ] Loaded configuration for NGG: 0 features, 80.0% accuracy [2025-12-02T20:44:57.532587] [DEBUG] [LOCAL ] Loaded configuration for QLYS: 1 features, 100.0% accuracy [2025-12-02T20:44:57.532875] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 60.0% accuracy [2025-12-02T20:44:57.533148] [DEBUG] [LOCAL ] Loaded configuration for HCTI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.533388] [DEBUG] [LOCAL ] Loaded configuration for TPG: 3 features, 80.0% accuracy [2025-12-02T20:44:57.533679] [DEBUG] [LOCAL ] Loaded configuration for VPG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.533933] [DEBUG] [LOCAL ] Loaded configuration for PHIO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.534215] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.534503] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.534776] [DEBUG] [LOCAL ] Loaded configuration for GPRO: 4 features, 80.0% accuracy [2025-12-02T20:44:57.535061] [DEBUG] [LOCAL ] Loaded configuration for STRA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.535302] [DEBUG] [LOCAL ] Loaded configuration for QS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.535606] [DEBUG] [LOCAL ] Loaded configuration for FOX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.535849] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.536108] [DEBUG] [LOCAL ] Loaded configuration for PAHC: 4 features, 70.0% accuracy [2025-12-02T20:44:57.536397] [DEBUG] [LOCAL ] Loaded configuration for MPC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.536654] [DEBUG] [LOCAL ] Loaded configuration for FINX: 5 features, 80.0% accuracy [2025-12-02T20:44:57.536939] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.537176] [DEBUG] [LOCAL ] Loaded configuration for CHD: 4 features, 70.0% accuracy [2025-12-02T20:44:57.537467] [DEBUG] [LOCAL ] Loaded configuration for GDYN: 4 features, 70.0% accuracy [2025-12-02T20:44:57.537705] [DEBUG] [LOCAL ] Loaded configuration for PVL: 1 features, 100.0% accuracy [2025-12-02T20:44:57.537980] [DEBUG] [LOCAL ] Loaded configuration for TAOP: 1 features, 80.0% accuracy [2025-12-02T20:44:57.538231] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-12-02T20:44:57.538496] [DEBUG] [LOCAL ] Loaded configuration for LTRX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.538761] [DEBUG] [LOCAL ] Loaded configuration for ACTG: 0 features, 90.0% accuracy [2025-12-02T20:44:57.539057] [DEBUG] [LOCAL ] Loaded configuration for AURA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.539351] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-12-02T20:44:57.539605] [DEBUG] [LOCAL ] Loaded configuration for DRUG: 1 features, 80.0% accuracy [2025-12-02T20:44:57.539868] [DEBUG] [LOCAL ] Loaded configuration for CSGS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.540107] [DEBUG] [LOCAL ] Loaded configuration for FDS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.540353] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.540597] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.540857] [DEBUG] [LOCAL ] Loaded configuration for MURA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.541147] [DEBUG] [LOCAL ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.541394] [DEBUG] [LOCAL ] Loaded configuration for BLMN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.541689] [DEBUG] [LOCAL ] Loaded configuration for CATY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.541992] [DEBUG] [LOCAL ] Loaded configuration for VRSK: 4 features, 80.0% accuracy [2025-12-02T20:44:57.542253] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.542516] [DEBUG] [LOCAL ] Loaded configuration for MBIO: 4 features, 70.0% accuracy [2025-12-02T20:44:57.542777] [DEBUG] [LOCAL ] Loaded configuration for TAL: 3 features, 80.0% accuracy [2025-12-02T20:44:57.543038] [DEBUG] [LOCAL ] Loaded configuration for TBRG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.543324] [DEBUG] [LOCAL ] Loaded configuration for CDNS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.543627] [DEBUG] [LOCAL ] Loaded configuration for SERA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.543922] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.544218] [DEBUG] [LOCAL ] Loaded configuration for FTXL: 3 features, 80.0% accuracy [2025-12-02T20:44:57.544459] [DEBUG] [LOCAL ] Loaded configuration for AB: 4 features, 80.0% accuracy [2025-12-02T20:44:57.544704] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.544969] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.545223] [DEBUG] [LOCAL ] Loaded configuration for ABCL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.545467] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.545709] [DEBUG] [LOCAL ] Loaded configuration for CELZ: 5 features, 90.0% accuracy [2025-12-02T20:44:57.545972] [DEBUG] [LOCAL ] Loaded configuration for SHOO: 1 features, 50.0% accuracy [2025-12-02T20:44:57.546221] [DEBUG] [LOCAL ] Loaded configuration for KTOS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.546480] [DEBUG] [LOCAL ] Loaded configuration for SMTI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.546772] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-12-02T20:44:57.546845] [DEBUG] [LOCAL ] Loaded configuration for TBPH: 5 features, 80.0% accuracy [2025-12-02T20:44:57.547078] [DEBUG] [LOCAL ] Loaded configuration for WCLD: 2 features, 90.0% accuracy [2025-12-02T20:44:57.547378] [DEBUG] [LOCAL ] Loaded configuration for OVID: 1 features, 100.0% accuracy [2025-12-02T20:44:57.547640] [DEBUG] [LOCAL ] Loaded configuration for SOPH: 1 features, 70.0% accuracy [2025-12-02T20:44:57.547708] [DEBUG] [LOCAL ] Loaded configuration for PAX: 2 features, 100.0% accuracy [2025-12-02T20:44:57.547998] [DEBUG] [LOCAL ] Loaded configuration for GRX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.548265] [DEBUG] [LOCAL ] Loaded configuration for ACRS: 4 features, 90.0% accuracy [2025-12-02T20:44:57.548525] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.548844] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.549140] [DEBUG] [LOCAL ] Loaded configuration for ENVB: 1 features, 70.0% accuracy [2025-12-02T20:44:57.549434] [DEBUG] [LOCAL ] Loaded configuration for STSS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.549725] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 1 features, 50.0% accuracy [2025-12-02T20:44:57.549990] [DEBUG] [LOCAL ] Loaded configuration for PLUS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.550281] [DEBUG] [LOCAL ] Loaded configuration for FCBC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.550542] [DEBUG] [LOCAL ] Loaded configuration for TEF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.550821] [DEBUG] [LOCAL ] Loaded configuration for GRAL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.551112] [DEBUG] [LOCAL ] Loaded configuration for CI: 3 features, 70.0% accuracy [2025-12-02T20:44:57.551405] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 1 features, 60.0% accuracy [2025-12-02T20:44:57.551649] [DEBUG] [LOCAL ] Loaded configuration for KIO: 4 features, 60.0% accuracy [2025-12-02T20:44:57.551941] [DEBUG] [LOCAL ] Loaded configuration for TVTX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.552239] [DEBUG] [LOCAL ] Loaded configuration for PNC: 3 features, 60.0% accuracy [2025-12-02T20:44:57.552533] [DEBUG] [LOCAL ] Loaded configuration for AEG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.552851] [DEBUG] [LOCAL ] Loaded configuration for TRNS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.553093] [DEBUG] [LOCAL ] Loaded configuration for ALGN: 3 features, 90.0% accuracy [2025-12-02T20:44:57.553340] [DEBUG] [LOCAL ] Loaded configuration for CAAP: 2 features, 90.0% accuracy [2025-12-02T20:44:57.553599] [DEBUG] [LOCAL ] Loaded configuration for MLCO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.553856] [DEBUG] [LOCAL ] Loaded configuration for JPC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.554097] [DEBUG] [LOCAL ] Loaded configuration for FSS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.554358] [DEBUG] [LOCAL ] Loaded configuration for RGEN: 1 features, 60.0% accuracy [2025-12-02T20:44:57.554623] [DEBUG] [LOCAL ] Loaded configuration for SMBC: 0 features, 50.0% accuracy [2025-12-02T20:44:57.554912] [DEBUG] [LOCAL ] Loaded configuration for CONL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.555168] [DEBUG] [LOCAL ] Loaded configuration for PAL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.555429] [DEBUG] [LOCAL ] Loaded configuration for ELAB: 0 features, 50.0% accuracy [2025-12-02T20:44:57.555690] [DEBUG] [LOCAL ] Loaded configuration for UNCY: 3 features, 70.0% accuracy [2025-12-02T20:44:57.555931] [DEBUG] [LOCAL ] Loaded configuration for SHO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.556171] [DEBUG] [LOCAL ] Loaded configuration for BELFA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.556458] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-12-02T20:44:57.556705] [DEBUG] [LOCAL ] Loaded configuration for SRBK: 3 features, 80.0% accuracy [2025-12-02T20:44:57.556945] [DEBUG] [LOCAL ] Loaded configuration for MXF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.557237] [DEBUG] [LOCAL ] Loaded configuration for ADUS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.557499] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.557816] [DEBUG] [LOCAL ] Loaded configuration for QFIN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.558131] [DEBUG] [LOCAL ] Loaded configuration for DVY: 3 features, 100.0% accuracy [2025-12-02T20:44:57.558394] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-12-02T20:44:57.558688] [DEBUG] [LOCAL ] Loaded configuration for CDXS: 5 features, 90.0% accuracy [2025-12-02T20:44:57.558981] [DEBUG] [LOCAL ] Loaded configuration for BFH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.559221] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.559512] [DEBUG] [LOCAL ] Loaded configuration for CSTL: 5 features, 90.0% accuracy [2025-12-02T20:44:57.559832] [DEBUG] [LOCAL ] Loaded configuration for ROE: 4 features, 90.0% accuracy [2025-12-02T20:44:57.560075] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 5 features, 90.0% accuracy [2025-12-02T20:44:57.560315] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.560602] [DEBUG] [LOCAL ] Loaded configuration for ARCB: 0 features, 80.0% accuracy [2025-12-02T20:44:57.560894] [DEBUG] [LOCAL ] Loaded configuration for TECH: 3 features, 80.0% accuracy [2025-12-02T20:44:57.561148] [DEBUG] [LOCAL ] Loaded configuration for LYB: 1 features, 80.0% accuracy [2025-12-02T20:44:57.561403] [DEBUG] [LOCAL ] Loaded configuration for TFII: 2 features, 100.0% accuracy [2025-12-02T20:44:57.561663] [DEBUG] [LOCAL ] Loaded configuration for UITB: 1 features, 70.0% accuracy [2025-12-02T20:44:57.561947] [DEBUG] [LOCAL ] Loaded configuration for APM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.562190] [DEBUG] [LOCAL ] Loaded configuration for OFG: 1 features, 70.0% accuracy [2025-12-02T20:44:57.562444] [DEBUG] [LOCAL ] Loaded configuration for DGICA: 4 features, 90.0% accuracy [2025-12-02T20:44:57.562703] [DEBUG] [LOCAL ] Loaded configuration for NNE: 3 features, 60.0% accuracy [2025-12-02T20:44:57.562962] [DEBUG] [LOCAL ] Loaded configuration for NKSH: 4 features, 100.0% accuracy [2025-12-02T20:44:57.563191] [DEBUG] [LOCAL ] Loaded configuration for FMHI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.563431] [DEBUG] [LOCAL ] Loaded configuration for WDFC: 4 features, 80.0% accuracy [2025-12-02T20:44:57.563722] [DEBUG] [LOCAL ] Loaded configuration for QMOM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.563959] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 70.0% accuracy [2025-12-02T20:44:57.564217] [DEBUG] [LOCAL ] Loaded configuration for GGLL: 0 features, 80.0% accuracy [2025-12-02T20:44:57.564471] [DEBUG] [LOCAL ] Loaded configuration for MSEX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.564727] [DEBUG] [LOCAL ] Loaded configuration for ULH: 2 features, 60.0% accuracy [2025-12-02T20:44:57.565010] [DEBUG] [LOCAL ] Loaded configuration for AAP: 2 features, 90.0% accuracy [2025-12-02T20:44:57.565266] [DEBUG] [LOCAL ] Loaded configuration for TNYA: 1 features, 80.0% accuracy [2025-12-02T20:44:57.565522] [DEBUG] [LOCAL ] Loaded configuration for CRVS: 6 features, 80.0% accuracy [2025-12-02T20:44:57.565831] [DEBUG] [LOCAL ] Loaded configuration for WNC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.566116] [DEBUG] [LOCAL ] Loaded configuration for BSSX: 5 features, 80.0% accuracy [2025-12-02T20:44:57.566406] [DEBUG] [LOCAL ] Loaded configuration for HNI: 1 features, 60.0% accuracy [2025-12-02T20:44:57.566697] [DEBUG] [LOCAL ] Loaded configuration for ENTX: 1 features, 90.0% accuracy [2025-12-02T20:44:57.566990] [DEBUG] [LOCAL ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.567276] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-12-02T20:44:57.567562] [DEBUG] [LOCAL ] Loaded configuration for AM: 4 features, 90.0% accuracy [2025-12-02T20:44:57.567870] [DEBUG] [LOCAL ] Loaded configuration for RVMD: 0 features, 80.0% accuracy [2025-12-02T20:44:57.568185] [DEBUG] [LOCAL ] Loaded configuration for BABX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.568484] [DEBUG] [LOCAL ] Loaded configuration for QQQ: 2 features, 80.0% accuracy [2025-12-02T20:44:57.568779] [DEBUG] [LOCAL ] Loaded configuration for STBA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.569020] [DEBUG] [LOCAL ] Loaded configuration for ALTI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.569280] [DEBUG] [LOCAL ] Loaded configuration for PCVX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.569518] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.569795] [DEBUG] [LOCAL ] Loaded configuration for IAS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.570083] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.570337] [DEBUG] [LOCAL ] Loaded configuration for YALA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.570590] [DEBUG] [LOCAL ] Loaded configuration for BSJS: 1 features, 90.0% accuracy [2025-12-02T20:44:57.570851] [DEBUG] [LOCAL ] Loaded configuration for VFF: 5 features, 80.0% accuracy [2025-12-02T20:44:57.571124] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.571368] [DEBUG] [LOCAL ] Loaded configuration for SRAD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.571658] [DEBUG] [LOCAL ] Loaded configuration for FELE: 1 features, 90.0% accuracy [2025-12-02T20:44:57.571914] [DEBUG] [LOCAL ] Loaded configuration for NOA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.572154] [DEBUG] [LOCAL ] Loaded configuration for CNXC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.572449] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 5 features, 90.0% accuracy [2025-12-02T20:44:57.572703] [DEBUG] [LOCAL ] Loaded configuration for TBLA: 1 features, 60.0% accuracy [2025-12-02T20:44:57.572939] [DEBUG] [LOCAL ] Loaded configuration for COCO: 4 features, 70.0% accuracy [2025-12-02T20:44:57.573177] [DEBUG] [LOCAL ] Loaded configuration for DOOO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.573411] [DEBUG] [LOCAL ] Loaded configuration for CAAS: 0 features, 60.0% accuracy [2025-12-02T20:44:57.573482] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-12-02T20:44:57.573713] [DEBUG] [LOCAL ] Loaded configuration for SANA: 0 features, 70.0% accuracy [2025-12-02T20:44:57.573963] [DEBUG] [LOCAL ] Loaded configuration for VTIP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.574198] [DEBUG] [LOCAL ] Loaded configuration for ALB: 3 features, 70.0% accuracy [2025-12-02T20:44:57.574454] [DEBUG] [LOCAL ] Loaded configuration for HCSG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.574741] [DEBUG] [LOCAL ] Loaded configuration for REVG: 4 features, 90.0% accuracy [2025-12-02T20:44:57.574993] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 90.0% accuracy [2025-12-02T20:44:57.575280] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 3 features, 80.0% accuracy [2025-12-02T20:44:57.575567] [DEBUG] [LOCAL ] Loaded configuration for FTAI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.575872] [DEBUG] [LOCAL ] Loaded configuration for FDBC: 0 features, 70.0% accuracy [2025-12-02T20:44:57.576128] [DEBUG] [LOCAL ] Loaded configuration for INVZ: 3 features, 70.0% accuracy [2025-12-02T20:44:57.576390] [DEBUG] [LOCAL ] Loaded configuration for WULF: 3 features, 90.0% accuracy [2025-12-02T20:44:57.576627] [DEBUG] [LOCAL ] Loaded configuration for ASG: 1 features, 80.0% accuracy [2025-12-02T20:44:57.576864] [DEBUG] [LOCAL ] Loaded configuration for CLDX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.577150] [DEBUG] [LOCAL ] Loaded configuration for APOS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.577438] [DEBUG] [LOCAL ] Loaded configuration for BTF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.577726] [DEBUG] [LOCAL ] Loaded configuration for BIVI: 4 features, 90.0% accuracy [2025-12-02T20:44:57.578036] [DEBUG] [LOCAL ] Loaded configuration for BB: 1 features, 70.0% accuracy [2025-12-02T20:44:57.578301] [DEBUG] [LOCAL ] Loaded configuration for IMPP: 3 features, 70.0% accuracy [2025-12-02T20:44:57.578560] [DEBUG] [LOCAL ] Loaded configuration for IESC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.578839] [DEBUG] [LOCAL ] Loaded configuration for RRC: 4 features, 70.0% accuracy [2025-12-02T20:44:57.579122] [DEBUG] [LOCAL ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy [2025-12-02T20:44:57.579361] [DEBUG] [LOCAL ] Loaded configuration for DSX: 5 features, 100.0% accuracy [2025-12-02T20:44:57.579647] [DEBUG] [LOCAL ] Loaded configuration for BCS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.579900] [DEBUG] [LOCAL ] Loaded configuration for MTX: 3 features, 60.0% accuracy [2025-12-02T20:44:57.580186] [DEBUG] [LOCAL ] Loaded configuration for DPG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.580441] [DEBUG] [LOCAL ] Loaded configuration for IMNM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.580675] [DEBUG] [LOCAL ] Loaded configuration for BLFY: 3 features, 90.0% accuracy [2025-12-02T20:44:57.580935] [DEBUG] [LOCAL ] Loaded configuration for PLTK: 3 features, 90.0% accuracy [2025-12-02T20:44:57.581169] [DEBUG] [LOCAL ] Loaded configuration for CWK: 4 features, 70.0% accuracy [2025-12-02T20:44:57.581404] [DEBUG] [LOCAL ] Loaded configuration for FSK: 0 features, 70.0% accuracy [2025-12-02T20:44:57.581640] [DEBUG] [LOCAL ] Loaded configuration for AMZN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.581929] [DEBUG] [LOCAL ] Loaded configuration for IUSG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.582190] [DEBUG] [LOCAL ] Loaded configuration for SLVO: 0 features, 80.0% accuracy [2025-12-02T20:44:57.582430] [DEBUG] [LOCAL ] Loaded configuration for OCCI: 4 features, 60.0% accuracy [2025-12-02T20:44:57.582686] [DEBUG] [LOCAL ] Loaded configuration for XOS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.582921] [DEBUG] [LOCAL ] Loaded configuration for VKTX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.583171] [DEBUG] [LOCAL ] Loaded configuration for INBK: 1 features, 70.0% accuracy [2025-12-02T20:44:57.583520] [DEBUG] [LOCAL ] Loaded configuration for IRTC: 4 features, 90.0% accuracy [2025-12-02T20:44:57.583844] [DEBUG] [LOCAL ] Loaded configuration for HLAL: 4 features, 80.0% accuracy [2025-12-02T20:44:57.584148] [DEBUG] [LOCAL ] Loaded configuration for LI: 1 features, 60.0% accuracy [2025-12-02T20:44:57.584452] [DEBUG] [LOCAL ] Loaded configuration for PNI: 7 features, 80.0% accuracy [2025-12-02T20:44:57.584755] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 4 features, 70.0% accuracy [2025-12-02T20:44:57.585055] [DEBUG] [LOCAL ] Loaded configuration for CHCI: 5 features, 90.0% accuracy [2025-12-02T20:44:57.585346] [DEBUG] [LOCAL ] Loaded configuration for FBK: 5 features, 80.0% accuracy [2025-12-02T20:44:57.585608] [DEBUG] [LOCAL ] Loaded configuration for EXC: 4 features, 60.0% accuracy [2025-12-02T20:44:57.585846] [DEBUG] [LOCAL ] Loaded configuration for CPZ: 2 features, 70.0% accuracy [2025-12-02T20:44:57.586131] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.586421] [DEBUG] [LOCAL ] Loaded configuration for PRTA: 3 features, 90.0% accuracy [2025-12-02T20:44:57.586710] [DEBUG] [LOCAL ] Loaded configuration for RBA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.586951] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-12-02T20:44:57.587185] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.587469] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.587757] [DEBUG] [LOCAL ] Loaded configuration for LMB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.588048] [DEBUG] [LOCAL ] Loaded configuration for MCRB: 3 features, 90.0% accuracy [2025-12-02T20:44:57.588344] [DEBUG] [LOCAL ] Loaded configuration for WLK: 5 features, 80.0% accuracy [2025-12-02T20:44:57.588604] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-12-02T20:44:57.588843] [DEBUG] [LOCAL ] Loaded configuration for PBA: 4 features, 70.0% accuracy [2025-12-02T20:44:57.589132] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 90.0% accuracy [2025-12-02T20:44:57.589421] [DEBUG] [LOCAL ] Loaded configuration for DDS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.589661] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-12-02T20:44:57.589750] [DEBUG] [LOCAL ] Loaded configuration for RHI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.590000] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 100.0% accuracy [2025-12-02T20:44:57.590261] [DEBUG] [LOCAL ] Loaded configuration for INVE: 1 features, 70.0% accuracy [2025-12-02T20:44:57.590517] [DEBUG] [LOCAL ] Loaded configuration for EWZS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.590785] [DEBUG] [LOCAL ] Loaded configuration for NSSC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.591040] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.591295] [DEBUG] [LOCAL ] Loaded configuration for DCTH: 1 features, 90.0% accuracy [2025-12-02T20:44:57.591600] [DEBUG] [LOCAL ] Loaded configuration for BBSI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.591859] [DEBUG] [LOCAL ] Loaded configuration for CLBK: 2 features, 90.0% accuracy [2025-12-02T20:44:57.592153] [DEBUG] [LOCAL ] Loaded configuration for PFG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.592449] [DEBUG] [LOCAL ] Loaded configuration for TTD: 3 features, 80.0% accuracy [2025-12-02T20:44:57.592734] [DEBUG] [LOCAL ] Loaded configuration for LAD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.592983] [DEBUG] [LOCAL ] Loaded configuration for KMI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.593267] [DEBUG] [LOCAL ] Loaded configuration for PRM: 2 features, 70.0% accuracy [2025-12-02T20:44:57.593552] [DEBUG] [LOCAL ] Loaded configuration for CRGO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.593859] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 1 features, 70.0% accuracy [2025-12-02T20:44:57.594120] [DEBUG] [LOCAL ] Loaded configuration for PLCE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.594371] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.594624] [DEBUG] [LOCAL ] Loaded configuration for LAKE: 3 features, 60.0% accuracy [2025-12-02T20:44:57.594864] [DEBUG] [LOCAL ] Loaded configuration for PSO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.595101] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 3 features, 90.0% accuracy [2025-12-02T20:44:57.595337] [DEBUG] [LOCAL ] Loaded configuration for CDE: 3 features, 90.0% accuracy [2025-12-02T20:44:57.595595] [DEBUG] [LOCAL ] Loaded configuration for TRIN: 4 features, 90.0% accuracy [2025-12-02T20:44:57.595884] [DEBUG] [LOCAL ] Loaded configuration for FUNC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.596169] [DEBUG] [LOCAL ] Loaded configuration for NHTC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.596456] [DEBUG] [LOCAL ] Loaded configuration for MDB: 0 features, 50.0% accuracy [2025-12-02T20:44:57.596693] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.596980] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.597269] [DEBUG] [LOCAL ] Loaded configuration for STLD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.597554] [DEBUG] [LOCAL ] Loaded configuration for CMP: 2 features, 90.0% accuracy [2025-12-02T20:44:57.597857] [DEBUG] [LOCAL ] Loaded configuration for ADBE: 1 features, 80.0% accuracy [2025-12-02T20:44:57.598115] [DEBUG] [LOCAL ] Loaded configuration for HAIN: 1 features, 90.0% accuracy [2025-12-02T20:44:57.598403] [DEBUG] [LOCAL ] Loaded configuration for ONON: 4 features, 80.0% accuracy [2025-12-02T20:44:57.598660] [DEBUG] [LOCAL ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy [2025-12-02T20:44:57.598960] [DEBUG] [LOCAL ] Loaded configuration for NDSN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.599251] [DEBUG] [LOCAL ] Loaded configuration for RRBI: 4 features, 60.0% accuracy [2025-12-02T20:44:57.599540] [DEBUG] [LOCAL ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.599830] [DEBUG] [LOCAL ] Loaded configuration for SHLS: 3 features, 90.0% accuracy [2025-12-02T20:44:57.600106] [DEBUG] [LOCAL ] Loaded configuration for LYTS: 4 features, 80.0% accuracy [2025-12-02T20:44:57.600392] [DEBUG] [LOCAL ] Loaded configuration for GDRX: 2 features, 60.0% accuracy [2025-12-02T20:44:57.600678] [DEBUG] [LOCAL ] Loaded configuration for MDXG: 1 features, 80.0% accuracy [2025-12-02T20:44:57.600963] [DEBUG] [LOCAL ] Loaded configuration for NEA: 3 features, 60.0% accuracy [2025-12-02T20:44:57.601224] [DEBUG] [LOCAL ] Loaded configuration for PNFP: 2 features, 90.0% accuracy [2025-12-02T20:44:57.601461] [DEBUG] [LOCAL ] Loaded configuration for AIPI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.601725] [DEBUG] [LOCAL ] Loaded configuration for SNTI: 5 features, 90.0% accuracy [2025-12-02T20:44:57.602010] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-12-02T20:44:57.602267] [DEBUG] [LOCAL ] Loaded configuration for COO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.602503] [DEBUG] [LOCAL ] Loaded configuration for TAC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.602770] [DEBUG] [LOCAL ] Loaded configuration for FBIO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.603026] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-12-02T20:44:57.603283] [DEBUG] [LOCAL ] Loaded configuration for GO: 4 features, 50.0% accuracy [2025-12-02T20:44:57.603522] [DEBUG] [LOCAL ] Loaded configuration for SARK: 3 features, 70.0% accuracy [2025-12-02T20:44:57.603775] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 3 features, 90.0% accuracy [2025-12-02T20:44:57.604038] [DEBUG] [LOCAL ] Loaded configuration for CRVO: 4 features, 80.0% accuracy [2025-12-02T20:44:57.604325] [DEBUG] [LOCAL ] Loaded configuration for AGIO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.604614] [DEBUG] [LOCAL ] Loaded configuration for COLL: 5 features, 90.0% accuracy [2025-12-02T20:44:57.604867] [DEBUG] [LOCAL ] Loaded configuration for EFSC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.605154] [DEBUG] [LOCAL ] Loaded configuration for SLG: 4 features, 80.0% accuracy [2025-12-02T20:44:57.605420] [DEBUG] [LOCAL ] Loaded configuration for XTKG: 1 features, 80.0% accuracy [2025-12-02T20:44:57.605675] [DEBUG] [LOCAL ] Loaded configuration for ICFI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.605959] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 3 features, 70.0% accuracy [2025-12-02T20:44:57.606212] [DEBUG] [LOCAL ] Loaded configuration for CZNC: 1 features, 60.0% accuracy [2025-12-02T20:44:57.606498] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-12-02T20:44:57.606749] [DEBUG] [LOCAL ] Loaded configuration for PCH: 3 features, 50.0% accuracy [2025-12-02T20:44:57.607034] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.607315] [DEBUG] [LOCAL ] Loaded configuration for DAN: 1 features, 40.0% accuracy [2025-12-02T20:44:57.607600] [DEBUG] [LOCAL ] Loaded configuration for INDB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.607924] [DEBUG] [LOCAL ] Loaded configuration for USA: 5 features, 80.0% accuracy [2025-12-02T20:44:57.608219] [DEBUG] [LOCAL ] Loaded configuration for BBLG: 3 features, 100.0% accuracy [2025-12-02T20:44:57.608506] [DEBUG] [LOCAL ] Loaded configuration for PSCH: 4 features, 100.0% accuracy [2025-12-02T20:44:57.608786] [DEBUG] [LOCAL ] Loaded configuration for FMNB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.609095] [DEBUG] [LOCAL ] Loaded configuration for MDAI: 3 features, 60.0% accuracy [2025-12-02T20:44:57.609339] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-12-02T20:44:57.609625] [DEBUG] [LOCAL ] Loaded configuration for BFK: 5 features, 100.0% accuracy [2025-12-02T20:44:57.609881] [DEBUG] [LOCAL ] Loaded configuration for GRC: 3 features, 60.0% accuracy [2025-12-02T20:44:57.610121] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.610405] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 80.0% accuracy [2025-12-02T20:44:57.610693] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.610975] [DEBUG] [LOCAL ] Loaded configuration for MDGL: 1 features, 80.0% accuracy [2025-12-02T20:44:57.611213] [DEBUG] [LOCAL ] Loaded configuration for RWAY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.611471] [DEBUG] [LOCAL ] Loaded configuration for TUGN: 4 features, 60.0% accuracy [2025-12-02T20:44:57.611763] [DEBUG] [LOCAL ] Loaded configuration for TSLA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.612052] [DEBUG] [LOCAL ] Loaded configuration for ANIP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.612340] [DEBUG] [LOCAL ] Loaded configuration for AOS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.612594] [DEBUG] [LOCAL ] Loaded configuration for KODK: 1 features, 80.0% accuracy [2025-12-02T20:44:57.612883] [DEBUG] [LOCAL ] Loaded configuration for FTCS: 0 features, 70.0% accuracy [2025-12-02T20:44:57.613183] [DEBUG] [LOCAL ] Loaded configuration for LITE: 1 features, 70.0% accuracy [2025-12-02T20:44:57.613440] [DEBUG] [LOCAL ] Loaded configuration for DAPP: 3 features, 50.0% accuracy [2025-12-02T20:44:57.613695] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-12-02T20:44:57.613982] [DEBUG] [LOCAL ] Loaded configuration for BFC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.614242] [DEBUG] [LOCAL ] Loaded configuration for SLQD: 2 features, 70.0% accuracy [2025-12-02T20:44:57.614527] [DEBUG] [LOCAL ] Loaded configuration for IIF: 1 features, 60.0% accuracy [2025-12-02T20:44:57.614783] [DEBUG] [LOCAL ] Loaded configuration for BME: 4 features, 70.0% accuracy [2025-12-02T20:44:57.615019] [DEBUG] [LOCAL ] Loaded configuration for OHI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.615259] [DEBUG] [LOCAL ] Loaded configuration for VXUS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.615544] [DEBUG] [LOCAL ] Loaded configuration for HOTH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.615852] [DEBUG] [LOCAL ] Loaded configuration for BNS: 7 features, 90.0% accuracy [2025-12-02T20:44:57.616140] [DEBUG] [LOCAL ] Loaded configuration for AMPH: 4 features, 80.0% accuracy [2025-12-02T20:44:57.616376] [DEBUG] [LOCAL ] Loaded configuration for CLOA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.616666] [DEBUG] [LOCAL ] Loaded configuration for CDRO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.616902] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 80.0% accuracy [2025-12-02T20:44:57.617161] [DEBUG] [LOCAL ] Loaded configuration for REYN: 2 features, 90.0% accuracy [2025-12-02T20:44:57.617405] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.617660] [DEBUG] [LOCAL ] Loaded configuration for OCSL: 5 features, 90.0% accuracy [2025-12-02T20:44:57.617952] [DEBUG] [LOCAL ] Loaded configuration for OXM: 1 features, 90.0% accuracy [2025-12-02T20:44:57.618242] [DEBUG] [LOCAL ] Loaded configuration for LIVN: 6 features, 80.0% accuracy [2025-12-02T20:44:57.618482] [DEBUG] [LOCAL ] Loaded configuration for MBC: 5 features, 90.0% accuracy [2025-12-02T20:44:57.618739] [DEBUG] [LOCAL ] Loaded configuration for MBS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.618999] [DEBUG] [LOCAL ] Loaded configuration for IMMX: 4 features, 90.0% accuracy [2025-12-02T20:44:57.619236] [DEBUG] [LOCAL ] Loaded configuration for BWMN: 4 features, 60.0% accuracy [2025-12-02T20:44:57.619525] [DEBUG] [LOCAL ] Loaded configuration for ARRY: 1 features, 70.0% accuracy [2025-12-02T20:44:57.619803] [DEBUG] [LOCAL ] Loaded configuration for FITB: 4 features, 80.0% accuracy [2025-12-02T20:44:57.620057] [DEBUG] [LOCAL ] Loaded configuration for CING: 2 features, 70.0% accuracy [2025-12-02T20:44:57.620343] [DEBUG] [LOCAL ] Loaded configuration for SE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.620597] [DEBUG] [LOCAL ] Loaded configuration for PANL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.620833] [DEBUG] [LOCAL ] Loaded configuration for PD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.621117] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-12-02T20:44:57.621407] [DEBUG] [LOCAL ] Loaded configuration for KRMD: 3 features, 50.0% accuracy [2025-12-02T20:44:57.621694] [DEBUG] [LOCAL ] Loaded configuration for LPG: 1 features, 50.0% accuracy [2025-12-02T20:44:57.621980] [DEBUG] [LOCAL ] Loaded configuration for BIIB: 3 features, 50.0% accuracy [2025-12-02T20:44:57.622214] [DEBUG] [LOCAL ] Loaded configuration for PDI: 5 features, 90.0% accuracy [2025-12-02T20:44:57.622449] [DEBUG] [LOCAL ] Loaded configuration for APGE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.622706] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 3 features, 70.0% accuracy [2025-12-02T20:44:57.622962] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.623222] [DEBUG] [LOCAL ] Loaded configuration for CYTK: 1 features, 70.0% accuracy [2025-12-02T20:44:57.623297] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 1 features, 80.0% accuracy [2025-12-02T20:44:57.623546] [DEBUG] [LOCAL ] Loaded configuration for PNQI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.623808] [DEBUG] [LOCAL ] Loaded configuration for COP: 2 features, 90.0% accuracy [2025-12-02T20:44:57.624048] [DEBUG] [LOCAL ] Loaded configuration for COLD: 0 features, 80.0% accuracy [2025-12-02T20:44:57.624336] [DEBUG] [LOCAL ] Loaded configuration for ATXS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.624621] [DEBUG] [LOCAL ] Loaded configuration for BCAL: 1 features, 90.0% accuracy [2025-12-02T20:44:57.624908] [DEBUG] [LOCAL ] Loaded configuration for HTLD: 2 features, 60.0% accuracy [2025-12-02T20:44:57.625168] [DEBUG] [LOCAL ] Loaded configuration for PBYI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.625460] [DEBUG] [LOCAL ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy [2025-12-02T20:44:57.625700] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.625935] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.626193] [DEBUG] [LOCAL ] Loaded configuration for PAYX: 3 features, 60.0% accuracy [2025-12-02T20:44:57.626439] [DEBUG] [LOCAL ] Loaded configuration for BATRA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.626694] [DEBUG] [LOCAL ] Loaded configuration for LUNG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.626977] [DEBUG] [LOCAL ] Loaded configuration for PAY: 5 features, 70.0% accuracy [2025-12-02T20:44:57.627264] [DEBUG] [LOCAL ] Loaded configuration for VMO: 1 features, 60.0% accuracy [2025-12-02T20:44:57.627549] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-12-02T20:44:57.627841] [DEBUG] [LOCAL ] Loaded configuration for BALL: 1 features, 50.0% accuracy [2025-12-02T20:44:57.628109] [DEBUG] [LOCAL ] Loaded configuration for RYTM: 5 features, 80.0% accuracy [2025-12-02T20:44:57.628407] [DEBUG] [LOCAL ] Loaded configuration for TRP: 1 features, 60.0% accuracy [2025-12-02T20:44:57.628648] [DEBUG] [LOCAL ] Loaded configuration for JBND: 2 features, 70.0% accuracy [2025-12-02T20:44:57.628907] [DEBUG] [LOCAL ] Loaded configuration for NCNO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.629157] [DEBUG] [LOCAL ] Loaded configuration for KLXE: 3 features, 70.0% accuracy [2025-12-02T20:44:57.629447] [DEBUG] [LOCAL ] Loaded configuration for SF: 5 features, 90.0% accuracy [2025-12-02T20:44:57.629704] [DEBUG] [LOCAL ] Loaded configuration for GOVI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.629991] [DEBUG] [LOCAL ] Loaded configuration for GPK: 3 features, 70.0% accuracy [2025-12-02T20:44:57.630278] [DEBUG] [LOCAL ] Loaded configuration for CTAS: 3 features, 90.0% accuracy [2025-12-02T20:44:57.630587] [DEBUG] [LOCAL ] Loaded configuration for ATRA: 0 features, 70.0% accuracy [2025-12-02T20:44:57.630835] [DEBUG] [LOCAL ] Loaded configuration for VOTE: 5 features, 80.0% accuracy [2025-12-02T20:44:57.631127] [DEBUG] [LOCAL ] Loaded configuration for RSSS: 2 features, 50.0% accuracy [2025-12-02T20:44:57.631407] [DEBUG] [LOCAL ] Loaded configuration for DGX: 4 features, 50.0% accuracy [2025-12-02T20:44:57.631647] [DEBUG] [LOCAL ] Loaded configuration for PM: 4 features, 60.0% accuracy [2025-12-02T20:44:57.631902] [DEBUG] [LOCAL ] Loaded configuration for MANH: 1 features, 90.0% accuracy [2025-12-02T20:44:57.632160] [DEBUG] [LOCAL ] Loaded configuration for GLPG: 3 features, 90.0% accuracy [2025-12-02T20:44:57.632413] [DEBUG] [LOCAL ] Loaded configuration for ODD: 1 features, 70.0% accuracy [2025-12-02T20:44:57.632667] [DEBUG] [LOCAL ] Loaded configuration for JSM: 1 features, 70.0% accuracy [2025-12-02T20:44:57.632951] [DEBUG] [LOCAL ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.633211] [DEBUG] [LOCAL ] Loaded configuration for VGI: 4 features, 80.0% accuracy [2025-12-02T20:44:57.633500] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.633779] [DEBUG] [LOCAL ] Loaded configuration for TBBK: 2 features, 70.0% accuracy [2025-12-02T20:44:57.634021] [DEBUG] [LOCAL ] Loaded configuration for RXRX: 4 features, 70.0% accuracy [2025-12-02T20:44:57.634306] [DEBUG] [LOCAL ] Loaded configuration for CNTA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.634596] [DEBUG] [LOCAL ] Loaded configuration for HNRG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.634884] [DEBUG] [LOCAL ] Loaded configuration for ACB: 2 features, 60.0% accuracy [2025-12-02T20:44:57.635125] [DEBUG] [LOCAL ] Loaded configuration for VMD: 1 features, 90.0% accuracy [2025-12-02T20:44:57.635377] [DEBUG] [LOCAL ] Loaded configuration for GOCO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.635634] [DEBUG] [LOCAL ] Loaded configuration for NRXP: 4 features, 80.0% accuracy [2025-12-02T20:44:57.635913] [DEBUG] [LOCAL ] Loaded configuration for AFCG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.636200] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.636486] [DEBUG] [LOCAL ] Loaded configuration for CPS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.636559] [DEBUG] [LOCAL ] Loaded configuration for CVS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.636863] [DEBUG] [LOCAL ] Loaded configuration for BGC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.637149] [DEBUG] [LOCAL ] Loaded configuration for CROX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.637434] [DEBUG] [LOCAL ] Loaded configuration for HTOO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.637727] [DEBUG] [LOCAL ] Loaded configuration for NEON: 2 features, 80.0% accuracy [2025-12-02T20:44:57.638019] [DEBUG] [LOCAL ] Loaded configuration for JACK: 3 features, 90.0% accuracy [2025-12-02T20:44:57.638279] [DEBUG] [LOCAL ] Loaded configuration for BRAG: 3 features, 60.0% accuracy [2025-12-02T20:44:57.638536] [DEBUG] [LOCAL ] Loaded configuration for CUBI: 2 features, 50.0% accuracy [2025-12-02T20:44:57.638797] [DEBUG] [LOCAL ] Loaded configuration for ASB: 0 features, 70.0% accuracy [2025-12-02T20:44:57.639088] [DEBUG] [LOCAL ] Loaded configuration for BCO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.639373] [DEBUG] [LOCAL ] Loaded configuration for ENTG: 0 features, 70.0% accuracy [2025-12-02T20:44:57.639628] [DEBUG] [LOCAL ] Loaded configuration for SYM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.639913] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.640203] [DEBUG] [LOCAL ] Loaded configuration for CGTX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.640491] [DEBUG] [LOCAL ] Loaded configuration for IQ: 4 features, 80.0% accuracy [2025-12-02T20:44:57.640769] [DEBUG] [LOCAL ] Loaded configuration for UDMY: 0 features, 90.0% accuracy [2025-12-02T20:44:57.640836] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.641086] [DEBUG] [LOCAL ] Loaded configuration for FLUX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.641317] [DEBUG] [LOCAL ] Loaded configuration for IOVA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.641390] [DEBUG] [LOCAL ] Loaded configuration for MCY: 1 features, 80.0% accuracy [2025-12-02T20:44:57.641670] [DEBUG] [LOCAL ] Loaded configuration for MREO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.641959] [DEBUG] [LOCAL ] Loaded configuration for JCE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.642201] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.642440] [DEBUG] [LOCAL ] Loaded configuration for BSCY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.642699] [DEBUG] [LOCAL ] Loaded configuration for USIO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.642943] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.643235] [DEBUG] [LOCAL ] Loaded configuration for PFIS: 1 features, 100.0% accuracy [2025-12-02T20:44:57.643469] [DEBUG] [LOCAL ] Loaded configuration for BZUN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.643729] [DEBUG] [LOCAL ] Loaded configuration for META: 2 features, 80.0% accuracy [2025-12-02T20:44:57.643980] [DEBUG] [LOCAL ] Loaded configuration for CRVL: 1 features, 90.0% accuracy [2025-12-02T20:44:57.644216] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.644473] [DEBUG] [LOCAL ] Loaded configuration for KLAC: 1 features, 60.0% accuracy [2025-12-02T20:44:57.644732] [DEBUG] [LOCAL ] Loaded configuration for NBN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.645028] [DEBUG] [LOCAL ] Loaded configuration for SEIC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.645315] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 90.0% accuracy [2025-12-02T20:44:57.645592] [DEBUG] [LOCAL ] Loaded configuration for MTRX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.645883] [DEBUG] [LOCAL ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.646164] [DEBUG] [LOCAL ] Loaded configuration for CBSH: 3 features, 80.0% accuracy [2025-12-02T20:44:57.646432] [DEBUG] [LOCAL ] Loaded configuration for AXP: 2 features, 70.0% accuracy [2025-12-02T20:44:57.646690] [DEBUG] [LOCAL ] Loaded configuration for MIGI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.646971] [DEBUG] [LOCAL ] Loaded configuration for RMI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.647258] [DEBUG] [LOCAL ] Loaded configuration for JBI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.647493] [DEBUG] [LOCAL ] Loaded configuration for NAD: 4 features, 80.0% accuracy [2025-12-02T20:44:57.647755] [DEBUG] [LOCAL ] Loaded configuration for FMB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.648028] [DEBUG] [LOCAL ] Loaded configuration for ULBI: 3 features, 60.0% accuracy [2025-12-02T20:44:57.648323] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.648616] [DEBUG] [LOCAL ] Loaded configuration for BCX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.648878] [DEBUG] [LOCAL ] Loaded configuration for IBTH: 2 features, 60.0% accuracy [2025-12-02T20:44:57.649139] [DEBUG] [LOCAL ] Loaded configuration for PTH: 3 features, 70.0% accuracy [2025-12-02T20:44:57.649373] [DEBUG] [LOCAL ] Loaded configuration for BPRN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.649447] [DEBUG] [LOCAL ] Loaded configuration for XYL: 3 features, 100.0% accuracy [2025-12-02T20:44:57.649696] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.649950] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 90.0% accuracy [2025-12-02T20:44:57.650245] [DEBUG] [LOCAL ] Loaded configuration for SSRM: 2 features, 90.0% accuracy [2025-12-02T20:44:57.650482] [DEBUG] [LOCAL ] Loaded configuration for TORO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.650737] [DEBUG] [LOCAL ] Loaded configuration for IBRX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.650980] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-12-02T20:44:57.651277] [DEBUG] [LOCAL ] Loaded configuration for BGSF: 1 features, 60.0% accuracy [2025-12-02T20:44:57.651536] [DEBUG] [LOCAL ] Loaded configuration for TEI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.651802] [DEBUG] [LOCAL ] Loaded configuration for GRVY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.652104] [DEBUG] [LOCAL ] Loaded configuration for VRA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.652390] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.652681] [DEBUG] [LOCAL ] Loaded configuration for FTEK: 0 features, 70.0% accuracy [2025-12-02T20:44:57.652925] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 1 features, 60.0% accuracy [2025-12-02T20:44:57.653212] [DEBUG] [LOCAL ] Loaded configuration for AGI: 4 features, 70.0% accuracy [2025-12-02T20:44:57.653469] [DEBUG] [LOCAL ] Loaded configuration for WEC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.653725] [DEBUG] [LOCAL ] Loaded configuration for PBI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.654014] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-12-02T20:44:57.654302] [DEBUG] [LOCAL ] Loaded configuration for USTB: 0 features, 80.0% accuracy [2025-12-02T20:44:57.654601] [DEBUG] [LOCAL ] Loaded configuration for CIB: 3 features, 90.0% accuracy [2025-12-02T20:44:57.654887] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.655123] [DEBUG] [LOCAL ] Loaded configuration for FBNC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.655379] [DEBUG] [LOCAL ] Loaded configuration for VEON: 2 features, 70.0% accuracy [2025-12-02T20:44:57.655631] [DEBUG] [LOCAL ] Loaded configuration for WDI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.655883] [DEBUG] [LOCAL ] Loaded configuration for LFVN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.656122] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.656381] [DEBUG] [LOCAL ] Loaded configuration for RLMD: 4 features, 80.0% accuracy [2025-12-02T20:44:57.656667] [DEBUG] [LOCAL ] Loaded configuration for BLDP: 2 features, 60.0% accuracy [2025-12-02T20:44:57.656903] [DEBUG] [LOCAL ] Loaded configuration for CHRD: 1 features, 40.0% accuracy [2025-12-02T20:44:57.657186] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.657469] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.657715] [DEBUG] [LOCAL ] Loaded configuration for VONE: 2 features, 90.0% accuracy [2025-12-02T20:44:57.658017] [DEBUG] [LOCAL ] Loaded configuration for RDY: 4 features, 90.0% accuracy [2025-12-02T20:44:57.658317] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.658562] [DEBUG] [LOCAL ] Loaded configuration for BILL: 4 features, 80.0% accuracy [2025-12-02T20:44:57.658873] [DEBUG] [LOCAL ] Loaded configuration for THC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.659128] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.659414] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.659669] [DEBUG] [LOCAL ] Loaded configuration for HFWA: 2 features, 60.0% accuracy [2025-12-02T20:44:57.659908] [DEBUG] [LOCAL ] Loaded configuration for UHS: 0 features, 70.0% accuracy [2025-12-02T20:44:57.660147] [DEBUG] [LOCAL ] Loaded configuration for DRS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.660384] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.660671] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 2 features, 80.0% accuracy [2025-12-02T20:44:57.660904] [DEBUG] [LOCAL ] Loaded configuration for BHK: 1 features, 80.0% accuracy [2025-12-02T20:44:57.661190] [DEBUG] [LOCAL ] Loaded configuration for AREC: 0 features, 60.0% accuracy [2025-12-02T20:44:57.661451] [DEBUG] [LOCAL ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy [2025-12-02T20:44:57.661688] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 90.0% accuracy [2025-12-02T20:44:57.661973] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.662263] [DEBUG] [LOCAL ] Loaded configuration for PENN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.662519] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 90.0% accuracy [2025-12-02T20:44:57.662796] [DEBUG] [LOCAL ] Loaded configuration for CFFN: 3 features, 90.0% accuracy [2025-12-02T20:44:57.663054] [DEBUG] [LOCAL ] Loaded configuration for WD: 3 features, 80.0% accuracy [2025-12-02T20:44:57.663313] [DEBUG] [LOCAL ] Loaded configuration for SOXX: 4 features, 90.0% accuracy [2025-12-02T20:44:57.663601] [DEBUG] [LOCAL ] Loaded configuration for PSX: 1 features, 90.0% accuracy [2025-12-02T20:44:57.663889] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 100.0% accuracy [2025-12-02T20:44:57.664175] [DEBUG] [LOCAL ] Loaded configuration for CERS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.664463] [DEBUG] [LOCAL ] Loaded configuration for RAIL: 7 features, 100.0% accuracy [2025-12-02T20:44:57.664719] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.665005] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 5 features, 90.0% accuracy [2025-12-02T20:44:57.665275] [DEBUG] [LOCAL ] Loaded configuration for PNRG: 4 features, 60.0% accuracy [2025-12-02T20:44:57.665533] [DEBUG] [LOCAL ] Loaded configuration for VLO: 4 features, 100.0% accuracy [2025-12-02T20:44:57.665784] [DEBUG] [LOCAL ] Loaded configuration for ALGS: 1 features, 50.0% accuracy [2025-12-02T20:44:57.666037] [DEBUG] [LOCAL ] Loaded configuration for MSA: 4 features, 100.0% accuracy [2025-12-02T20:44:57.666276] [DEBUG] [LOCAL ] Loaded configuration for PFE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.666515] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.666791] [DEBUG] [LOCAL ] Loaded configuration for IEF: 3 features, 100.0% accuracy [2025-12-02T20:44:57.667033] [DEBUG] [LOCAL ] Loaded configuration for TXO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.667325] [DEBUG] [LOCAL ] Loaded configuration for KSCP: 1 features, 60.0% accuracy [2025-12-02T20:44:57.667618] [DEBUG] [LOCAL ] Loaded configuration for QQQX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.667900] [DEBUG] [LOCAL ] Loaded configuration for AKBA: 1 features, 60.0% accuracy [2025-12-02T20:44:57.668215] [DEBUG] [LOCAL ] Loaded configuration for HOLX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.668501] [DEBUG] [LOCAL ] Loaded configuration for MUE: 3 features, 70.0% accuracy [2025-12-02T20:44:57.668779] [DEBUG] [LOCAL ] Loaded configuration for PODD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.669039] [DEBUG] [LOCAL ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy [2025-12-02T20:44:57.669331] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 1 features, 80.0% accuracy [2025-12-02T20:44:57.669597] [DEBUG] [LOCAL ] Loaded configuration for SIMO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.669850] [DEBUG] [LOCAL ] Loaded configuration for PDFS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.670084] [DEBUG] [LOCAL ] Loaded configuration for CGBD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.670370] [DEBUG] [LOCAL ] Loaded configuration for TEM: 4 features, 90.0% accuracy [2025-12-02T20:44:57.670655] [DEBUG] [LOCAL ] Loaded configuration for EA: 3 features, 60.0% accuracy [2025-12-02T20:44:57.670890] [DEBUG] [LOCAL ] Loaded configuration for EMD: 5 features, 70.0% accuracy [2025-12-02T20:44:57.671128] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 60.0% accuracy [2025-12-02T20:44:57.671411] [DEBUG] [LOCAL ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.671671] [DEBUG] [LOCAL ] Loaded configuration for NTES: 3 features, 80.0% accuracy [2025-12-02T20:44:57.671924] [DEBUG] [LOCAL ] Loaded configuration for CIGI: 3 features, 70.0% accuracy [2025-12-02T20:44:57.672209] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.672494] [DEBUG] [LOCAL ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.672768] [DEBUG] [LOCAL ] Loaded configuration for NMIH: 2 features, 80.0% accuracy [2025-12-02T20:44:57.673030] [DEBUG] [LOCAL ] Loaded configuration for MIND: 6 features, 80.0% accuracy [2025-12-02T20:44:57.673293] [DEBUG] [LOCAL ] Loaded configuration for POWI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.673596] [DEBUG] [LOCAL ] Loaded configuration for EC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.673843] [DEBUG] [LOCAL ] Loaded configuration for ATLC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.674105] [DEBUG] [LOCAL ] Loaded configuration for RING: 4 features, 80.0% accuracy [2025-12-02T20:44:57.674347] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.674635] [DEBUG] [LOCAL ] Loaded configuration for ISRG: 1 features, 60.0% accuracy [2025-12-02T20:44:57.674890] [DEBUG] [LOCAL ] Loaded configuration for TCPC: 4 features, 90.0% accuracy [2025-12-02T20:44:57.675179] [DEBUG] [LOCAL ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy [2025-12-02T20:44:57.675434] [DEBUG] [LOCAL ] Loaded configuration for FOSL: 3 features, 90.0% accuracy [2025-12-02T20:44:57.675691] [DEBUG] [LOCAL ] Loaded configuration for GLDD: 3 features, 60.0% accuracy [2025-12-02T20:44:57.675979] [DEBUG] [LOCAL ] Loaded configuration for BWAY: 6 features, 80.0% accuracy [2025-12-02T20:44:57.676273] [DEBUG] [LOCAL ] Loaded configuration for USOY: 2 features, 80.0% accuracy [2025-12-02T20:44:57.676509] [DEBUG] [LOCAL ] Loaded configuration for PTA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.676822] [DEBUG] [LOCAL ] Loaded configuration for SCZ: 0 features, 60.0% accuracy [2025-12-02T20:44:57.677080] [DEBUG] [LOCAL ] Loaded configuration for TCOM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.677367] [DEBUG] [LOCAL ] Loaded configuration for LPSN: 2 features, 100.0% accuracy [2025-12-02T20:44:57.677622] [DEBUG] [LOCAL ] Loaded configuration for FLEX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.680759] [DEBUG] [LOCAL ] Loaded configuration for RPAY: 5 features, 80.0% accuracy [2025-12-02T20:44:57.681052] [DEBUG] [LOCAL ] Loaded configuration for IGF: 3 features, 70.0% accuracy [2025-12-02T20:44:57.681345] [DEBUG] [LOCAL ] Loaded configuration for PSC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.681634] [DEBUG] [LOCAL ] Loaded configuration for SQM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.681921] [DEBUG] [LOCAL ] Loaded configuration for AME: 3 features, 70.0% accuracy [2025-12-02T20:44:57.682173] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 0 features, 70.0% accuracy [2025-12-02T20:44:57.682458] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.682695] [DEBUG] [LOCAL ] Loaded configuration for DD: 1 features, 60.0% accuracy [2025-12-02T20:44:57.682985] [DEBUG] [LOCAL ] Loaded configuration for SHFS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.683225] [DEBUG] [LOCAL ] Loaded configuration for VVOS: 4 features, 60.0% accuracy [2025-12-02T20:44:57.683484] [DEBUG] [LOCAL ] Loaded configuration for GNTX: 6 features, 80.0% accuracy [2025-12-02T20:44:57.683775] [DEBUG] [LOCAL ] Loaded configuration for FPXI: 4 features, 80.0% accuracy [2025-12-02T20:44:57.684031] [DEBUG] [LOCAL ] Loaded configuration for FISI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.684290] [DEBUG] [LOCAL ] Loaded configuration for AAL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.684544] [DEBUG] [LOCAL ] Loaded configuration for TTEK: 3 features, 60.0% accuracy [2025-12-02T20:44:57.684819] [DEBUG] [LOCAL ] Loaded configuration for MILN: 1 features, 90.0% accuracy [2025-12-02T20:44:57.685057] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.685290] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.685547] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 1 features, 90.0% accuracy [2025-12-02T20:44:57.685822] [DEBUG] [LOCAL ] Loaded configuration for LGCL: 1 features, 50.0% accuracy [2025-12-02T20:44:57.686052] [DEBUG] [LOCAL ] Loaded configuration for DDOG: 1 features, 80.0% accuracy [2025-12-02T20:44:57.686296] [DEBUG] [LOCAL ] Loaded configuration for STM: 4 features, 70.0% accuracy [2025-12-02T20:44:57.686598] [DEBUG] [LOCAL ] Loaded configuration for CDL: 3 features, 80.0% accuracy [2025-12-02T20:44:57.686853] [DEBUG] [LOCAL ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy [2025-12-02T20:44:57.687154] [DEBUG] [LOCAL ] Loaded configuration for HASI: 3 features, 70.0% accuracy [2025-12-02T20:44:57.687440] [DEBUG] [LOCAL ] Loaded configuration for ORLY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.687727] [DEBUG] [LOCAL ] Loaded configuration for TERN: 1 features, 90.0% accuracy [2025-12-02T20:44:57.688023] [DEBUG] [LOCAL ] Loaded configuration for ITIC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.688314] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.688607] [DEBUG] [LOCAL ] Loaded configuration for KOD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.688904] [DEBUG] [LOCAL ] Loaded configuration for TLK: 1 features, 60.0% accuracy [2025-12-02T20:44:57.689190] [DEBUG] [LOCAL ] Loaded configuration for APP: 0 features, 80.0% accuracy [2025-12-02T20:44:57.689478] [DEBUG] [LOCAL ] Loaded configuration for IRWD: 1 features, 60.0% accuracy [2025-12-02T20:44:57.689765] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 60.0% accuracy [2025-12-02T20:44:57.690057] [DEBUG] [LOCAL ] Loaded configuration for LOCO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.690286] [DEBUG] [LOCAL ] Loaded configuration for BCTX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.690539] [DEBUG] [LOCAL ] Loaded configuration for KRO: 1 features, 50.0% accuracy [2025-12-02T20:44:57.690855] [DEBUG] [LOCAL ] Loaded configuration for FDUS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.691091] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-12-02T20:44:57.691350] [DEBUG] [LOCAL ] Loaded configuration for WSBF: 4 features, 70.0% accuracy [2025-12-02T20:44:57.691606] [DEBUG] [LOCAL ] Loaded configuration for SWIM: 3 features, 90.0% accuracy [2025-12-02T20:44:57.691863] [DEBUG] [LOCAL ] Loaded configuration for NTAP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.692120] [DEBUG] [LOCAL ] Loaded configuration for OLLI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.692408] [DEBUG] [LOCAL ] Loaded configuration for PRZO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.692694] [DEBUG] [LOCAL ] Loaded configuration for AMD: 2 features, 70.0% accuracy [2025-12-02T20:44:57.692932] [DEBUG] [LOCAL ] Loaded configuration for WHG: 1 features, 80.0% accuracy [2025-12-02T20:44:57.693170] [DEBUG] [LOCAL ] Loaded configuration for BOOM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.693244] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-12-02T20:44:57.693515] [DEBUG] [LOCAL ] Loaded configuration for BFAM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.693826] [DEBUG] [LOCAL ] Loaded configuration for CMTL: 0 features, 90.0% accuracy [2025-12-02T20:44:57.694080] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.694331] [DEBUG] [LOCAL ] Loaded configuration for NBBK: 2 features, 80.0% accuracy [2025-12-02T20:44:57.694599] [DEBUG] [LOCAL ] Loaded configuration for ASH: 1 features, 90.0% accuracy [2025-12-02T20:44:57.694857] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-12-02T20:44:57.695142] [DEBUG] [LOCAL ] Loaded configuration for NWBI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.695400] [DEBUG] [LOCAL ] Loaded configuration for TARK: 1 features, 80.0% accuracy [2025-12-02T20:44:57.695465] [DEBUG] [LOCAL ] Loaded configuration for OPBK: 2 features, 80.0% accuracy [2025-12-02T20:44:57.695744] [DEBUG] [LOCAL ] Loaded configuration for AUTL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.696029] [DEBUG] [LOCAL ] Loaded configuration for AEI: 1 features, 90.0% accuracy [2025-12-02T20:44:57.696317] [DEBUG] [LOCAL ] Loaded configuration for HQY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.696618] [DEBUG] [LOCAL ] Loaded configuration for EXP: 5 features, 90.0% accuracy [2025-12-02T20:44:57.696914] [DEBUG] [LOCAL ] Loaded configuration for ONL: 1 features, 80.0% accuracy [2025-12-02T20:44:57.697174] [DEBUG] [LOCAL ] Loaded configuration for UFO: 1 features, 80.0% accuracy [2025-12-02T20:44:57.697429] [DEBUG] [LOCAL ] Loaded configuration for POAI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.697715] [DEBUG] [LOCAL ] Loaded configuration for MLYS: 1 features, 50.0% accuracy [2025-12-02T20:44:57.697974] [DEBUG] [LOCAL ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy [2025-12-02T20:44:57.698217] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.698490] [DEBUG] [LOCAL ] Loaded configuration for MGNI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.698807] [DEBUG] [LOCAL ] Loaded configuration for FTSM: 1 features, 90.0% accuracy [2025-12-02T20:44:57.699111] [DEBUG] [LOCAL ] Loaded configuration for TXG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.699397] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.699662] [DEBUG] [LOCAL ] Loaded configuration for CM: 4 features, 90.0% accuracy [2025-12-02T20:44:57.699955] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.700194] [DEBUG] [LOCAL ] Loaded configuration for COKE: 1 features, 70.0% accuracy [2025-12-02T20:44:57.700449] [DEBUG] [LOCAL ] Loaded configuration for HIMX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.700689] [DEBUG] [LOCAL ] Loaded configuration for AVGO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.700976] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.701212] [DEBUG] [LOCAL ] Loaded configuration for EE: 0 features, 70.0% accuracy [2025-12-02T20:44:57.701450] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.701739] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.702034] [DEBUG] [LOCAL ] Loaded configuration for ADSK: 3 features, 80.0% accuracy [2025-12-02T20:44:57.702269] [DEBUG] [LOCAL ] Loaded configuration for FF: 1 features, 60.0% accuracy [2025-12-02T20:44:57.702556] [DEBUG] [LOCAL ] Loaded configuration for FDX: 1 features, 60.0% accuracy [2025-12-02T20:44:57.702816] [DEBUG] [LOCAL ] Loaded configuration for ARKO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.703109] [DEBUG] [LOCAL ] Loaded configuration for SWBI: 3 features, 60.0% accuracy [2025-12-02T20:44:57.703398] [DEBUG] [LOCAL ] Loaded configuration for PERI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.703695] [DEBUG] [LOCAL ] Loaded configuration for WLDS: 0 features, 90.0% accuracy [2025-12-02T20:44:57.703959] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 80.0% accuracy [2025-12-02T20:44:57.704257] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 70.0% accuracy [2025-12-02T20:44:57.704533] [DEBUG] [LOCAL ] Loaded configuration for CHY: 5 features, 80.0% accuracy [2025-12-02T20:44:57.704862] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 4 features, 70.0% accuracy [2025-12-02T20:44:57.705123] [DEBUG] [LOCAL ] Loaded configuration for FHN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.705397] [DEBUG] [LOCAL ] Loaded configuration for PAGP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.705671] [DEBUG] [LOCAL ] Loaded configuration for INSG: 3 features, 90.0% accuracy [2025-12-02T20:44:57.705909] [DEBUG] [LOCAL ] Loaded configuration for LH: 3 features, 90.0% accuracy [2025-12-02T20:44:57.706213] [DEBUG] [LOCAL ] Loaded configuration for AIRG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.706503] [DEBUG] [LOCAL ] Loaded configuration for CETX: 0 features, 90.0% accuracy [2025-12-02T20:44:57.706811] [DEBUG] [LOCAL ] Loaded configuration for LITM: 2 features, 70.0% accuracy [2025-12-02T20:44:57.707108] [DEBUG] [LOCAL ] Loaded configuration for API: 3 features, 80.0% accuracy [2025-12-02T20:44:57.707365] [DEBUG] [LOCAL ] Loaded configuration for UEIC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.707620] [DEBUG] [LOCAL ] Loaded configuration for MSFL: 5 features, 70.0% accuracy [2025-12-02T20:44:57.707916] [DEBUG] [LOCAL ] Loaded configuration for BIRD: 3 features, 60.0% accuracy [2025-12-02T20:44:57.708224] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-12-02T20:44:57.708519] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.708805] [DEBUG] [LOCAL ] Loaded configuration for JDZG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.709087] [DEBUG] [LOCAL ] Loaded configuration for KEP: 2 features, 90.0% accuracy [2025-12-02T20:44:57.709359] [DEBUG] [LOCAL ] Loaded configuration for PCTY: 5 features, 60.0% accuracy [2025-12-02T20:44:57.709649] [DEBUG] [LOCAL ] Loaded configuration for OPXS: 5 features, 80.0% accuracy [2025-12-02T20:44:57.709960] [DEBUG] [LOCAL ] Loaded configuration for NVDA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.710236] [DEBUG] [LOCAL ] Loaded configuration for RAVE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.710542] [DEBUG] [LOCAL ] Loaded configuration for CIF: 1 features, 90.0% accuracy [2025-12-02T20:44:57.710811] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.711109] [DEBUG] [LOCAL ] Loaded configuration for MCHI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.711395] [DEBUG] [LOCAL ] Loaded configuration for VREX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.711628] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 2 features, 70.0% accuracy [2025-12-02T20:44:57.711895] [DEBUG] [LOCAL ] Loaded configuration for VC: 4 features, 90.0% accuracy [2025-12-02T20:44:57.712192] [DEBUG] [LOCAL ] Loaded configuration for H: 1 features, 70.0% accuracy [2025-12-02T20:44:57.712490] [DEBUG] [LOCAL ] Loaded configuration for BLD: 2 features, 50.0% accuracy [2025-12-02T20:44:57.712797] [DEBUG] [LOCAL ] Loaded configuration for TSM: 6 features, 70.0% accuracy [2025-12-02T20:44:57.713116] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.713422] [DEBUG] [LOCAL ] Loaded configuration for TRVG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.713683] [DEBUG] [LOCAL ] Loaded configuration for PLAB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.713937] [DEBUG] [LOCAL ] Loaded configuration for DGII: 2 features, 70.0% accuracy [2025-12-02T20:44:57.714195] [DEBUG] [LOCAL ] Loaded configuration for INCY: 6 features, 80.0% accuracy [2025-12-02T20:44:57.714446] [DEBUG] [LOCAL ] Loaded configuration for CGABL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.714700] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 100.0% accuracy [2025-12-02T20:44:57.714935] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-12-02T20:44:57.715218] [DEBUG] [LOCAL ] Loaded configuration for EBON: 2 features, 70.0% accuracy [2025-12-02T20:44:57.715501] [DEBUG] [LOCAL ] Loaded configuration for AWF: 1 features, 60.0% accuracy [2025-12-02T20:44:57.715771] [DEBUG] [LOCAL ] Loaded configuration for M: 3 features, 80.0% accuracy [2025-12-02T20:44:57.716013] [DEBUG] [LOCAL ] Loaded configuration for TREE: 3 features, 80.0% accuracy [2025-12-02T20:44:57.716267] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 5 features, 90.0% accuracy [2025-12-02T20:44:57.716502] [DEBUG] [LOCAL ] Loaded configuration for DSM: 2 features, 60.0% accuracy [2025-12-02T20:44:57.716799] [DEBUG] [LOCAL ] Loaded configuration for FMN: 4 features, 90.0% accuracy [2025-12-02T20:44:57.717065] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 60.0% accuracy [2025-12-02T20:44:57.717314] [DEBUG] [LOCAL ] Loaded configuration for DNP: 3 features, 70.0% accuracy [2025-12-02T20:44:57.717608] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 80.0% accuracy [2025-12-02T20:44:57.717896] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-12-02T20:44:57.718155] [DEBUG] [LOCAL ] Loaded configuration for CELC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.718414] [DEBUG] [LOCAL ] Loaded configuration for MFI: 3 features, 70.0% accuracy [2025-12-02T20:44:57.718674] [DEBUG] [LOCAL ] Loaded configuration for INM: 0 features, 70.0% accuracy [2025-12-02T20:44:57.719090] [DEBUG] [LOCAL ] Loaded configuration for BEEM: 2 features, 70.0% accuracy [2025-12-02T20:44:57.719592] [DEBUG] [LOCAL ] Loaded configuration for PLUG: 3 features, 90.0% accuracy [2025-12-02T20:44:57.720003] [DEBUG] [LOCAL ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy [2025-12-02T20:44:57.720333] [DEBUG] [LOCAL ] Loaded configuration for PGJ: 1 features, 90.0% accuracy [2025-12-02T20:44:57.720667] [DEBUG] [LOCAL ] Loaded configuration for RGS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.721008] [DEBUG] [LOCAL ] Loaded configuration for GDS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.721325] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-12-02T20:44:57.721631] [DEBUG] [LOCAL ] Loaded configuration for CHI: 4 features, 60.0% accuracy [2025-12-02T20:44:57.721919] [DEBUG] [LOCAL ] Loaded configuration for BAH: 5 features, 70.0% accuracy [2025-12-02T20:44:57.722206] [DEBUG] [LOCAL ] Loaded configuration for FEIM: 0 features, 50.0% accuracy [2025-12-02T20:44:57.722469] [DEBUG] [LOCAL ] Loaded configuration for OPEN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.722740] [DEBUG] [LOCAL ] Loaded configuration for LYRA: 5 features, 90.0% accuracy [2025-12-02T20:44:57.723016] [DEBUG] [LOCAL ] Loaded configuration for SNCY: 1 features, 70.0% accuracy [2025-12-02T20:44:57.723320] [DEBUG] [LOCAL ] Loaded configuration for ARGX: 4 features, 60.0% accuracy [2025-12-02T20:44:57.723624] [DEBUG] [LOCAL ] Loaded configuration for CDNA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.723898] [DEBUG] [LOCAL ] Loaded configuration for URNJ: 1 features, 70.0% accuracy [2025-12-02T20:44:57.724169] [DEBUG] [LOCAL ] Loaded configuration for MARA: 3 features, 60.0% accuracy [2025-12-02T20:44:57.724422] [DEBUG] [LOCAL ] Loaded configuration for MTD: 1 features, 70.0% accuracy [2025-12-02T20:44:57.724673] [DEBUG] [LOCAL ] Loaded configuration for OBIO: 1 features, 80.0% accuracy [2025-12-02T20:44:57.724906] [DEBUG] [LOCAL ] Loaded configuration for CRDF: 1 features, 80.0% accuracy [2025-12-02T20:44:57.724972] [DEBUG] [LOCAL ] Loaded configuration for WAY: 5 features, 70.0% accuracy [2025-12-02T20:44:57.725232] [DEBUG] [LOCAL ] Loaded configuration for COWG: 4 features, 80.0% accuracy [2025-12-02T20:44:57.725485] [DEBUG] [LOCAL ] Loaded configuration for CRDO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.725751] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 3 features, 70.0% accuracy [2025-12-02T20:44:57.726060] [DEBUG] [LOCAL ] Loaded configuration for AGYS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.726328] [DEBUG] [LOCAL ] Loaded configuration for BMO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.726397] [DEBUG] [LOCAL ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy [2025-12-02T20:44:57.726692] [DEBUG] [LOCAL ] Loaded configuration for BNDX: 6 features, 70.0% accuracy [2025-12-02T20:44:57.726947] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.727183] [DEBUG] [LOCAL ] Loaded configuration for CAC: 3 features, 60.0% accuracy [2025-12-02T20:44:57.727466] [DEBUG] [LOCAL ] Loaded configuration for ABVE: 3 features, 50.0% accuracy [2025-12-02T20:44:57.727719] [DEBUG] [LOCAL ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy [2025-12-02T20:44:57.728019] [DEBUG] [LOCAL ] Loaded configuration for AMTX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.728311] [DEBUG] [LOCAL ] Loaded configuration for CEVA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.728598] [DEBUG] [LOCAL ] Loaded configuration for CPK: 1 features, 90.0% accuracy [2025-12-02T20:44:57.728853] [DEBUG] [LOCAL ] Loaded configuration for IBCP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.729133] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.729394] [DEBUG] [LOCAL ] Loaded configuration for ROCK: 3 features, 60.0% accuracy [2025-12-02T20:44:57.729648] [DEBUG] [LOCAL ] Loaded configuration for IMRX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.729897] [DEBUG] [LOCAL ] Loaded configuration for NRC: 5 features, 90.0% accuracy [2025-12-02T20:44:57.730146] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.730379] [DEBUG] [LOCAL ] Loaded configuration for NIC: 5 features, 100.0% accuracy [2025-12-02T20:44:57.730663] [DEBUG] [LOCAL ] Loaded configuration for WPC: 0 features, 60.0% accuracy [2025-12-02T20:44:57.730921] [DEBUG] [LOCAL ] Loaded configuration for UAL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.731151] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 1 features, 90.0% accuracy [2025-12-02T20:44:57.731431] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.731686] [DEBUG] [LOCAL ] Loaded configuration for INGN: 4 features, 90.0% accuracy [2025-12-02T20:44:57.731919] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.732151] [DEBUG] [LOCAL ] Loaded configuration for PKG: 0 features, 80.0% accuracy [2025-12-02T20:44:57.732382] [DEBUG] [LOCAL ] Loaded configuration for CE: 4 features, 90.0% accuracy [2025-12-02T20:44:57.732635] [DEBUG] [LOCAL ] Loaded configuration for TWFG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.732890] [DEBUG] [LOCAL ] Loaded configuration for MGTX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.733169] [DEBUG] [LOCAL ] Loaded configuration for BBN: 3 features, 70.0% accuracy [2025-12-02T20:44:57.733420] [DEBUG] [LOCAL ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy [2025-12-02T20:44:57.733703] [DEBUG] [LOCAL ] Loaded configuration for FTHM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.733986] [DEBUG] [LOCAL ] Loaded configuration for VSDA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.734222] [DEBUG] [LOCAL ] Loaded configuration for DSGN: 5 features, 80.0% accuracy [2025-12-02T20:44:57.734457] [DEBUG] [LOCAL ] Loaded configuration for VONG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.734687] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 80.0% accuracy [2025-12-02T20:44:57.734978] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 90.0% accuracy [2025-12-02T20:44:57.735256] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 2 features, 60.0% accuracy [2025-12-02T20:44:57.735534] [DEBUG] [LOCAL ] Loaded configuration for EARN: 3 features, 60.0% accuracy [2025-12-02T20:44:57.735812] [DEBUG] [LOCAL ] Loaded configuration for PRO: 4 features, 80.0% accuracy [2025-12-02T20:44:57.736092] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.736323] [DEBUG] [LOCAL ] Loaded configuration for RYN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.736556] [DEBUG] [LOCAL ] Loaded configuration for CRML: 1 features, 70.0% accuracy [2025-12-02T20:44:57.736862] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.737118] [DEBUG] [LOCAL ] Loaded configuration for XEL: 4 features, 80.0% accuracy [2025-12-02T20:44:57.737398] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-12-02T20:44:57.737679] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-12-02T20:44:57.737938] [DEBUG] [LOCAL ] Loaded configuration for RGCO: 3 features, 90.0% accuracy [2025-12-02T20:44:57.738183] [DEBUG] [LOCAL ] Loaded configuration for PTY: 3 features, 70.0% accuracy [2025-12-02T20:44:57.738418] [DEBUG] [LOCAL ] Loaded configuration for ASLE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.738705] [DEBUG] [LOCAL ] Loaded configuration for TECX: 5 features, 80.0% accuracy [2025-12-02T20:44:57.738988] [DEBUG] [LOCAL ] Loaded configuration for ECPG: 1 features, 100.0% accuracy [2025-12-02T20:44:57.739239] [DEBUG] [LOCAL ] Loaded configuration for SONO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.739523] [DEBUG] [LOCAL ] Loaded configuration for SKM: 0 features, 80.0% accuracy [2025-12-02T20:44:57.739824] [DEBUG] [LOCAL ] Loaded configuration for AEO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.740059] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-12-02T20:44:57.740345] [DEBUG] [LOCAL ] Loaded configuration for PETS: 4 features, 80.0% accuracy [2025-12-02T20:44:57.740627] [DEBUG] [LOCAL ] Loaded configuration for CVRX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.740908] [DEBUG] [LOCAL ] Loaded configuration for RACE: 1 features, 70.0% accuracy [2025-12-02T20:44:57.741135] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.741414] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.741695] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 70.0% accuracy [2025-12-02T20:44:57.741945] [DEBUG] [LOCAL ] Loaded configuration for LVO: 1 features, 50.0% accuracy [2025-12-02T20:44:57.742223] [DEBUG] [LOCAL ] Loaded configuration for FDIF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.742476] [DEBUG] [LOCAL ] Loaded configuration for ODFL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.742725] [DEBUG] [LOCAL ] Loaded configuration for DGLY: 0 features, 70.0% accuracy [2025-12-02T20:44:57.742948] [DEBUG] [LOCAL ] Loaded configuration for BMBL: 4 features, 60.0% accuracy [2025-12-02T20:44:57.743021] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 4 features, 90.0% accuracy [2025-12-02T20:44:57.743293] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 60.0% accuracy [2025-12-02T20:44:57.743517] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 5 features, 90.0% accuracy [2025-12-02T20:44:57.743822] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-12-02T20:44:57.744055] [DEBUG] [LOCAL ] Loaded configuration for PEO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.744291] [DEBUG] [LOCAL ] Loaded configuration for ATRC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.744602] [DEBUG] [LOCAL ] Loaded configuration for WIA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.744837] [DEBUG] [LOCAL ] Loaded configuration for BDTX: 3 features, 90.0% accuracy [2025-12-02T20:44:57.745123] [DEBUG] [LOCAL ] Loaded configuration for BLCN: 4 features, 90.0% accuracy [2025-12-02T20:44:57.745402] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-12-02T20:44:57.745686] [DEBUG] [LOCAL ] Loaded configuration for GASS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.745963] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 1 features, 50.0% accuracy [2025-12-02T20:44:57.746211] [DEBUG] [LOCAL ] Loaded configuration for MSBI: 6 features, 90.0% accuracy [2025-12-02T20:44:57.746464] [DEBUG] [LOCAL ] Loaded configuration for RNA: 4 features, 50.0% accuracy [2025-12-02T20:44:57.746719] [DEBUG] [LOCAL ] Loaded configuration for PTLO: 5 features, 70.0% accuracy [2025-12-02T20:44:57.746996] [DEBUG] [LOCAL ] Loaded configuration for ALC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.747278] [DEBUG] [LOCAL ] Loaded configuration for TSL: 3 features, 90.0% accuracy [2025-12-02T20:44:57.747557] [DEBUG] [LOCAL ] Loaded configuration for BZH: 1 features, 70.0% accuracy [2025-12-02T20:44:57.747811] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.748059] [DEBUG] [LOCAL ] Loaded configuration for BAM: 5 features, 100.0% accuracy [2025-12-02T20:44:57.748317] [DEBUG] [LOCAL ] Loaded configuration for TMUS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.748550] [DEBUG] [LOCAL ] Loaded configuration for CCI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.748858] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.749109] [DEBUG] [LOCAL ] Loaded configuration for YETI: 0 features, 60.0% accuracy [2025-12-02T20:44:57.749341] [DEBUG] [LOCAL ] Loaded configuration for PHI: 4 features, 80.0% accuracy [2025-12-02T20:44:57.749595] [DEBUG] [LOCAL ] Loaded configuration for UHG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.749844] [DEBUG] [LOCAL ] Loaded configuration for SNA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.750097] [DEBUG] [LOCAL ] Loaded configuration for WWD: 0 features, 70.0% accuracy [2025-12-02T20:44:57.750377] [DEBUG] [LOCAL ] Loaded configuration for GTN: 2 features, 50.0% accuracy [2025-12-02T20:44:57.750657] [DEBUG] [LOCAL ] Loaded configuration for HEI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.750910] [DEBUG] [LOCAL ] Loaded configuration for XTIA: 1 features, 70.0% accuracy [2025-12-02T20:44:57.751193] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 90.0% accuracy [2025-12-02T20:44:57.751439] [DEBUG] [LOCAL ] Loaded configuration for DIOD: 2 features, 90.0% accuracy [2025-12-02T20:44:57.751676] [DEBUG] [LOCAL ] Loaded configuration for WEN: 0 features, 80.0% accuracy [2025-12-02T20:44:57.751959] [DEBUG] [LOCAL ] Loaded configuration for QQQY: 4 features, 70.0% accuracy [2025-12-02T20:44:57.752236] [DEBUG] [LOCAL ] Loaded configuration for DBI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.752481] [DEBUG] [LOCAL ] Loaded configuration for OPK: 1 features, 70.0% accuracy [2025-12-02T20:44:57.752769] [DEBUG] [LOCAL ] Loaded configuration for MCRI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.753015] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.753295] [DEBUG] [LOCAL ] Loaded configuration for FBP: 1 features, 80.0% accuracy [2025-12-02T20:44:57.753527] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.753830] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-12-02T20:44:57.754103] [DEBUG] [LOCAL ] Loaded configuration for LUCD: 3 features, 50.0% accuracy [2025-12-02T20:44:57.754352] [DEBUG] [LOCAL ] Loaded configuration for EVGN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.754632] [DEBUG] [LOCAL ] Loaded configuration for AXGN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.754914] [DEBUG] [LOCAL ] Loaded configuration for BC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.755197] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.755447] [DEBUG] [LOCAL ] Loaded configuration for IDAI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.755728] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-12-02T20:44:57.755982] [DEBUG] [LOCAL ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy [2025-12-02T20:44:57.756261] [DEBUG] [LOCAL ] Loaded configuration for SVC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.756509] [DEBUG] [LOCAL ] Loaded configuration for OPTX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.756780] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.757034] [DEBUG] [LOCAL ] Loaded configuration for KBWB: 4 features, 100.0% accuracy [2025-12-02T20:44:57.757265] [DEBUG] [LOCAL ] Loaded configuration for CPF: 5 features, 70.0% accuracy [2025-12-02T20:44:57.757494] [DEBUG] [LOCAL ] Loaded configuration for NIE: 1 features, 60.0% accuracy [2025-12-02T20:44:57.757794] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.758084] [DEBUG] [LOCAL ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy [2025-12-02T20:44:57.758365] [DEBUG] [LOCAL ] Loaded configuration for BLE: 1 features, 90.0% accuracy [2025-12-02T20:44:57.758643] [DEBUG] [LOCAL ] Loaded configuration for MCS: 4 features, 70.0% accuracy [2025-12-02T20:44:57.758891] [DEBUG] [LOCAL ] Loaded configuration for PGNY: 2 features, 80.0% accuracy [2025-12-02T20:44:57.759124] [DEBUG] [LOCAL ] Loaded configuration for TTI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.759372] [DEBUG] [LOCAL ] Loaded configuration for ETHA: 4 features, 70.0% accuracy [2025-12-02T20:44:57.759663] [DEBUG] [LOCAL ] Loaded configuration for MNRO: 3 features, 100.0% accuracy [2025-12-02T20:44:57.759944] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 4 features, 60.0% accuracy [2025-12-02T20:44:57.760183] [DEBUG] [LOCAL ] Loaded configuration for AESI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.760465] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.760713] [DEBUG] [LOCAL ] Loaded configuration for DNLI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.760962] [DEBUG] [LOCAL ] Loaded configuration for SOPA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.761240] [DEBUG] [LOCAL ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.761472] [DEBUG] [LOCAL ] Loaded configuration for SPRY: 1 features, 70.0% accuracy [2025-12-02T20:44:57.761753] [DEBUG] [LOCAL ] Loaded configuration for ADM: 2 features, 70.0% accuracy [2025-12-02T20:44:57.762038] [DEBUG] [LOCAL ] Loaded configuration for TRUP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.762267] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-12-02T20:44:57.762500] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 4 features, 70.0% accuracy [2025-12-02T20:44:57.762802] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 2 features, 50.0% accuracy [2025-12-02T20:44:57.763033] [DEBUG] [LOCAL ] Loaded configuration for NC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.763328] [DEBUG] [LOCAL ] Loaded configuration for USOI: 0 features, 60.0% accuracy [2025-12-02T20:44:57.763564] [DEBUG] [LOCAL ] Loaded configuration for ALKS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.763838] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.764090] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 1 features, 60.0% accuracy [2025-12-02T20:44:57.764312] [DEBUG] [LOCAL ] Loaded configuration for AOD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.764560] [DEBUG] [LOCAL ] Loaded configuration for SNES: 3 features, 70.0% accuracy [2025-12-02T20:44:57.764862] [DEBUG] [LOCAL ] Loaded configuration for ALCO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.765110] [DEBUG] [LOCAL ] Loaded configuration for IMOS: 0 features, 70.0% accuracy [2025-12-02T20:44:57.765364] [DEBUG] [LOCAL ] Loaded configuration for MRK: 2 features, 90.0% accuracy [2025-12-02T20:44:57.765613] [DEBUG] [LOCAL ] Loaded configuration for DGCB: 0 features, 70.0% accuracy [2025-12-02T20:44:57.765847] [DEBUG] [LOCAL ] Loaded configuration for MUA: 1 features, 70.0% accuracy [2025-12-02T20:44:57.766079] [DEBUG] [LOCAL ] Loaded configuration for GNL: 0 features, 70.0% accuracy [2025-12-02T20:44:57.766359] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.766608] [DEBUG] [LOCAL ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy [2025-12-02T20:44:57.766885] [DEBUG] [LOCAL ] Loaded configuration for BFIN: 5 features, 100.0% accuracy [2025-12-02T20:44:57.767132] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 3 features, 90.0% accuracy [2025-12-02T20:44:57.767382] [DEBUG] [LOCAL ] Loaded configuration for TME: 3 features, 80.0% accuracy [2025-12-02T20:44:57.767666] [DEBUG] [LOCAL ] Loaded configuration for BVS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.767940] [DEBUG] [LOCAL ] Loaded configuration for MAMA: 4 features, 70.0% accuracy [2025-12-02T20:44:57.768225] [DEBUG] [LOCAL ] Loaded configuration for FCCO: 4 features, 70.0% accuracy [2025-12-02T20:44:57.768509] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.768820] [DEBUG] [LOCAL ] Loaded configuration for ESCA: 4 features, 80.0% accuracy [2025-12-02T20:44:57.769107] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.769387] [DEBUG] [LOCAL ] Loaded configuration for WFC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.769641] [DEBUG] [LOCAL ] Loaded configuration for MTH: 3 features, 80.0% accuracy [2025-12-02T20:44:57.769874] [DEBUG] [LOCAL ] Loaded configuration for SWK: 0 features, 70.0% accuracy [2025-12-02T20:44:57.770159] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-12-02T20:44:57.770447] [DEBUG] [LOCAL ] Loaded configuration for IRON: 3 features, 70.0% accuracy [2025-12-02T20:44:57.770703] [DEBUG] [LOCAL ] Loaded configuration for INO: 1 features, 80.0% accuracy [2025-12-02T20:44:57.770953] [DEBUG] [LOCAL ] Loaded configuration for INDP: 0 features, 70.0% accuracy [2025-12-02T20:44:57.771186] [DEBUG] [LOCAL ] Loaded configuration for PDM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.771470] [DEBUG] [LOCAL ] Loaded configuration for RDN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.771759] [DEBUG] [LOCAL ] Loaded configuration for STEP: 3 features, 70.0% accuracy [2025-12-02T20:44:57.772001] [DEBUG] [LOCAL ] Loaded configuration for PLD: 1 features, 90.0% accuracy [2025-12-02T20:44:57.772280] [DEBUG] [LOCAL ] Loaded configuration for EPD: 4 features, 100.0% accuracy [2025-12-02T20:44:57.772530] [DEBUG] [LOCAL ] Loaded configuration for URBN: 3 features, 90.0% accuracy [2025-12-02T20:44:57.772789] [DEBUG] [LOCAL ] Loaded configuration for TPCS: 3 features, 90.0% accuracy [2025-12-02T20:44:57.773067] [DEBUG] [LOCAL ] Loaded configuration for AEVA: 3 features, 90.0% accuracy [2025-12-02T20:44:57.773347] [DEBUG] [LOCAL ] Loaded configuration for DQ: 1 features, 70.0% accuracy [2025-12-02T20:44:57.773633] [DEBUG] [LOCAL ] Loaded configuration for ERNA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.773864] [DEBUG] [LOCAL ] Loaded configuration for COPP: 4 features, 70.0% accuracy [2025-12-02T20:44:57.774113] [DEBUG] [LOCAL ] Loaded configuration for OFLX: 4 features, 70.0% accuracy [2025-12-02T20:44:57.774343] [DEBUG] [LOCAL ] Loaded configuration for AUPH: 5 features, 70.0% accuracy [2025-12-02T20:44:57.774598] [DEBUG] [LOCAL ] Loaded configuration for VTYX: 0 features, 90.0% accuracy [2025-12-02T20:44:57.774847] [DEBUG] [LOCAL ] Loaded configuration for GREE: 1 features, 70.0% accuracy [2025-12-02T20:44:57.775121] [DEBUG] [LOCAL ] Loaded configuration for AEMD: 2 features, 100.0% accuracy [2025-12-02T20:44:57.775367] [DEBUG] [LOCAL ] Loaded configuration for RSI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.775620] [DEBUG] [LOCAL ] Loaded configuration for HBM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.775918] [DEBUG] [LOCAL ] Loaded configuration for SREA: 5 features, 90.0% accuracy [2025-12-02T20:44:57.776169] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.776449] [DEBUG] [LOCAL ] Loaded configuration for NHI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.776730] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.776964] [DEBUG] [LOCAL ] Loaded configuration for BPOP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.777249] [DEBUG] [LOCAL ] Loaded configuration for EBC: 1 features, 90.0% accuracy [2025-12-02T20:44:57.777480] [DEBUG] [LOCAL ] Loaded configuration for BNED: 3 features, 70.0% accuracy [2025-12-02T20:44:57.777555] [DEBUG] [LOCAL ] Loaded configuration for BSM: 1 features, 70.0% accuracy [2025-12-02T20:44:57.777857] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 1 features, 60.0% accuracy [2025-12-02T20:44:57.778148] [DEBUG] [LOCAL ] Loaded configuration for PMTS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.778398] [DEBUG] [LOCAL ] Loaded configuration for STC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.778634] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-12-02T20:44:57.778870] [DEBUG] [LOCAL ] Loaded configuration for UPS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.779117] [DEBUG] [LOCAL ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy [2025-12-02T20:44:57.779190] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.779417] [DEBUG] [LOCAL ] Loaded configuration for HBAN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.779705] [DEBUG] [LOCAL ] Loaded configuration for WKEY: 0 features, 80.0% accuracy [2025-12-02T20:44:57.779955] [DEBUG] [LOCAL ] Loaded configuration for TYGO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.780235] [DEBUG] [LOCAL ] Loaded configuration for BSMS: 3 features, 100.0% accuracy [2025-12-02T20:44:57.780467] [DEBUG] [LOCAL ] Loaded configuration for CNX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.780749] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 80.0% accuracy [2025-12-02T20:44:57.780998] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 1 features, 60.0% accuracy [2025-12-02T20:44:57.781250] [DEBUG] [LOCAL ] Loaded configuration for RILYN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.781548] [DEBUG] [LOCAL ] Loaded configuration for MVO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.781849] [DEBUG] [LOCAL ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy [2025-12-02T20:44:57.781923] [DEBUG] [LOCAL ] Loaded configuration for WAB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.782197] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 60.0% accuracy [2025-12-02T20:44:57.782427] [DEBUG] [LOCAL ] Loaded configuration for PHG: 3 features, 80.0% accuracy [2025-12-02T20:44:57.782680] [DEBUG] [LOCAL ] Loaded configuration for OPAL: 4 features, 90.0% accuracy [2025-12-02T20:44:57.782907] [DEBUG] [LOCAL ] Loaded configuration for AVTX: 0 features, 50.0% accuracy [2025-12-02T20:44:57.783187] [DEBUG] [LOCAL ] Loaded configuration for FTRI: 1 features, 60.0% accuracy [2025-12-02T20:44:57.783416] [DEBUG] [LOCAL ] Loaded configuration for DXC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.783702] [DEBUG] [LOCAL ] Loaded configuration for CSQ: 4 features, 90.0% accuracy [2025-12-02T20:44:57.783775] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.784048] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-12-02T20:44:57.784330] [DEBUG] [LOCAL ] Loaded configuration for EQIX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.784597] [DEBUG] [LOCAL ] Loaded configuration for HYMC: 5 features, 90.0% accuracy [2025-12-02T20:44:57.784856] [DEBUG] [LOCAL ] Loaded configuration for URGN: 3 features, 60.0% accuracy [2025-12-02T20:44:57.785104] [DEBUG] [LOCAL ] Loaded configuration for DAIO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.785354] [DEBUG] [LOCAL ] Loaded configuration for TALK: 4 features, 70.0% accuracy [2025-12-02T20:44:57.785601] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-12-02T20:44:57.785889] [DEBUG] [LOCAL ] Loaded configuration for FWRD: 2 features, 100.0% accuracy [2025-12-02T20:44:57.786169] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.786421] [DEBUG] [LOCAL ] Loaded configuration for EGBN: 3 features, 70.0% accuracy [2025-12-02T20:44:57.786652] [DEBUG] [LOCAL ] Loaded configuration for PEN: 1 features, 90.0% accuracy [2025-12-02T20:44:57.786891] [DEBUG] [LOCAL ] Loaded configuration for BFS: 4 features, 90.0% accuracy [2025-12-02T20:44:57.787172] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.787452] [DEBUG] [LOCAL ] Loaded configuration for ARCC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.787702] [DEBUG] [LOCAL ] Loaded configuration for LICN: 4 features, 70.0% accuracy [2025-12-02T20:44:57.787985] [DEBUG] [LOCAL ] Loaded configuration for BEP: 0 features, 90.0% accuracy [2025-12-02T20:44:57.788242] [DEBUG] [LOCAL ] Loaded configuration for PTGX: 4 features, 90.0% accuracy [2025-12-02T20:44:57.788478] [DEBUG] [LOCAL ] Loaded configuration for HAS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.788759] [DEBUG] [LOCAL ] Loaded configuration for NEM: 4 features, 90.0% accuracy [2025-12-02T20:44:57.789053] [DEBUG] [LOCAL ] Loaded configuration for JBSS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.789306] [DEBUG] [LOCAL ] Loaded configuration for SYNA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.789603] [DEBUG] [LOCAL ] Loaded configuration for TAP: 1 features, 90.0% accuracy [2025-12-02T20:44:57.789887] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 60.0% accuracy [2025-12-02T20:44:57.790170] [DEBUG] [LOCAL ] Loaded configuration for PKE: 2 features, 60.0% accuracy [2025-12-02T20:44:57.790423] [DEBUG] [LOCAL ] Loaded configuration for MYRG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.790708] [DEBUG] [LOCAL ] Loaded configuration for PHM: 2 features, 60.0% accuracy [2025-12-02T20:44:57.790961] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.791242] [DEBUG] [LOCAL ] Loaded configuration for PEB: 3 features, 90.0% accuracy [2025-12-02T20:44:57.791525] [DEBUG] [LOCAL ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy [2025-12-02T20:44:57.791793] [DEBUG] [LOCAL ] Loaded configuration for IGIB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.792077] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 1 features, 60.0% accuracy [2025-12-02T20:44:57.792367] [DEBUG] [LOCAL ] Loaded configuration for VRTX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.792649] [DEBUG] [LOCAL ] Loaded configuration for FMS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.792871] [DEBUG] [LOCAL ] Loaded configuration for AOSL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.793152] [DEBUG] [LOCAL ] Loaded configuration for AMSF: 0 features, 80.0% accuracy [2025-12-02T20:44:57.793395] [DEBUG] [LOCAL ] Loaded configuration for AEHL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.793628] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-12-02T20:44:57.793906] [DEBUG] [LOCAL ] Loaded configuration for IPI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.794156] [DEBUG] [LOCAL ] Loaded configuration for RKLB: 0 features, 60.0% accuracy [2025-12-02T20:44:57.794389] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.794669] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 4 features, 90.0% accuracy [2025-12-02T20:44:57.794915] [DEBUG] [LOCAL ] Loaded configuration for ASC: 3 features, 60.0% accuracy [2025-12-02T20:44:57.795162] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.795445] [DEBUG] [LOCAL ] Loaded configuration for QQQI: 4 features, 90.0% accuracy [2025-12-02T20:44:57.795727] [DEBUG] [LOCAL ] Loaded configuration for BP: 4 features, 70.0% accuracy [2025-12-02T20:44:57.795958] [DEBUG] [LOCAL ] Loaded configuration for RL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.796236] [DEBUG] [LOCAL ] Loaded configuration for BLK: 3 features, 90.0% accuracy [2025-12-02T20:44:57.796515] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.796817] [DEBUG] [LOCAL ] Loaded configuration for SG: 1 features, 60.0% accuracy [2025-12-02T20:44:57.797041] [DEBUG] [LOCAL ] Loaded configuration for COYA: 0 features, 90.0% accuracy [2025-12-02T20:44:57.797327] [DEBUG] [LOCAL ] Loaded configuration for ACIC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.797566] [DEBUG] [LOCAL ] Loaded configuration for WALD: 2 features, 80.0% accuracy [2025-12-02T20:44:57.797869] [DEBUG] [LOCAL ] Loaded configuration for FTXO: 4 features, 60.0% accuracy [2025-12-02T20:44:57.798117] [DEBUG] [LOCAL ] Loaded configuration for CRMD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.798350] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-12-02T20:44:57.798604] [DEBUG] [LOCAL ] Loaded configuration for GNSS: 4 features, 80.0% accuracy [2025-12-02T20:44:57.798885] [DEBUG] [LOCAL ] Loaded configuration for CBRL: 3 features, 70.0% accuracy [2025-12-02T20:44:57.799169] [DEBUG] [LOCAL ] Loaded configuration for QQMG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.799417] [DEBUG] [LOCAL ] Loaded configuration for DHC: 4 features, 70.0% accuracy [2025-12-02T20:44:57.799655] [DEBUG] [LOCAL ] Loaded configuration for BLTE: 0 features, 90.0% accuracy [2025-12-02T20:44:57.799926] [DEBUG] [LOCAL ] Loaded configuration for TNON: 3 features, 80.0% accuracy [2025-12-02T20:44:57.800211] [DEBUG] [LOCAL ] Loaded configuration for NNN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.800462] [DEBUG] [LOCAL ] Loaded configuration for WTBA: 1 features, 90.0% accuracy [2025-12-02T20:44:57.800712] [DEBUG] [LOCAL ] Loaded configuration for CTSH: 2 features, 60.0% accuracy [2025-12-02T20:44:57.800946] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 2 features, 60.0% accuracy [2025-12-02T20:44:57.801195] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.801443] [DEBUG] [LOCAL ] Loaded configuration for CCCC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.801724] [DEBUG] [LOCAL ] Loaded configuration for IVAL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.802010] [DEBUG] [LOCAL ] Loaded configuration for WINA: 1 features, 70.0% accuracy [2025-12-02T20:44:57.802268] [DEBUG] [LOCAL ] Loaded configuration for PTON: 2 features, 100.0% accuracy [2025-12-02T20:44:57.802523] [DEBUG] [LOCAL ] Loaded configuration for MBIN: 4 features, 90.0% accuracy [2025-12-02T20:44:57.802836] [DEBUG] [LOCAL ] Loaded configuration for SSTI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.803121] [DEBUG] [LOCAL ] Loaded configuration for LPRO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.803358] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.803639] [DEBUG] [LOCAL ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.803893] [DEBUG] [LOCAL ] Loaded configuration for IBTF: 4 features, 70.0% accuracy [2025-12-02T20:44:57.804147] [DEBUG] [LOCAL ] Loaded configuration for NXGL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.804378] [DEBUG] [LOCAL ] Loaded configuration for BDC: 4 features, 70.0% accuracy [2025-12-02T20:44:57.804660] [DEBUG] [LOCAL ] Loaded configuration for IUSB: 3 features, 70.0% accuracy [2025-12-02T20:44:57.804895] [DEBUG] [LOCAL ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.805147] [DEBUG] [LOCAL ] Loaded configuration for PTF: 4 features, 90.0% accuracy [2025-12-02T20:44:57.805381] [DEBUG] [LOCAL ] Loaded configuration for DPRO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.805637] [DEBUG] [LOCAL ] Loaded configuration for PCRX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.805887] [DEBUG] [LOCAL ] Loaded configuration for MIRA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.806169] [DEBUG] [LOCAL ] Loaded configuration for AZN: 3 features, 100.0% accuracy [2025-12-02T20:44:57.806401] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 70.0% accuracy [2025-12-02T20:44:57.806685] [DEBUG] [LOCAL ] Loaded configuration for ORA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.806967] [DEBUG] [LOCAL ] Loaded configuration for CLRO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.807204] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.807493] [DEBUG] [LOCAL ] Loaded configuration for CAH: 2 features, 100.0% accuracy [2025-12-02T20:44:57.807726] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 60.0% accuracy [2025-12-02T20:44:57.808011] [DEBUG] [LOCAL ] Loaded configuration for FCTE: 4 features, 100.0% accuracy [2025-12-02T20:44:57.808298] [DEBUG] [LOCAL ] Loaded configuration for EGY: 2 features, 90.0% accuracy [2025-12-02T20:44:57.808597] [DEBUG] [LOCAL ] Loaded configuration for EBAY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.808854] [DEBUG] [LOCAL ] Loaded configuration for SITM: 1 features, 90.0% accuracy [2025-12-02T20:44:57.809105] [DEBUG] [LOCAL ] Loaded configuration for INTA: 3 features, 60.0% accuracy [2025-12-02T20:44:57.809329] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 2 features, 90.0% accuracy [2025-12-02T20:44:57.809617] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 3 features, 100.0% accuracy [2025-12-02T20:44:57.809871] [DEBUG] [LOCAL ] Loaded configuration for TCBK: 2 features, 80.0% accuracy [2025-12-02T20:44:57.810154] [DEBUG] [LOCAL ] Loaded configuration for DVA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.810410] [DEBUG] [LOCAL ] Loaded configuration for ONDS: 4 features, 90.0% accuracy [2025-12-02T20:44:57.810693] [DEBUG] [LOCAL ] Loaded configuration for PSEC: 3 features, 60.0% accuracy [2025-12-02T20:44:57.810924] [DEBUG] [LOCAL ] Loaded configuration for CPA: 1 features, 70.0% accuracy [2025-12-02T20:44:57.811181] [DEBUG] [LOCAL ] Loaded configuration for ESQ: 0 features, 60.0% accuracy [2025-12-02T20:44:57.811463] [DEBUG] [LOCAL ] Loaded configuration for DXPE: 1 features, 80.0% accuracy [2025-12-02T20:44:57.811716] [DEBUG] [LOCAL ] Loaded configuration for DMXF: 3 features, 80.0% accuracy [2025-12-02T20:44:57.812000] [DEBUG] [LOCAL ] Loaded configuration for HSTM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.812249] [DEBUG] [LOCAL ] Loaded configuration for FLGC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.812314] [DEBUG] [LOCAL ] Loaded configuration for K: 1 features, 70.0% accuracy [2025-12-02T20:44:57.812561] [DEBUG] [LOCAL ] Loaded configuration for IGSB: 3 features, 90.0% accuracy [2025-12-02T20:44:57.812832] [DEBUG] [LOCAL ] Loaded configuration for ABOS: 0 features, 90.0% accuracy [2025-12-02T20:44:57.813120] [DEBUG] [LOCAL ] Loaded configuration for LNTH: 4 features, 80.0% accuracy [2025-12-02T20:44:57.813409] [DEBUG] [LOCAL ] Loaded configuration for MCBS: 3 features, 90.0% accuracy [2025-12-02T20:44:57.813692] [DEBUG] [LOCAL ] Loaded configuration for BVN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.813976] [DEBUG] [LOCAL ] Loaded configuration for BBIO: 1 features, 60.0% accuracy [2025-12-02T20:44:57.814262] [DEBUG] [LOCAL ] Loaded configuration for THS: 4 features, 80.0% accuracy [2025-12-02T20:44:57.814513] [DEBUG] [LOCAL ] Loaded configuration for ABL: 3 features, 90.0% accuracy [2025-12-02T20:44:57.814760] [DEBUG] [LOCAL ] Loaded configuration for BGB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.815015] [DEBUG] [LOCAL ] Loaded configuration for WRAP: 1 features, 60.0% accuracy [2025-12-02T20:44:57.815260] [DEBUG] [LOCAL ] Loaded configuration for HYZD: 4 features, 70.0% accuracy [2025-12-02T20:44:57.815537] [DEBUG] [LOCAL ] Loaded configuration for ALRM: 5 features, 70.0% accuracy [2025-12-02T20:44:57.815863] [DEBUG] [LOCAL ] Loaded configuration for NFTY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.816114] [DEBUG] [LOCAL ] Loaded configuration for AGO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.816349] [DEBUG] [LOCAL ] Loaded configuration for OGE: 5 features, 70.0% accuracy [2025-12-02T20:44:57.816606] [DEBUG] [LOCAL ] Loaded configuration for ASTE: 1 features, 50.0% accuracy [2025-12-02T20:44:57.816863] [DEBUG] [LOCAL ] Loaded configuration for NRDS: 5 features, 100.0% accuracy [2025-12-02T20:44:57.817152] [DEBUG] [LOCAL ] Loaded configuration for FSBC: 2 features, 60.0% accuracy [2025-12-02T20:44:57.817400] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 60.0% accuracy [2025-12-02T20:44:57.817654] [DEBUG] [LOCAL ] Loaded configuration for LGND: 1 features, 60.0% accuracy [2025-12-02T20:44:57.817942] [DEBUG] [LOCAL ] Loaded configuration for COTY: 4 features, 90.0% accuracy [2025-12-02T20:44:57.818196] [DEBUG] [LOCAL ] Loaded configuration for CZFS: 4 features, 70.0% accuracy [2025-12-02T20:44:57.818499] [DEBUG] [LOCAL ] Loaded configuration for QTTB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.818806] [DEBUG] [LOCAL ] Loaded configuration for FVCB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.819095] [DEBUG] [LOCAL ] Loaded configuration for UTL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.819346] [DEBUG] [LOCAL ] Loaded configuration for PID: 2 features, 80.0% accuracy [2025-12-02T20:44:57.819629] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-12-02T20:44:57.819886] [DEBUG] [LOCAL ] Loaded configuration for PKBK: 1 features, 60.0% accuracy [2025-12-02T20:44:57.820173] [DEBUG] [LOCAL ] Loaded configuration for GERN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.820457] [DEBUG] [LOCAL ] Loaded configuration for PRTH: 3 features, 80.0% accuracy [2025-12-02T20:44:57.820741] [DEBUG] [LOCAL ] Loaded configuration for LKFN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.820993] [DEBUG] [LOCAL ] Loaded configuration for CME: 1 features, 70.0% accuracy [2025-12-02T20:44:57.821218] [DEBUG] [LOCAL ] Loaded configuration for HTD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.821439] [DEBUG] [LOCAL ] Loaded configuration for BZ: 2 features, 70.0% accuracy [2025-12-02T20:44:57.821690] [DEBUG] [LOCAL ] Loaded configuration for IONS: 4 features, 100.0% accuracy [2025-12-02T20:44:57.821976] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-12-02T20:44:57.822227] [DEBUG] [LOCAL ] Loaded configuration for GLPI: 4 features, 80.0% accuracy [2025-12-02T20:44:57.822512] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-12-02T20:44:57.822790] [DEBUG] [LOCAL ] Loaded configuration for OZK: 2 features, 80.0% accuracy [2025-12-02T20:44:57.823045] [DEBUG] [LOCAL ] Loaded configuration for KE: 4 features, 70.0% accuracy [2025-12-02T20:44:57.823277] [DEBUG] [LOCAL ] Loaded configuration for CGEN: 3 features, 90.0% accuracy [2025-12-02T20:44:57.823531] [DEBUG] [LOCAL ] Loaded configuration for MGEE: 5 features, 70.0% accuracy [2025-12-02T20:44:57.823792] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 4 features, 90.0% accuracy [2025-12-02T20:44:57.824047] [DEBUG] [LOCAL ] Loaded configuration for INDY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.824332] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.824397] [DEBUG] [LOCAL ] Loaded configuration for CII: 3 features, 70.0% accuracy [2025-12-02T20:44:57.824639] [DEBUG] [LOCAL ] Loaded configuration for ESOA: 0 features, 60.0% accuracy [2025-12-02T20:44:57.824892] [DEBUG] [LOCAL ] Loaded configuration for ICLN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.825175] [DEBUG] [LOCAL ] Loaded configuration for SEVN: 4 features, 60.0% accuracy [2025-12-02T20:44:57.825426] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-12-02T20:44:57.825659] [DEBUG] [LOCAL ] Loaded configuration for CNP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.825910] [DEBUG] [LOCAL ] Loaded configuration for DKS: 1 features, 90.0% accuracy [2025-12-02T20:44:57.826146] [DEBUG] [LOCAL ] Loaded configuration for RIO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.826396] [DEBUG] [LOCAL ] Loaded configuration for DIS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.826648] [DEBUG] [LOCAL ] Loaded configuration for PLXS: 4 features, 60.0% accuracy [2025-12-02T20:44:57.826897] [DEBUG] [LOCAL ] Loaded configuration for BLRX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.827194] [DEBUG] [LOCAL ] Loaded configuration for GS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.827441] [DEBUG] [LOCAL ] Loaded configuration for NRIX: 1 features, 50.0% accuracy [2025-12-02T20:44:57.827689] [DEBUG] [LOCAL ] Loaded configuration for KEN: 0 features, 70.0% accuracy [2025-12-02T20:44:57.827980] [DEBUG] [LOCAL ] Loaded configuration for TSEM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.828264] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 3 features, 80.0% accuracy [2025-12-02T20:44:57.828548] [DEBUG] [LOCAL ] Loaded configuration for APPS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.828820] [DEBUG] [LOCAL ] Loaded configuration for KC: 3 features, 70.0% accuracy [2025-12-02T20:44:57.829075] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-12-02T20:44:57.829325] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.829559] [DEBUG] [LOCAL ] Loaded configuration for AGEN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.829834] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.830121] [DEBUG] [LOCAL ] Loaded configuration for QURE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.830406] [DEBUG] [LOCAL ] Loaded configuration for AP: 4 features, 80.0% accuracy [2025-12-02T20:44:57.830691] [DEBUG] [LOCAL ] Loaded configuration for KRYS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.830976] [DEBUG] [LOCAL ] Loaded configuration for EML: 0 features, 70.0% accuracy [2025-12-02T20:44:57.831227] [DEBUG] [LOCAL ] Loaded configuration for RILY: 2 features, 90.0% accuracy [2025-12-02T20:44:57.831508] [DEBUG] [LOCAL ] Loaded configuration for CHE: 2 features, 60.0% accuracy [2025-12-02T20:44:57.831780] [DEBUG] [LOCAL ] Loaded configuration for KSS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.832032] [DEBUG] [LOCAL ] Loaded configuration for DAVE: 2 features, 60.0% accuracy [2025-12-02T20:44:57.832288] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 100.0% accuracy [2025-12-02T20:44:57.832586] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.832843] [DEBUG] [LOCAL ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy [2025-12-02T20:44:57.833074] [DEBUG] [LOCAL ] Loaded configuration for CNO: 5 features, 90.0% accuracy [2025-12-02T20:44:57.833307] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 2 features, 100.0% accuracy [2025-12-02T20:44:57.833602] [DEBUG] [LOCAL ] Loaded configuration for BNH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.833886] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-12-02T20:44:57.834116] [DEBUG] [LOCAL ] Loaded configuration for CGNX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.834356] [DEBUG] [LOCAL ] Loaded configuration for VTWG: 4 features, 70.0% accuracy [2025-12-02T20:44:57.834605] [DEBUG] [LOCAL ] Loaded configuration for DFGX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.834852] [DEBUG] [LOCAL ] Loaded configuration for OPCH: 2 features, 80.0% accuracy [2025-12-02T20:44:57.834926] [DEBUG] [LOCAL ] Loaded configuration for HTH: 5 features, 80.0% accuracy [2025-12-02T20:44:57.835166] [DEBUG] [LOCAL ] Loaded configuration for REZI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.835453] [DEBUG] [LOCAL ] Loaded configuration for NVX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.835740] [DEBUG] [LOCAL ] Loaded configuration for NEOG: 1 features, 90.0% accuracy [2025-12-02T20:44:57.836027] [DEBUG] [LOCAL ] Loaded configuration for NVDS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.836312] [DEBUG] [LOCAL ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy [2025-12-02T20:44:57.836548] [DEBUG] [LOCAL ] Loaded configuration for GYRE: 3 features, 80.0% accuracy [2025-12-02T20:44:57.836881] [DEBUG] [LOCAL ] Loaded configuration for JANX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.837125] [DEBUG] [LOCAL ] Loaded configuration for HWC: 5 features, 80.0% accuracy [2025-12-02T20:44:57.837404] [DEBUG] [LOCAL ] Loaded configuration for AUDC: 4 features, 90.0% accuracy [2025-12-02T20:44:57.837654] [DEBUG] [LOCAL ] Loaded configuration for WEA: 2 features, 60.0% accuracy [2025-12-02T20:44:57.837915] [DEBUG] [LOCAL ] Loaded configuration for MLGO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.838202] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 4 features, 90.0% accuracy [2025-12-02T20:44:57.838435] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 90.0% accuracy [2025-12-02T20:44:57.838716] [DEBUG] [LOCAL ] Loaded configuration for KPTI: 4 features, 90.0% accuracy [2025-12-02T20:44:57.838945] [DEBUG] [LOCAL ] Loaded configuration for CEG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.839218] [DEBUG] [LOCAL ] Loaded configuration for RUM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.839445] [DEBUG] [LOCAL ] Loaded configuration for BHE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.839705] [DEBUG] [LOCAL ] Loaded configuration for NUKK: 2 features, 80.0% accuracy [2025-12-02T20:44:57.839988] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 90.0% accuracy [2025-12-02T20:44:57.840243] [DEBUG] [LOCAL ] Loaded configuration for INVA: 1 features, 80.0% accuracy [2025-12-02T20:44:57.840475] [DEBUG] [LOCAL ] Loaded configuration for DLB: 3 features, 70.0% accuracy [2025-12-02T20:44:57.840765] [DEBUG] [LOCAL ] Loaded configuration for QQQE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.841050] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-12-02T20:44:57.841337] [DEBUG] [LOCAL ] Loaded configuration for MRVL: 3 features, 90.0% accuracy [2025-12-02T20:44:57.841593] [DEBUG] [LOCAL ] Loaded configuration for VIRC: 7 features, 100.0% accuracy [2025-12-02T20:44:57.841852] [DEBUG] [LOCAL ] Loaded configuration for SSD: 0 features, 70.0% accuracy [2025-12-02T20:44:57.842082] [DEBUG] [LOCAL ] Loaded configuration for SID: 5 features, 70.0% accuracy [2025-12-02T20:44:57.842333] [DEBUG] [LOCAL ] Loaded configuration for MIDD: 1 features, 70.0% accuracy [2025-12-02T20:44:57.842615] [DEBUG] [LOCAL ] Loaded configuration for TDY: 2 features, 80.0% accuracy [2025-12-02T20:44:57.842865] [DEBUG] [LOCAL ] Loaded configuration for RCKY: 3 features, 90.0% accuracy [2025-12-02T20:44:57.843099] [DEBUG] [LOCAL ] Loaded configuration for NAC: 4 features, 100.0% accuracy [2025-12-02T20:44:57.843377] [DEBUG] [LOCAL ] Loaded configuration for MOGO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.843630] [DEBUG] [LOCAL ] Loaded configuration for DARE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.843863] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.844116] [DEBUG] [LOCAL ] Loaded configuration for WSBC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.844347] [DEBUG] [LOCAL ] Loaded configuration for SBCF: 1 features, 80.0% accuracy [2025-12-02T20:44:57.844631] [DEBUG] [LOCAL ] Loaded configuration for GANX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.844914] [DEBUG] [LOCAL ] Loaded configuration for HMY: 2 features, 80.0% accuracy [2025-12-02T20:44:57.845171] [DEBUG] [LOCAL ] Loaded configuration for PDEX: 2 features, 80.0% accuracy [2025-12-02T20:44:57.845455] [DEBUG] [LOCAL ] Loaded configuration for EOD: 3 features, 90.0% accuracy [2025-12-02T20:44:57.845689] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 3 features, 90.0% accuracy [2025-12-02T20:44:57.845972] [DEBUG] [LOCAL ] Loaded configuration for AFB: 0 features, 60.0% accuracy [2025-12-02T20:44:57.846254] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.846487] [DEBUG] [LOCAL ] Loaded configuration for CLB: 0 features, 80.0% accuracy [2025-12-02T20:44:57.846742] [DEBUG] [LOCAL ] Loaded configuration for JSML: 2 features, 70.0% accuracy [2025-12-02T20:44:57.847054] [DEBUG] [LOCAL ] Loaded configuration for AXSM: 2 features, 70.0% accuracy [2025-12-02T20:44:57.847304] [DEBUG] [LOCAL ] Loaded configuration for LXEO: 3 features, 100.0% accuracy [2025-12-02T20:44:57.847542] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.847817] [DEBUG] [LOCAL ] Loaded configuration for PNTG: 4 features, 80.0% accuracy [2025-12-02T20:44:57.848104] [DEBUG] [LOCAL ] Loaded configuration for IBTL: 2 features, 60.0% accuracy [2025-12-02T20:44:57.848357] [DEBUG] [LOCAL ] Loaded configuration for RRX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.848607] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 0 features, 60.0% accuracy [2025-12-02T20:44:57.848891] [DEBUG] [LOCAL ] Loaded configuration for NXP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.849172] [DEBUG] [LOCAL ] Loaded configuration for GVA: 5 features, 70.0% accuracy [2025-12-02T20:44:57.849408] [DEBUG] [LOCAL ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.849639] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.849872] [DEBUG] [LOCAL ] Loaded configuration for QBTS: 4 features, 100.0% accuracy [2025-12-02T20:44:57.850154] [DEBUG] [LOCAL ] Loaded configuration for AGMH: 0 features, 80.0% accuracy [2025-12-02T20:44:57.850407] [DEBUG] [LOCAL ] Loaded configuration for MEOH: 4 features, 80.0% accuracy [2025-12-02T20:44:57.850663] [DEBUG] [LOCAL ] Loaded configuration for TMC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.850914] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.851146] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 0 features, 70.0% accuracy [2025-12-02T20:44:57.851383] [DEBUG] [LOCAL ] Loaded configuration for VIGI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.851640] [DEBUG] [LOCAL ] Loaded configuration for SPNS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.851925] [DEBUG] [LOCAL ] Loaded configuration for DERM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.852164] [DEBUG] [LOCAL ] Loaded configuration for VWOB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.852396] [DEBUG] [LOCAL ] Loaded configuration for CCS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.852683] [DEBUG] [LOCAL ] Loaded configuration for PROF: 3 features, 60.0% accuracy [2025-12-02T20:44:57.852938] [DEBUG] [LOCAL ] Loaded configuration for SMTC: 6 features, 90.0% accuracy [2025-12-02T20:44:57.853191] [DEBUG] [LOCAL ] Loaded configuration for EVSD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.853474] [DEBUG] [LOCAL ] Loaded configuration for THRY: 0 features, 70.0% accuracy [2025-12-02T20:44:57.853761] [DEBUG] [LOCAL ] Loaded configuration for MRCY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.854049] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.854330] [DEBUG] [LOCAL ] Loaded configuration for FFA: 2 features, 60.0% accuracy [2025-12-02T20:44:57.854612] [DEBUG] [LOCAL ] Loaded configuration for MOMO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.854896] [DEBUG] [LOCAL ] Loaded configuration for QRVO: 2 features, 70.0% accuracy [2025-12-02T20:44:57.855145] [DEBUG] [LOCAL ] Loaded configuration for STE: 3 features, 90.0% accuracy [2025-12-02T20:44:57.855443] [DEBUG] [LOCAL ] Loaded configuration for TH: 1 features, 70.0% accuracy [2025-12-02T20:44:57.855685] [DEBUG] [LOCAL ] Loaded configuration for FANG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.855968] [DEBUG] [LOCAL ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy [2025-12-02T20:44:57.856279] [DEBUG] [LOCAL ] Loaded configuration for ALG: 4 features, 90.0% accuracy [2025-12-02T20:44:57.856533] [DEBUG] [LOCAL ] Loaded configuration for ULTA: 3 features, 90.0% accuracy [2025-12-02T20:44:57.856835] [DEBUG] [LOCAL ] Loaded configuration for HTZ: 2 features, 70.0% accuracy [2025-12-02T20:44:57.857097] [DEBUG] [LOCAL ] Loaded configuration for ETON: 4 features, 70.0% accuracy [2025-12-02T20:44:57.857329] [DEBUG] [LOCAL ] Loaded configuration for ANAB: 1 features, 80.0% accuracy [2025-12-02T20:44:57.857610] [DEBUG] [LOCAL ] Loaded configuration for BCAX: 3 features, 60.0% accuracy [2025-12-02T20:44:57.857845] [DEBUG] [LOCAL ] Loaded configuration for PKX: 1 features, 90.0% accuracy [2025-12-02T20:44:57.858149] [DEBUG] [LOCAL ] Loaded configuration for ADI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.858400] [DEBUG] [LOCAL ] Loaded configuration for TWG: 4 features, 90.0% accuracy [2025-12-02T20:44:57.858637] [DEBUG] [LOCAL ] Loaded configuration for CIG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.858872] [DEBUG] [LOCAL ] Loaded configuration for DRIO: 4 features, 90.0% accuracy [2025-12-02T20:44:57.859119] [DEBUG] [LOCAL ] Loaded configuration for UZE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.859354] [DEBUG] [LOCAL ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy [2025-12-02T20:44:57.859600] [DEBUG] [LOCAL ] Loaded configuration for SBI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.859885] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.860168] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.860452] [DEBUG] [LOCAL ] Loaded configuration for VANI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.860702] [DEBUG] [LOCAL ] Loaded configuration for TPC: 5 features, 60.0% accuracy [2025-12-02T20:44:57.860939] [DEBUG] [LOCAL ] Loaded configuration for HALO: 1 features, 90.0% accuracy [2025-12-02T20:44:57.861171] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.861455] [DEBUG] [LOCAL ] Loaded configuration for TYG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.861712] [DEBUG] [LOCAL ] Loaded configuration for NNOX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.861963] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.862222] [DEBUG] [LOCAL ] Loaded configuration for PZZA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.862504] [DEBUG] [LOCAL ] Loaded configuration for BIOX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.862804] [DEBUG] [LOCAL ] Loaded configuration for ESEA: 3 features, 70.0% accuracy [2025-12-02T20:44:57.863087] [DEBUG] [LOCAL ] Loaded configuration for CPSH: 1 features, 80.0% accuracy [2025-12-02T20:44:57.863330] [DEBUG] [LOCAL ] Loaded configuration for MGX: 0 features, 60.0% accuracy [2025-12-02T20:44:57.863552] [DEBUG] [LOCAL ] Loaded configuration for FEMB: 1 features, 80.0% accuracy [2025-12-02T20:44:57.863862] [DEBUG] [LOCAL ] Loaded configuration for UTF: 4 features, 80.0% accuracy [2025-12-02T20:44:57.864118] [DEBUG] [LOCAL ] Loaded configuration for NCTY: 7 features, 80.0% accuracy [2025-12-02T20:44:57.864371] [DEBUG] [LOCAL ] Loaded configuration for WBS: 4 features, 70.0% accuracy [2025-12-02T20:44:57.864652] [DEBUG] [LOCAL ] Loaded configuration for CPRX: 0 features, 60.0% accuracy [2025-12-02T20:44:57.864899] [DEBUG] [LOCAL ] Loaded configuration for PLAY: 3 features, 70.0% accuracy [2025-12-02T20:44:57.865137] [DEBUG] [LOCAL ] Loaded configuration for VTRS: 0 features, 80.0% accuracy [2025-12-02T20:44:57.865371] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-12-02T20:44:57.865619] [DEBUG] [LOCAL ] Loaded configuration for CSB: 3 features, 60.0% accuracy [2025-12-02T20:44:57.865873] [DEBUG] [LOCAL ] Loaded configuration for PKOH: 4 features, 80.0% accuracy [2025-12-02T20:44:57.866123] [DEBUG] [LOCAL ] Loaded configuration for CRWD: 4 features, 80.0% accuracy [2025-12-02T20:44:57.866357] [DEBUG] [LOCAL ] Loaded configuration for WAFD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.866602] [DEBUG] [LOCAL ] Loaded configuration for MAXI: 1 features, 90.0% accuracy [2025-12-02T20:44:57.866891] [DEBUG] [LOCAL ] Loaded configuration for TDG: 0 features, 80.0% accuracy [2025-12-02T20:44:57.867169] [DEBUG] [LOCAL ] Loaded configuration for PDO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.867402] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.867685] [DEBUG] [LOCAL ] Loaded configuration for ZM: 2 features, 100.0% accuracy [2025-12-02T20:44:57.867951] [DEBUG] [LOCAL ] Loaded configuration for MSFD: 3 features, 60.0% accuracy [2025-12-02T20:44:57.868208] [DEBUG] [LOCAL ] Loaded configuration for PRAX: 0 features, 70.0% accuracy [2025-12-02T20:44:57.868445] [DEBUG] [LOCAL ] Loaded configuration for TOWN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.868727] [DEBUG] [LOCAL ] Loaded configuration for AVAH: 1 features, 80.0% accuracy [2025-12-02T20:44:57.868983] [DEBUG] [LOCAL ] Loaded configuration for VMBS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.869268] [DEBUG] [LOCAL ] Loaded configuration for OVLY: 4 features, 100.0% accuracy [2025-12-02T20:44:57.869522] [DEBUG] [LOCAL ] Loaded configuration for JIVE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.869829] [DEBUG] [LOCAL ] Loaded configuration for SUSL: 4 features, 70.0% accuracy [2025-12-02T20:44:57.870069] [DEBUG] [LOCAL ] Loaded configuration for TRI: 1 features, 90.0% accuracy [2025-12-02T20:44:57.870299] [DEBUG] [LOCAL ] Loaded configuration for ANGL: 0 features, 70.0% accuracy [2025-12-02T20:44:57.870533] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.870836] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 60.0% accuracy [2025-12-02T20:44:57.871087] [DEBUG] [LOCAL ] Loaded configuration for EWTX: 3 features, 100.0% accuracy [2025-12-02T20:44:57.871328] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 0 features, 70.0% accuracy [2025-12-02T20:44:57.871594] [DEBUG] [LOCAL ] Loaded configuration for PRAA: 1 features, 90.0% accuracy [2025-12-02T20:44:57.871847] [DEBUG] [LOCAL ] Loaded configuration for HBNC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.872098] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 3 features, 80.0% accuracy [2025-12-02T20:44:57.872379] [DEBUG] [LOCAL ] Loaded configuration for CAE: 5 features, 80.0% accuracy [2025-12-02T20:44:57.872665] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.872915] [DEBUG] [LOCAL ] Loaded configuration for TKO: 6 features, 100.0% accuracy [2025-12-02T20:44:57.873152] [DEBUG] [LOCAL ] Loaded configuration for SATL: 1 features, 60.0% accuracy [2025-12-02T20:44:57.873435] [DEBUG] [LOCAL ] Loaded configuration for STX: 5 features, 80.0% accuracy [2025-12-02T20:44:57.873691] [DEBUG] [LOCAL ] Loaded configuration for SONN: 3 features, 80.0% accuracy [2025-12-02T20:44:57.873989] [DEBUG] [LOCAL ] Loaded configuration for GTY: 1 features, 90.0% accuracy [2025-12-02T20:44:57.874222] [DEBUG] [LOCAL ] Loaded configuration for WEX: 1 features, 100.0% accuracy [2025-12-02T20:44:57.874457] [DEBUG] [LOCAL ] Loaded configuration for SCI: 0 features, 60.0% accuracy [2025-12-02T20:44:57.874687] [DEBUG] [LOCAL ] Loaded configuration for PEG: 4 features, 90.0% accuracy [2025-12-02T20:44:57.874922] [DEBUG] [LOCAL ] Loaded configuration for ABSI: 3 features, 90.0% accuracy [2025-12-02T20:44:57.875205] [DEBUG] [LOCAL ] Loaded configuration for BCH: 2 features, 50.0% accuracy [2025-12-02T20:44:57.875489] [DEBUG] [LOCAL ] Loaded configuration for LOAN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.875724] [DEBUG] [LOCAL ] Loaded configuration for BSCX: 3 features, 80.0% accuracy [2025-12-02T20:44:57.875981] [DEBUG] [LOCAL ] Loaded configuration for PPTA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.876215] [DEBUG] [LOCAL ] Loaded configuration for CDZI: 3 features, 70.0% accuracy [2025-12-02T20:44:57.876464] [DEBUG] [LOCAL ] Loaded configuration for SPCB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.876750] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-12-02T20:44:57.877042] [DEBUG] [LOCAL ] Loaded configuration for TENB: 0 features, 60.0% accuracy [2025-12-02T20:44:57.877327] [DEBUG] [LOCAL ] Loaded configuration for LOPE: 5 features, 80.0% accuracy [2025-12-02T20:44:57.877606] [DEBUG] [LOCAL ] Loaded configuration for ATNI: 4 features, 60.0% accuracy [2025-12-02T20:44:57.877860] [DEBUG] [LOCAL ] Loaded configuration for OMEX: 6 features, 90.0% accuracy [2025-12-02T20:44:57.878116] [DEBUG] [LOCAL ] Loaded configuration for VNQI: 1 features, 100.0% accuracy [2025-12-02T20:44:57.878374] [DEBUG] [LOCAL ] Loaded configuration for VCSH: 3 features, 90.0% accuracy [2025-12-02T20:44:57.878619] [DEBUG] [LOCAL ] Loaded configuration for FNKO: 3 features, 90.0% accuracy [2025-12-02T20:44:57.878903] [DEBUG] [LOCAL ] Loaded configuration for AEYE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.879148] [DEBUG] [LOCAL ] Loaded configuration for SPRX: 2 features, 100.0% accuracy [2025-12-02T20:44:57.879431] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 70.0% accuracy [2025-12-02T20:44:57.879667] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-12-02T20:44:57.879923] [DEBUG] [LOCAL ] Loaded configuration for RGTI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.880205] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 90.0% accuracy [2025-12-02T20:44:57.880491] [DEBUG] [LOCAL ] Loaded configuration for SEZL: 2 features, 90.0% accuracy [2025-12-02T20:44:57.880777] [DEBUG] [LOCAL ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy [2025-12-02T20:44:57.881072] [DEBUG] [LOCAL ] Loaded configuration for KTCC: 3 features, 60.0% accuracy [2025-12-02T20:44:57.881301] [DEBUG] [LOCAL ] Loaded configuration for HRZN: 3 features, 70.0% accuracy [2025-12-02T20:44:57.881558] [DEBUG] [LOCAL ] Loaded configuration for XP: 2 features, 70.0% accuracy [2025-12-02T20:44:57.881870] [DEBUG] [LOCAL ] Loaded configuration for UXIN: 0 features, 90.0% accuracy [2025-12-02T20:44:57.882103] [DEBUG] [LOCAL ] Loaded configuration for DCI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.882357] [DEBUG] [LOCAL ] Loaded configuration for GMAB: 4 features, 100.0% accuracy [2025-12-02T20:44:57.882599] [DEBUG] [LOCAL ] Loaded configuration for SAIC: 5 features, 70.0% accuracy [2025-12-02T20:44:57.882824] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.883054] [DEBUG] [LOCAL ] Loaded configuration for BOLD: 3 features, 80.0% accuracy [2025-12-02T20:44:57.883310] [DEBUG] [LOCAL ] Loaded configuration for NBIX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.883540] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.883814] [DEBUG] [LOCAL ] Loaded configuration for UBRL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.884103] [DEBUG] [LOCAL ] Loaded configuration for QDEL: 1 features, 100.0% accuracy [2025-12-02T20:44:57.884335] [DEBUG] [LOCAL ] Loaded configuration for MHD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.884603] [DEBUG] [LOCAL ] Loaded configuration for PUBM: 1 features, 90.0% accuracy [2025-12-02T20:44:57.884885] [DEBUG] [LOCAL ] Loaded configuration for AFRI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.885167] [DEBUG] [LOCAL ] Loaded configuration for EHC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.885419] [DEBUG] [LOCAL ] Loaded configuration for IEP: 1 features, 100.0% accuracy [2025-12-02T20:44:57.885715] [DEBUG] [LOCAL ] Loaded configuration for VTC: 0 features, 70.0% accuracy [2025-12-02T20:44:57.885785] [DEBUG] [LOCAL ] Loaded configuration for NFBK: 4 features, 90.0% accuracy [2025-12-02T20:44:57.886062] [DEBUG] [LOCAL ] Loaded configuration for KOSS: 5 features, 80.0% accuracy [2025-12-02T20:44:57.886343] [DEBUG] [LOCAL ] Loaded configuration for LTH: 4 features, 70.0% accuracy [2025-12-02T20:44:57.886599] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 70.0% accuracy [2025-12-02T20:44:57.886885] [DEBUG] [LOCAL ] Loaded configuration for MRAM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.887143] [DEBUG] [LOCAL ] Loaded configuration for PDD: 2 features, 80.0% accuracy [2025-12-02T20:44:57.887368] [DEBUG] [LOCAL ] Loaded configuration for HWM: 4 features, 80.0% accuracy [2025-12-02T20:44:57.887599] [DEBUG] [LOCAL ] Loaded configuration for NXC: 2 features, 90.0% accuracy [2025-12-02T20:44:57.887830] [DEBUG] [LOCAL ] Loaded configuration for VVX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.888079] [DEBUG] [LOCAL ] Loaded configuration for CLS: 1 features, 80.0% accuracy [2025-12-02T20:44:57.888366] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-12-02T20:44:57.888615] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 90.0% accuracy [2025-12-02T20:44:57.888681] [DEBUG] [LOCAL ] Loaded configuration for BDX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.888929] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 80.0% accuracy [2025-12-02T20:44:57.889183] [DEBUG] [LOCAL ] Loaded configuration for NAAS: 3 features, 90.0% accuracy [2025-12-02T20:44:57.889466] [DEBUG] [LOCAL ] Loaded configuration for TSBK: 2 features, 60.0% accuracy [2025-12-02T20:44:57.889725] [DEBUG] [LOCAL ] Loaded configuration for SKIN: 3 features, 70.0% accuracy [2025-12-02T20:44:57.890013] [DEBUG] [LOCAL ] Loaded configuration for KRNY: 2 features, 90.0% accuracy [2025-12-02T20:44:57.890301] [DEBUG] [LOCAL ] Loaded configuration for TFSL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.890552] [DEBUG] [LOCAL ] Loaded configuration for KINS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.890854] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-12-02T20:44:57.891140] [DEBUG] [LOCAL ] Loaded configuration for ANIX: 1 features, 60.0% accuracy [2025-12-02T20:44:57.891396] [DEBUG] [LOCAL ] Loaded configuration for CFO: 5 features, 90.0% accuracy [2025-12-02T20:44:57.891681] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.891932] [DEBUG] [LOCAL ] Loaded configuration for LCNB: 4 features, 90.0% accuracy [2025-12-02T20:44:57.892014] [DEBUG] [LOCAL ] Loaded configuration for EL: 4 features, 80.0% accuracy [2025-12-02T20:44:57.892251] [DEBUG] [LOCAL ] Loaded configuration for FFIC: 4 features, 60.0% accuracy [2025-12-02T20:44:57.892536] [DEBUG] [LOCAL ] Loaded configuration for ATOM: 6 features, 90.0% accuracy [2025-12-02T20:44:57.892842] [DEBUG] [LOCAL ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy [2025-12-02T20:44:57.893093] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.893325] [DEBUG] [LOCAL ] Loaded configuration for MFM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.893590] [DEBUG] [LOCAL ] Loaded configuration for GRID: 2 features, 60.0% accuracy [2025-12-02T20:44:57.893875] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-12-02T20:44:57.894156] [DEBUG] [LOCAL ] Loaded configuration for SUNS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.894439] [DEBUG] [LOCAL ] Loaded configuration for FTXG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.894685] [DEBUG] [LOCAL ] Loaded configuration for SND: 2 features, 70.0% accuracy [2025-12-02T20:44:57.894921] [DEBUG] [LOCAL ] Loaded configuration for GTX: 0 features, 90.0% accuracy [2025-12-02T20:44:57.895201] [DEBUG] [LOCAL ] Loaded configuration for BNRG: 1 features, 50.0% accuracy [2025-12-02T20:44:57.895488] [DEBUG] [LOCAL ] Loaded configuration for SENS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.895736] [DEBUG] [LOCAL ] Loaded configuration for WBX: 0 features, 90.0% accuracy [2025-12-02T20:44:57.895996] [DEBUG] [LOCAL ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy [2025-12-02T20:44:57.896290] [DEBUG] [LOCAL ] Loaded configuration for QYLG: 5 features, 90.0% accuracy [2025-12-02T20:44:57.896585] [DEBUG] [LOCAL ] Loaded configuration for YRD: 0 features, 70.0% accuracy [2025-12-02T20:44:57.896821] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.897105] [DEBUG] [LOCAL ] Loaded configuration for MQY: 3 features, 70.0% accuracy [2025-12-02T20:44:57.897384] [DEBUG] [LOCAL ] Loaded configuration for GPC: 4 features, 70.0% accuracy [2025-12-02T20:44:57.897620] [DEBUG] [LOCAL ] Loaded configuration for WFRD: 1 features, 80.0% accuracy [2025-12-02T20:44:57.897853] [DEBUG] [LOCAL ] Loaded configuration for NABL: 0 features, 90.0% accuracy [2025-12-02T20:44:57.898210] [DEBUG] [LOCAL ] Loaded configuration for AWI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.898472] [DEBUG] [LOCAL ] Loaded configuration for GNE: 1 features, 80.0% accuracy [2025-12-02T20:44:57.898767] [DEBUG] [LOCAL ] Loaded configuration for HQI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.899013] [DEBUG] [LOCAL ] Loaded configuration for WDC: 5 features, 80.0% accuracy [2025-12-02T20:44:57.899304] [DEBUG] [LOCAL ] Loaded configuration for MWA: 1 features, 60.0% accuracy [2025-12-02T20:44:57.899562] [DEBUG] [LOCAL ] Loaded configuration for CPB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.899834] [DEBUG] [LOCAL ] Loaded configuration for LAB: 2 features, 60.0% accuracy [2025-12-02T20:44:57.900127] [DEBUG] [LOCAL ] Loaded configuration for CNSP: 3 features, 90.0% accuracy [2025-12-02T20:44:57.900380] [DEBUG] [LOCAL ] Loaded configuration for ILMN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.900454] [DEBUG] [LOCAL ] Loaded configuration for DKL: 3 features, 80.0% accuracy [2025-12-02T20:44:57.900734] [DEBUG] [LOCAL ] Loaded configuration for RPID: 4 features, 70.0% accuracy [2025-12-02T20:44:57.901024] [DEBUG] [LOCAL ] Loaded configuration for TSDD: 3 features, 90.0% accuracy [2025-12-02T20:44:57.901305] [DEBUG] [LOCAL ] Loaded configuration for GPN: 3 features, 50.0% accuracy [2025-12-02T20:44:57.901556] [DEBUG] [LOCAL ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy [2025-12-02T20:44:57.901814] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 4 features, 90.0% accuracy [2025-12-02T20:44:57.902100] [DEBUG] [LOCAL ] Loaded configuration for QCLN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.902380] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.902637] [DEBUG] [LOCAL ] Loaded configuration for SHY: 1 features, 90.0% accuracy [2025-12-02T20:44:57.902912] [DEBUG] [LOCAL ] Loaded configuration for BND: 0 features, 50.0% accuracy [2025-12-02T20:44:57.903144] [DEBUG] [LOCAL ] Loaded configuration for WBTN: 6 features, 90.0% accuracy [2025-12-02T20:44:57.903387] [DEBUG] [LOCAL ] Loaded configuration for DMLP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.903666] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-12-02T20:44:57.903997] [DEBUG] [LOCAL ] Loaded configuration for GAIA: 2 features, 60.0% accuracy [2025-12-02T20:44:57.904422] [DEBUG] [LOCAL ] Loaded configuration for FTSL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.904738] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 60.0% accuracy [2025-12-02T20:44:57.905047] [DEBUG] [LOCAL ] Loaded configuration for PTC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.905319] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.905591] [DEBUG] [LOCAL ] Loaded configuration for TM: 4 features, 90.0% accuracy [2025-12-02T20:44:57.905947] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 70.0% accuracy [2025-12-02T20:44:57.906227] [DEBUG] [LOCAL ] Loaded configuration for BWEN: 4 features, 80.0% accuracy [2025-12-02T20:44:57.906514] [DEBUG] [LOCAL ] Loaded configuration for SIEB: 6 features, 90.0% accuracy [2025-12-02T20:44:57.906830] [DEBUG] [LOCAL ] Loaded configuration for INMD: 4 features, 100.0% accuracy [2025-12-02T20:44:57.907100] [DEBUG] [LOCAL ] Loaded configuration for AROC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.907394] [DEBUG] [LOCAL ] Loaded configuration for MTN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.907729] [DEBUG] [LOCAL ] Loaded configuration for MRM: 3 features, 80.0% accuracy [2025-12-02T20:44:57.908025] [DEBUG] [LOCAL ] Loaded configuration for ABEO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.908341] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 7 features, 90.0% accuracy [2025-12-02T20:44:57.908602] [DEBUG] [LOCAL ] Loaded configuration for CGEM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.908909] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-12-02T20:44:57.909214] [DEBUG] [LOCAL ] Loaded configuration for ARBE: 5 features, 70.0% accuracy [2025-12-02T20:44:57.909498] [DEBUG] [LOCAL ] Loaded configuration for PDLB: 2 features, 60.0% accuracy [2025-12-02T20:44:57.909791] [DEBUG] [LOCAL ] Loaded configuration for SIFY: 3 features, 80.0% accuracy [2025-12-02T20:44:57.910049] [DEBUG] [LOCAL ] Loaded configuration for FA: 0 features, 50.0% accuracy [2025-12-02T20:44:57.910363] [DEBUG] [LOCAL ] Loaded configuration for STI: 4 features, 70.0% accuracy [2025-12-02T20:44:57.910673] [DEBUG] [LOCAL ] Loaded configuration for STKS: 6 features, 80.0% accuracy [2025-12-02T20:44:57.910942] [DEBUG] [LOCAL ] Loaded configuration for IFRX: 3 features, 90.0% accuracy [2025-12-02T20:44:57.911202] [DEBUG] [LOCAL ] Loaded configuration for DRH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.911458] [DEBUG] [LOCAL ] Loaded configuration for SFB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.911812] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-12-02T20:44:57.912097] [DEBUG] [LOCAL ] Loaded configuration for ONB: 4 features, 100.0% accuracy [2025-12-02T20:44:57.912373] [DEBUG] [LOCAL ] Loaded configuration for TFC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.912653] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 90.0% accuracy [2025-12-02T20:44:57.912960] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 6 features, 80.0% accuracy [2025-12-02T20:44:57.913212] [DEBUG] [LOCAL ] Loaded configuration for BOH: 1 features, 90.0% accuracy [2025-12-02T20:44:57.913288] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.913544] [DEBUG] [LOCAL ] Loaded configuration for VEEE: 3 features, 90.0% accuracy [2025-12-02T20:44:57.913831] [DEBUG] [LOCAL ] Loaded configuration for STK: 3 features, 90.0% accuracy [2025-12-02T20:44:57.914137] [DEBUG] [LOCAL ] Loaded configuration for DEO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.914450] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 70.0% accuracy [2025-12-02T20:44:57.914726] [DEBUG] [LOCAL ] Loaded configuration for JILL: 3 features, 60.0% accuracy [2025-12-02T20:44:57.914991] [DEBUG] [LOCAL ] Loaded configuration for GNPX: 3 features, 70.0% accuracy [2025-12-02T20:44:57.915256] [DEBUG] [LOCAL ] Loaded configuration for INTC: 4 features, 90.0% accuracy [2025-12-02T20:44:57.915519] [DEBUG] [LOCAL ] Loaded configuration for PPIH: 1 features, 80.0% accuracy [2025-12-02T20:44:57.915806] [DEBUG] [LOCAL ] Loaded configuration for UBSI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.916071] [DEBUG] [LOCAL ] Loaded configuration for OCGN: 2 features, 90.0% accuracy [2025-12-02T20:44:57.916363] [DEBUG] [LOCAL ] Loaded configuration for CIA: 1 features, 60.0% accuracy [2025-12-02T20:44:57.916628] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-12-02T20:44:57.916882] [DEBUG] [LOCAL ] Loaded configuration for VTWO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.917128] [DEBUG] [LOCAL ] Loaded configuration for DSGX: 4 features, 80.0% accuracy [2025-12-02T20:44:57.917375] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 100.0% accuracy [2025-12-02T20:44:57.917631] [DEBUG] [LOCAL ] Loaded configuration for UMC: 1 features, 90.0% accuracy [2025-12-02T20:44:57.917950] [DEBUG] [LOCAL ] Loaded configuration for HOLO: 2 features, 90.0% accuracy [2025-12-02T20:44:57.918249] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.918513] [DEBUG] [LOCAL ] Loaded configuration for LEGN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.918606] [DEBUG] [LOCAL ] Loaded configuration for MLM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.918867] [DEBUG] [LOCAL ] Loaded configuration for MASS: 5 features, 70.0% accuracy [2025-12-02T20:44:57.919117] [DEBUG] [LOCAL ] Loaded configuration for GCBC: 4 features, 80.0% accuracy [2025-12-02T20:44:57.919404] [DEBUG] [LOCAL ] Loaded configuration for ACM: 0 features, 90.0% accuracy [2025-12-02T20:44:57.919678] [DEBUG] [LOCAL ] Loaded configuration for TXRH: 3 features, 90.0% accuracy [2025-12-02T20:44:57.919963] [DEBUG] [LOCAL ] Loaded configuration for XPON: 4 features, 90.0% accuracy [2025-12-02T20:44:57.920229] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 60.0% accuracy [2025-12-02T20:44:57.920525] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.920821] [DEBUG] [LOCAL ] Loaded configuration for TDUP: 4 features, 70.0% accuracy [2025-12-02T20:44:57.921109] [DEBUG] [LOCAL ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy [2025-12-02T20:44:57.921387] [DEBUG] [LOCAL ] Loaded configuration for ICOP: 2 features, 80.0% accuracy [2025-12-02T20:44:57.921699] [DEBUG] [LOCAL ] Loaded configuration for HNDL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.921966] [DEBUG] [LOCAL ] Loaded configuration for CLLS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.922272] [DEBUG] [LOCAL ] Loaded configuration for AAON: 1 features, 80.0% accuracy [2025-12-02T20:44:57.922598] [DEBUG] [LOCAL ] Loaded configuration for BGLC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.922894] [DEBUG] [LOCAL ] Loaded configuration for HBANL: 1 features, 60.0% accuracy [2025-12-02T20:44:57.923165] [DEBUG] [LOCAL ] Loaded configuration for EYE: 2 features, 90.0% accuracy [2025-12-02T20:44:57.923480] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.923771] [DEBUG] [LOCAL ] Loaded configuration for PPH: 3 features, 90.0% accuracy [2025-12-02T20:44:57.924048] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.924380] [DEBUG] [LOCAL ] Loaded configuration for GDEN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.924662] [DEBUG] [LOCAL ] Loaded configuration for ATLO: 2 features, 100.0% accuracy [2025-12-02T20:44:57.924968] [DEBUG] [LOCAL ] Loaded configuration for NCNA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.925263] [DEBUG] [LOCAL ] Loaded configuration for MKSI: 4 features, 80.0% accuracy [2025-12-02T20:44:57.925566] [DEBUG] [LOCAL ] Loaded configuration for SLM: 3 features, 70.0% accuracy [2025-12-02T20:44:57.925910] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.926203] [DEBUG] [LOCAL ] Loaded configuration for FICS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.926498] [DEBUG] [LOCAL ] Loaded configuration for REFI: 4 features, 90.0% accuracy [2025-12-02T20:44:57.926838] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.927120] [DEBUG] [LOCAL ] Loaded configuration for TWO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.927418] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 60.0% accuracy [2025-12-02T20:44:57.927686] [DEBUG] [LOCAL ] Loaded configuration for ATEN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.928017] [DEBUG] [LOCAL ] Loaded configuration for CNOB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.928362] [DEBUG] [LOCAL ] Loaded configuration for OTEX: 5 features, 70.0% accuracy [2025-12-02T20:44:57.928677] [DEBUG] [LOCAL ] Loaded configuration for ICUI: 4 features, 70.0% accuracy [2025-12-02T20:44:57.928993] [DEBUG] [LOCAL ] Loaded configuration for FLYE: 5 features, 90.0% accuracy [2025-12-02T20:44:57.929318] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.929659] [DEBUG] [LOCAL ] Loaded configuration for JD: 4 features, 50.0% accuracy [2025-12-02T20:44:57.929955] [DEBUG] [LOCAL ] Loaded configuration for GRI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.930286] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-12-02T20:44:57.930614] [DEBUG] [LOCAL ] Loaded configuration for C: 0 features, 80.0% accuracy [2025-12-02T20:44:57.930897] [DEBUG] [LOCAL ] Loaded configuration for VNOM: 2 features, 60.0% accuracy [2025-12-02T20:44:57.931188] [DEBUG] [LOCAL ] Loaded configuration for NISN: 1 features, 80.0% accuracy [2025-12-02T20:44:57.931469] [DEBUG] [LOCAL ] Loaded configuration for AVXL: 1 features, 50.0% accuracy [2025-12-02T20:44:57.931745] [DEBUG] [LOCAL ] Loaded configuration for TRMB: 3 features, 70.0% accuracy [2025-12-02T20:44:57.932065] [DEBUG] [LOCAL ] Loaded configuration for GOGO: 2 features, 50.0% accuracy [2025-12-02T20:44:57.932393] [DEBUG] [LOCAL ] Loaded configuration for SCLX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.932663] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 90.0% accuracy [2025-12-02T20:44:57.932949] [DEBUG] [LOCAL ] Loaded configuration for LCFY: 5 features, 90.0% accuracy [2025-12-02T20:44:57.933268] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.933598] [DEBUG] [LOCAL ] Loaded configuration for QNCX: 1 features, 50.0% accuracy [2025-12-02T20:44:57.933917] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 3 features, 80.0% accuracy [2025-12-02T20:44:57.934238] [DEBUG] [LOCAL ] Loaded configuration for SCVL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.934504] [DEBUG] [LOCAL ] Loaded configuration for BOE: 1 features, 60.0% accuracy [2025-12-02T20:44:57.934852] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-12-02T20:44:57.935131] [DEBUG] [LOCAL ] Loaded configuration for SB: 1 features, 80.0% accuracy [2025-12-02T20:44:57.935452] [DEBUG] [LOCAL ] Loaded configuration for UTWO: 4 features, 80.0% accuracy [2025-12-02T20:44:57.935730] [DEBUG] [LOCAL ] Loaded configuration for VAC: 6 features, 90.0% accuracy [2025-12-02T20:44:57.936003] [DEBUG] [LOCAL ] Loaded configuration for CIVB: 4 features, 100.0% accuracy [2025-12-02T20:44:57.936274] [DEBUG] [LOCAL ] Loaded configuration for HYFM: 1 features, 70.0% accuracy [2025-12-02T20:44:57.936598] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 70.0% accuracy [2025-12-02T20:44:57.936853] [DEBUG] [LOCAL ] Loaded configuration for DDI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.937164] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-12-02T20:44:57.937478] [DEBUG] [LOCAL ] Loaded configuration for STHO: 4 features, 80.0% accuracy [2025-12-02T20:44:57.937768] [DEBUG] [LOCAL ] Loaded configuration for BANX: 4 features, 90.0% accuracy [2025-12-02T20:44:57.938090] [DEBUG] [LOCAL ] Loaded configuration for SBUX: 0 features, 70.0% accuracy [2025-12-02T20:44:57.938373] [DEBUG] [LOCAL ] Loaded configuration for PHVS: 4 features, 60.0% accuracy [2025-12-02T20:44:57.938679] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 60.0% accuracy [2025-12-02T20:44:57.938972] [DEBUG] [LOCAL ] Loaded configuration for RDHL: 2 features, 60.0% accuracy [2025-12-02T20:44:57.939257] [DEBUG] [LOCAL ] Loaded configuration for MASI: 3 features, 80.0% accuracy [2025-12-02T20:44:57.939587] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 0 features, 70.0% accuracy [2025-12-02T20:44:57.939908] [DEBUG] [LOCAL ] Loaded configuration for NVTS: 6 features, 90.0% accuracy [2025-12-02T20:44:57.940188] [DEBUG] [LOCAL ] Loaded configuration for IBTO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.940488] [DEBUG] [LOCAL ] Loaded configuration for BOKF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.940740] [DEBUG] [LOCAL ] Loaded configuration for LVS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.941044] [DEBUG] [LOCAL ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy [2025-12-02T20:44:57.941342] [DEBUG] [LOCAL ] Loaded configuration for DTSS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.941643] [DEBUG] [LOCAL ] Loaded configuration for BHF: 4 features, 80.0% accuracy [2025-12-02T20:44:57.941889] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.942127] [DEBUG] [LOCAL ] Loaded configuration for ATHA: 2 features, 70.0% accuracy [2025-12-02T20:44:57.942374] [DEBUG] [LOCAL ] Loaded configuration for THQ: 5 features, 90.0% accuracy [2025-12-02T20:44:57.942629] [DEBUG] [LOCAL ] Loaded configuration for TRMD: 4 features, 90.0% accuracy [2025-12-02T20:44:57.942875] [DEBUG] [LOCAL ] Loaded configuration for SJM: 1 features, 70.0% accuracy [2025-12-02T20:44:57.943139] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-12-02T20:44:57.943436] [DEBUG] [LOCAL ] Loaded configuration for ZURA: 0 features, 60.0% accuracy [2025-12-02T20:44:57.943737] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 3 features, 90.0% accuracy [2025-12-02T20:44:57.944026] [DEBUG] [LOCAL ] Loaded configuration for ACLS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.944326] [DEBUG] [LOCAL ] Loaded configuration for LNZA: 1 features, 90.0% accuracy [2025-12-02T20:44:57.944600] [DEBUG] [LOCAL ] Loaded configuration for IDA: 2 features, 60.0% accuracy [2025-12-02T20:44:57.944922] [DEBUG] [LOCAL ] Loaded configuration for HIVE: 3 features, 70.0% accuracy [2025-12-02T20:44:57.945182] [DEBUG] [LOCAL ] Loaded configuration for BKH: 1 features, 80.0% accuracy [2025-12-02T20:44:57.945494] [DEBUG] [LOCAL ] Loaded configuration for CLNN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.945588] [DEBUG] [LOCAL ] Loaded configuration for BGH: 2 features, 70.0% accuracy [2025-12-02T20:44:57.945905] [DEBUG] [LOCAL ] Loaded configuration for LOGI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.946216] [DEBUG] [LOCAL ] Loaded configuration for DYN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.946476] [DEBUG] [LOCAL ] Loaded configuration for TRMK: 3 features, 90.0% accuracy [2025-12-02T20:44:57.946786] [DEBUG] [LOCAL ] Loaded configuration for LIND: 0 features, 70.0% accuracy [2025-12-02T20:44:57.947050] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-12-02T20:44:57.947359] [DEBUG] [LOCAL ] Loaded configuration for OMC: 3 features, 80.0% accuracy [2025-12-02T20:44:57.947620] [DEBUG] [LOCAL ] Loaded configuration for WERN: 2 features, 80.0% accuracy [2025-12-02T20:44:57.947944] [DEBUG] [LOCAL ] Loaded configuration for BXSL: 3 features, 90.0% accuracy [2025-12-02T20:44:57.948224] [DEBUG] [LOCAL ] Loaded configuration for FN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.948504] [DEBUG] [LOCAL ] Loaded configuration for MGPI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.948782] [DEBUG] [LOCAL ] Loaded configuration for SON: 0 features, 60.0% accuracy [2025-12-02T20:44:57.949053] [DEBUG] [LOCAL ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy [2025-12-02T20:44:57.949328] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 2 features, 70.0% accuracy [2025-12-02T20:44:57.949634] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-12-02T20:44:57.949889] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-12-02T20:44:57.950161] [DEBUG] [LOCAL ] Loaded configuration for VCRB: 2 features, 90.0% accuracy [2025-12-02T20:44:57.950429] [DEBUG] [LOCAL ] Loaded configuration for DH: 3 features, 80.0% accuracy [2025-12-02T20:44:57.950732] [DEBUG] [LOCAL ] Loaded configuration for RVTY: 2 features, 60.0% accuracy [2025-12-02T20:44:57.950978] [DEBUG] [LOCAL ] Loaded configuration for BSMP: 5 features, 90.0% accuracy [2025-12-02T20:44:57.951277] [DEBUG] [LOCAL ] Loaded configuration for MDXH: 1 features, 70.0% accuracy [2025-12-02T20:44:57.951521] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 3 features, 80.0% accuracy [2025-12-02T20:44:57.951814] [DEBUG] [LOCAL ] Loaded configuration for LE: 1 features, 60.0% accuracy [2025-12-02T20:44:57.952075] [DEBUG] [LOCAL ] Loaded configuration for MODG: 3 features, 90.0% accuracy [2025-12-02T20:44:57.952374] [DEBUG] [LOCAL ] Loaded configuration for TLN: 1 features, 70.0% accuracy [2025-12-02T20:44:57.952685] [DEBUG] [LOCAL ] Loaded configuration for DB: 4 features, 70.0% accuracy [2025-12-02T20:44:57.952943] [DEBUG] [LOCAL ] Loaded configuration for SPSC: 1 features, 60.0% accuracy [2025-12-02T20:44:57.953200] [DEBUG] [LOCAL ] Loaded configuration for METCB: 2 features, 90.0% accuracy [2025-12-02T20:44:57.953466] [DEBUG] [LOCAL ] Loaded configuration for INDI: 1 features, 90.0% accuracy [2025-12-02T20:44:57.953722] [DEBUG] [LOCAL ] Loaded configuration for RHP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.954023] [DEBUG] [LOCAL ] Loaded configuration for BNTC: 4 features, 70.0% accuracy [2025-12-02T20:44:57.954266] [DEBUG] [LOCAL ] Loaded configuration for CLF: 2 features, 60.0% accuracy [2025-12-02T20:44:57.954529] [DEBUG] [LOCAL ] Loaded configuration for MTLS: 1 features, 60.0% accuracy [2025-12-02T20:44:57.954845] [DEBUG] [LOCAL ] Loaded configuration for ENSC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.955138] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.955381] [DEBUG] [LOCAL ] Loaded configuration for QD: 3 features, 90.0% accuracy [2025-12-02T20:44:57.955646] [DEBUG] [LOCAL ] Loaded configuration for USEA: 2 features, 80.0% accuracy [2025-12-02T20:44:57.955909] [DEBUG] [LOCAL ] Loaded configuration for LX: 1 features, 70.0% accuracy [2025-12-02T20:44:57.956153] [DEBUG] [LOCAL ] Loaded configuration for BCE: 3 features, 80.0% accuracy [2025-12-02T20:44:57.956453] [DEBUG] [LOCAL ] Loaded configuration for DXCM: 1 features, 60.0% accuracy [2025-12-02T20:44:57.956720] [DEBUG] [LOCAL ] Loaded configuration for TNC: 2 features, 70.0% accuracy [2025-12-02T20:44:57.956965] [DEBUG] [LOCAL ] Loaded configuration for CDC: 6 features, 90.0% accuracy [2025-12-02T20:44:57.957228] [DEBUG] [LOCAL ] Loaded configuration for DGRS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.957521] [DEBUG] [LOCAL ] Loaded configuration for FRHC: 1 features, 70.0% accuracy [2025-12-02T20:44:57.957784] [DEBUG] [LOCAL ] Loaded configuration for ASNS: 2 features, 70.0% accuracy [2025-12-02T20:44:57.958094] [DEBUG] [LOCAL ] Loaded configuration for SUSB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.958362] [DEBUG] [LOCAL ] Loaded configuration for DLTH: 3 features, 80.0% accuracy [2025-12-02T20:44:57.958656] [DEBUG] [LOCAL ] Loaded configuration for BKE: 5 features, 80.0% accuracy [2025-12-02T20:44:57.958920] [DEBUG] [LOCAL ] Loaded configuration for BAX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.959213] [DEBUG] [LOCAL ] Loaded configuration for LND: 0 features, 80.0% accuracy [2025-12-02T20:44:57.959505] [DEBUG] [LOCAL ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy [2025-12-02T20:44:57.959829] [DEBUG] [LOCAL ] Loaded configuration for WOOD: 3 features, 90.0% accuracy [2025-12-02T20:44:57.960145] [DEBUG] [LOCAL ] Loaded configuration for CVGI: 2 features, 70.0% accuracy [2025-12-02T20:44:57.960427] [DEBUG] [LOCAL ] Loaded configuration for PDBC: 1 features, 90.0% accuracy [2025-12-02T20:44:57.960748] [DEBUG] [LOCAL ] Loaded configuration for ITRI: 2 features, 80.0% accuracy [2025-12-02T20:44:57.961024] [DEBUG] [LOCAL ] Loaded configuration for CELH: 1 features, 90.0% accuracy [2025-12-02T20:44:57.961284] [DEBUG] [LOCAL ] Loaded configuration for PK: 1 features, 70.0% accuracy [2025-12-02T20:44:57.961600] [DEBUG] [LOCAL ] Loaded configuration for BRO: 3 features, 80.0% accuracy [2025-12-02T20:44:57.961932] [DEBUG] [LOCAL ] Loaded configuration for SEE: 0 features, 80.0% accuracy [2025-12-02T20:44:57.962223] [DEBUG] [LOCAL ] Loaded configuration for REAL: 4 features, 60.0% accuracy [2025-12-02T20:44:57.962480] [DEBUG] [LOCAL ] Loaded configuration for OGN: 0 features, 70.0% accuracy [2025-12-02T20:44:57.962788] [DEBUG] [LOCAL ] Loaded configuration for SGC: 2 features, 60.0% accuracy [2025-12-02T20:44:57.963094] [DEBUG] [LOCAL ] Loaded configuration for LGI: 2 features, 60.0% accuracy [2025-12-02T20:44:57.963344] [DEBUG] [LOCAL ] Loaded configuration for GFI: 6 features, 90.0% accuracy [2025-12-02T20:44:57.963645] [DEBUG] [LOCAL ] Loaded configuration for ALLO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.963955] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-12-02T20:44:57.964259] [DEBUG] [LOCAL ] Loaded configuration for VRNS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.964587] [DEBUG] [LOCAL ] Loaded configuration for NBB: 2 features, 70.0% accuracy [2025-12-02T20:44:57.964904] [DEBUG] [LOCAL ] Loaded configuration for QQQM: 5 features, 70.0% accuracy [2025-12-02T20:44:57.965191] [DEBUG] [LOCAL ] Loaded configuration for POOL: 2 features, 70.0% accuracy [2025-12-02T20:44:57.965482] [DEBUG] [LOCAL ] Loaded configuration for TTWO: 0 features, 80.0% accuracy [2025-12-02T20:44:57.965750] [DEBUG] [LOCAL ] Loaded configuration for DMB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.966064] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 70.0% accuracy [2025-12-02T20:44:57.966372] [DEBUG] [LOCAL ] Loaded configuration for DVN: 2 features, 90.0% accuracy [2025-12-02T20:44:57.966683] [DEBUG] [LOCAL ] Loaded configuration for MNKD: 0 features, 80.0% accuracy [2025-12-02T20:44:57.967041] [DEBUG] [LOCAL ] Loaded configuration for ETB: 5 features, 80.0% accuracy [2025-12-02T20:44:57.967314] [DEBUG] [LOCAL ] Loaded configuration for BEAM: 2 features, 70.0% accuracy [2025-12-02T20:44:57.967642] [DEBUG] [LOCAL ] Loaded configuration for ORIC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.967947] [DEBUG] [LOCAL ] Loaded configuration for POWL: 0 features, 70.0% accuracy [2025-12-02T20:44:57.968284] [DEBUG] [LOCAL ] Loaded configuration for FPI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.968585] [DEBUG] [LOCAL ] Loaded configuration for PMO: 0 features, 60.0% accuracy [2025-12-02T20:44:57.968879] [DEBUG] [LOCAL ] Loaded configuration for PAYO: 3 features, 90.0% accuracy [2025-12-02T20:44:57.969161] [DEBUG] [LOCAL ] Loaded configuration for KYTX: 1 features, 80.0% accuracy [2025-12-02T20:44:57.969440] [DEBUG] [LOCAL ] Loaded configuration for EGP: 4 features, 80.0% accuracy [2025-12-02T20:44:57.969726] [DEBUG] [LOCAL ] Loaded configuration for SBAC: 1 features, 80.0% accuracy [2025-12-02T20:44:57.970068] [DEBUG] [LOCAL ] Loaded configuration for ISPO: 5 features, 80.0% accuracy [2025-12-02T20:44:57.970401] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 0 features, 80.0% accuracy [2025-12-02T20:44:57.970688] [DEBUG] [LOCAL ] Loaded configuration for EXPI: 4 features, 80.0% accuracy [2025-12-02T20:44:57.971018] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 70.0% accuracy [2025-12-02T20:44:57.971284] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 1 features, 80.0% accuracy [2025-12-02T20:44:57.971564] [DEBUG] [LOCAL ] Loaded configuration for LDSF: 3 features, 60.0% accuracy [2025-12-02T20:44:57.971661] [DEBUG] [LOCAL ] Loaded configuration for FDP: 3 features, 70.0% accuracy [2025-12-02T20:44:57.971917] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.972243] [DEBUG] [LOCAL ] Loaded configuration for MNY: 1 features, 90.0% accuracy [2025-12-02T20:44:57.972535] [DEBUG] [LOCAL ] Loaded configuration for FITBI: 4 features, 60.0% accuracy [2025-12-02T20:44:57.972884] [DEBUG] [LOCAL ] Loaded configuration for ANTX: 2 features, 50.0% accuracy [2025-12-02T20:44:57.973136] [DEBUG] [LOCAL ] Loaded configuration for NCA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.973437] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 2 features, 80.0% accuracy [2025-12-02T20:44:57.973714] [DEBUG] [LOCAL ] Loaded configuration for PTIX: 2 features, 60.0% accuracy [2025-12-02T20:44:57.974032] [DEBUG] [LOCAL ] Loaded configuration for RFI: 4 features, 80.0% accuracy [2025-12-02T20:44:57.974334] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-12-02T20:44:57.974609] [DEBUG] [LOCAL ] Loaded configuration for OPRX: 5 features, 100.0% accuracy [2025-12-02T20:44:57.974879] [DEBUG] [LOCAL ] Loaded configuration for FIVE: 4 features, 80.0% accuracy [2025-12-02T20:44:57.975178] [DEBUG] [LOCAL ] Loaded configuration for SDVY: 2 features, 70.0% accuracy [2025-12-02T20:44:57.975478] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-12-02T20:44:57.975731] [DEBUG] [LOCAL ] Loaded configuration for PCG: 2 features, 60.0% accuracy [2025-12-02T20:44:57.976032] [DEBUG] [LOCAL ] Loaded configuration for SFM: 2 features, 60.0% accuracy [2025-12-02T20:44:57.976300] [DEBUG] [LOCAL ] Loaded configuration for PASG: 3 features, 80.0% accuracy [2025-12-02T20:44:57.976587] [DEBUG] [LOCAL ] Loaded configuration for XENE: 6 features, 90.0% accuracy [2025-12-02T20:44:57.976843] [DEBUG] [LOCAL ] Loaded configuration for NRG: 2 features, 80.0% accuracy [2025-12-02T20:44:57.977112] [DEBUG] [LOCAL ] Loaded configuration for INSM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.977380] [DEBUG] [LOCAL ] Loaded configuration for UPLD: 3 features, 100.0% accuracy [2025-12-02T20:44:57.977649] [DEBUG] [LOCAL ] Loaded configuration for WAL: 1 features, 70.0% accuracy [2025-12-02T20:44:57.977968] [DEBUG] [LOCAL ] Loaded configuration for THO: 4 features, 80.0% accuracy [2025-12-02T20:44:57.978227] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 4 features, 80.0% accuracy [2025-12-02T20:44:57.978545] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 2 features, 90.0% accuracy [2025-12-02T20:44:57.978910] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.979246] [DEBUG] [LOCAL ] Loaded configuration for FMC: 4 features, 80.0% accuracy [2025-12-02T20:44:57.979508] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 4 features, 90.0% accuracy [2025-12-02T20:44:57.979835] [DEBUG] [LOCAL ] Loaded configuration for GIS: 5 features, 90.0% accuracy [2025-12-02T20:44:57.980120] [DEBUG] [LOCAL ] Loaded configuration for FHB: 2 features, 80.0% accuracy [2025-12-02T20:44:57.980400] [DEBUG] [LOCAL ] Loaded configuration for USGO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.980663] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 1 features, 90.0% accuracy [2025-12-02T20:44:57.980972] [DEBUG] [LOCAL ] Loaded configuration for FRBA: 4 features, 100.0% accuracy [2025-12-02T20:44:57.981241] [DEBUG] [LOCAL ] Loaded configuration for LENZ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.981537] [DEBUG] [LOCAL ] Loaded configuration for EBF: 3 features, 70.0% accuracy [2025-12-02T20:44:57.981807] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 2 features, 90.0% accuracy [2025-12-02T20:44:57.982078] [DEBUG] [LOCAL ] Loaded configuration for OMCL: 4 features, 70.0% accuracy [2025-12-02T20:44:57.982383] [DEBUG] [LOCAL ] Loaded configuration for DAO: 0 features, 70.0% accuracy [2025-12-02T20:44:57.982690] [DEBUG] [LOCAL ] Loaded configuration for FTCI: 1 features, 80.0% accuracy [2025-12-02T20:44:57.982942] [DEBUG] [LOCAL ] Loaded configuration for VTS: 4 features, 90.0% accuracy [2025-12-02T20:44:57.983235] [DEBUG] [LOCAL ] Loaded configuration for OLPX: 2 features, 90.0% accuracy [2025-12-02T20:44:57.983532] [DEBUG] [LOCAL ] Loaded configuration for AIO: 4 features, 80.0% accuracy [2025-12-02T20:44:57.983857] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 2 features, 60.0% accuracy [2025-12-02T20:44:57.984115] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy [2025-12-02T20:44:57.984418] [DEBUG] [LOCAL ] Loaded configuration for BNGO: 3 features, 60.0% accuracy [2025-12-02T20:44:57.984687] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 3 features, 90.0% accuracy [2025-12-02T20:44:57.985003] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 2 features, 60.0% accuracy [2025-12-02T20:44:57.985319] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.985596] [DEBUG] [LOCAL ] Loaded configuration for SPWH: 2 features, 80.0% accuracy [2025-12-02T20:44:57.985852] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-12-02T20:44:57.986124] [DEBUG] [LOCAL ] Loaded configuration for KBWP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.986437] [DEBUG] [LOCAL ] Loaded configuration for TNXP: 3 features, 60.0% accuracy [2025-12-02T20:44:57.986746] [DEBUG] [LOCAL ] Loaded configuration for QYLD: 4 features, 60.0% accuracy [2025-12-02T20:44:57.987019] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 1 features, 80.0% accuracy [2025-12-02T20:44:57.987276] [DEBUG] [LOCAL ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy [2025-12-02T20:44:57.987527] [DEBUG] [LOCAL ] Loaded configuration for ARM: 3 features, 90.0% accuracy [2025-12-02T20:44:57.987844] [DEBUG] [LOCAL ] Loaded configuration for VS: 1 features, 70.0% accuracy [2025-12-02T20:44:57.988165] [DEBUG] [LOCAL ] Loaded configuration for NE: 0 features, 60.0% accuracy [2025-12-02T20:44:57.988412] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-12-02T20:44:57.988677] [DEBUG] [LOCAL ] Loaded configuration for IBB: 4 features, 90.0% accuracy [2025-12-02T20:44:57.988924] [DEBUG] [LOCAL ] Loaded configuration for CCO: 1 features, 70.0% accuracy [2025-12-02T20:44:57.989221] [DEBUG] [LOCAL ] Loaded configuration for SSYS: 3 features, 90.0% accuracy [2025-12-02T20:44:57.989527] [DEBUG] [LOCAL ] Loaded configuration for VRIG: 0 features, 80.0% accuracy [2025-12-02T20:44:57.989797] [DEBUG] [LOCAL ] Loaded configuration for VOD: 3 features, 80.0% accuracy [2025-12-02T20:44:57.990091] [DEBUG] [LOCAL ] Loaded configuration for RELX: 0 features, 60.0% accuracy [2025-12-02T20:44:57.990387] [DEBUG] [LOCAL ] Loaded configuration for HSCS: 2 features, 80.0% accuracy [2025-12-02T20:44:57.990695] [DEBUG] [LOCAL ] Loaded configuration for HITI: 0 features, 80.0% accuracy [2025-12-02T20:44:57.991008] [DEBUG] [LOCAL ] Loaded configuration for FDIG: 0 features, 70.0% accuracy [2025-12-02T20:44:57.991259] [DEBUG] [LOCAL ] Loaded configuration for HAFC: 4 features, 70.0% accuracy [2025-12-02T20:44:57.991521] [DEBUG] [LOCAL ] Loaded configuration for AMP: 1 features, 70.0% accuracy [2025-12-02T20:44:57.991798] [DEBUG] [LOCAL ] Loaded configuration for BCPC: 2 features, 60.0% accuracy [2025-12-02T20:44:57.992112] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 80.0% accuracy [2025-12-02T20:44:57.992425] [DEBUG] [LOCAL ] Loaded configuration for FRSH: 4 features, 70.0% accuracy [2025-12-02T20:44:57.992736] [DEBUG] [LOCAL ] Loaded configuration for WPP: 0 features, 60.0% accuracy [2025-12-02T20:44:57.993039] [DEBUG] [LOCAL ] Loaded configuration for QTUM: 3 features, 70.0% accuracy [2025-12-02T20:44:57.993354] [DEBUG] [LOCAL ] Loaded configuration for PECO: 2 features, 80.0% accuracy [2025-12-02T20:44:57.993609] [DEBUG] [LOCAL ] Loaded configuration for CVX: 3 features, 60.0% accuracy [2025-12-02T20:44:57.993914] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-12-02T20:44:57.994226] [DEBUG] [LOCAL ] Loaded configuration for ADEA: 3 features, 80.0% accuracy [2025-12-02T20:44:57.994542] [DEBUG] [LOCAL ] Loaded configuration for NEGG: 1 features, 70.0% accuracy [2025-12-02T20:44:57.994816] [DEBUG] [LOCAL ] Loaded configuration for ICL: 0 features, 70.0% accuracy [2025-12-02T20:44:57.995079] [DEBUG] [LOCAL ] Loaded configuration for CNM: 2 features, 60.0% accuracy [2025-12-02T20:44:57.995367] [DEBUG] [LOCAL ] Loaded configuration for MTEN: 2 features, 90.0% accuracy [2025-12-02T20:44:57.995634] [DEBUG] [LOCAL ] Loaded configuration for TEAM: 1 features, 80.0% accuracy [2025-12-02T20:44:57.995902] [DEBUG] [LOCAL ] Loaded configuration for TCX: 2 features, 70.0% accuracy [2025-12-02T20:44:57.996198] [DEBUG] [LOCAL ] Loaded configuration for DTG: 3 features, 80.0% accuracy [2025-12-02T20:44:57.996502] [DEBUG] [LOCAL ] Loaded configuration for STNE: 6 features, 80.0% accuracy [2025-12-02T20:44:57.996774] [DEBUG] [LOCAL ] Loaded configuration for DEI: 4 features, 90.0% accuracy [2025-12-02T20:44:57.997032] [DEBUG] [LOCAL ] Loaded configuration for ARLP: 4 features, 100.0% accuracy [2025-12-02T20:44:57.997323] [DEBUG] [LOCAL ] Loaded configuration for DTB: 3 features, 80.0% accuracy [2025-12-02T20:44:57.997601] [DEBUG] [LOCAL ] Loaded configuration for MSM: 2 features, 80.0% accuracy [2025-12-02T20:44:57.997930] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-12-02T20:44:57.998209] [DEBUG] [LOCAL ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy [2025-12-02T20:44:57.998460] [DEBUG] [LOCAL ] Loaded configuration for COF: 1 features, 70.0% accuracy [2025-12-02T20:44:57.998727] [DEBUG] [LOCAL ] Loaded configuration for UNTY: 2 features, 80.0% accuracy [2025-12-02T20:44:57.998996] [DEBUG] [LOCAL ] Loaded configuration for NPCE: 2 features, 80.0% accuracy [2025-12-02T20:44:57.999287] [DEBUG] [LOCAL ] Loaded configuration for WSFS: 3 features, 70.0% accuracy [2025-12-02T20:44:57.999563] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-12-02T20:44:57.999848] [DEBUG] [LOCAL ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy [2025-12-02T20:44:58.000119] [DEBUG] [LOCAL ] Loaded configuration for SLAB: 3 features, 70.0% accuracy [2025-12-02T20:44:58.000371] [DEBUG] [LOCAL ] Loaded configuration for BMRA: 1 features, 80.0% accuracy [2025-12-02T20:44:58.000665] [DEBUG] [LOCAL ] Loaded configuration for TSI: 0 features, 70.0% accuracy [2025-12-02T20:44:58.000964] [DEBUG] [LOCAL ] Loaded configuration for MOFG: 2 features, 80.0% accuracy [2025-12-02T20:44:58.001259] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-12-02T20:44:58.001555] [DEBUG] [LOCAL ] Loaded configuration for EMN: 1 features, 90.0% accuracy [2025-12-02T20:44:58.001877] [DEBUG] [LOCAL ] Loaded configuration for MRUS: 2 features, 90.0% accuracy [2025-12-02T20:44:58.002144] [DEBUG] [LOCAL ] Loaded configuration for RDCM: 4 features, 70.0% accuracy [2025-12-02T20:44:58.002212] [DEBUG] [LOCAL ] Loaded configuration for NXPI: 6 features, 70.0% accuracy [2025-12-02T20:44:58.002502] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-12-02T20:44:58.002771] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 80.0% accuracy [2025-12-02T20:44:58.003068] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 4 features, 90.0% accuracy [2025-12-02T20:44:58.003348] [DEBUG] [LOCAL ] Loaded configuration for INOD: 2 features, 60.0% accuracy [2025-12-02T20:44:58.003659] [DEBUG] [LOCAL ] Loaded configuration for EMO: 5 features, 70.0% accuracy [2025-12-02T20:44:58.003732] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.003992] [DEBUG] [LOCAL ] Loaded configuration for ULCC: 3 features, 100.0% accuracy [2025-12-02T20:44:58.004264] [DEBUG] [LOCAL ] Loaded configuration for FHTX: 3 features, 70.0% accuracy [2025-12-02T20:44:58.004546] [DEBUG] [LOCAL ] Loaded configuration for KVHI: 1 features, 70.0% accuracy [2025-12-02T20:44:58.004864] [DEBUG] [LOCAL ] Loaded configuration for CBUS: 5 features, 90.0% accuracy [2025-12-02T20:44:58.005121] [DEBUG] [LOCAL ] Loaded configuration for DNTH: 4 features, 90.0% accuracy [2025-12-02T20:44:58.005412] [DEBUG] [LOCAL ] Loaded configuration for QCRH: 2 features, 70.0% accuracy [2025-12-02T20:44:58.005706] [DEBUG] [LOCAL ] Loaded configuration for BLFS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.006002] [DEBUG] [LOCAL ] Loaded configuration for CALM: 3 features, 60.0% accuracy [2025-12-02T20:44:58.006263] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-12-02T20:44:58.006565] [DEBUG] [LOCAL ] Loaded configuration for ERIC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.006834] [DEBUG] [LOCAL ] Loaded configuration for EZGO: 1 features, 90.0% accuracy [2025-12-02T20:44:58.007126] [DEBUG] [LOCAL ] Loaded configuration for KNSA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.007424] [DEBUG] [LOCAL ] Loaded configuration for MPAA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.007694] [DEBUG] [LOCAL ] Loaded configuration for UBFO: 4 features, 60.0% accuracy [2025-12-02T20:44:58.007980] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-12-02T20:44:58.008272] [DEBUG] [LOCAL ] Loaded configuration for XGN: 3 features, 60.0% accuracy [2025-12-02T20:44:58.008591] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-12-02T20:44:58.008843] [DEBUG] [LOCAL ] Loaded configuration for VYX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.009146] [DEBUG] [LOCAL ] Loaded configuration for EIX: 3 features, 70.0% accuracy [2025-12-02T20:44:58.009392] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.009656] [DEBUG] [LOCAL ] Loaded configuration for NITO: 3 features, 70.0% accuracy [2025-12-02T20:44:58.009927] [DEBUG] [LOCAL ] Loaded configuration for NAMS: 4 features, 90.0% accuracy [2025-12-02T20:44:58.010223] [DEBUG] [LOCAL ] Loaded configuration for ETY: 1 features, 80.0% accuracy [2025-12-02T20:44:58.010533] [DEBUG] [LOCAL ] Loaded configuration for A: 2 features, 80.0% accuracy [2025-12-02T20:44:58.010859] [DEBUG] [LOCAL ] Loaded configuration for LOB: 1 features, 70.0% accuracy [2025-12-02T20:44:58.011170] [DEBUG] [LOCAL ] Loaded configuration for WOK: 2 features, 90.0% accuracy [2025-12-02T20:44:58.011473] [DEBUG] [LOCAL ] Loaded configuration for KOPN: 1 features, 50.0% accuracy [2025-12-02T20:44:58.011788] [DEBUG] [LOCAL ] Loaded configuration for NPK: 4 features, 70.0% accuracy [2025-12-02T20:44:58.012075] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.012377] [DEBUG] [LOCAL ] Loaded configuration for TSLS: 2 features, 90.0% accuracy [2025-12-02T20:44:58.012675] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 0 features, 70.0% accuracy [2025-12-02T20:44:58.012939] [DEBUG] [LOCAL ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy [2025-12-02T20:44:58.013215] [DEBUG] [LOCAL ] Loaded configuration for WAVE: 1 features, 90.0% accuracy [2025-12-02T20:44:58.013508] [DEBUG] [LOCAL ] Loaded configuration for HURC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.013841] [DEBUG] [LOCAL ] Loaded configuration for CWD: 4 features, 80.0% accuracy [2025-12-02T20:44:58.014092] [DEBUG] [LOCAL ] Loaded configuration for BRC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.014388] [DEBUG] [LOCAL ] Loaded configuration for BA: 1 features, 80.0% accuracy [2025-12-02T20:44:58.014668] [DEBUG] [LOCAL ] Loaded configuration for MSTX: 4 features, 90.0% accuracy [2025-12-02T20:44:58.014973] [DEBUG] [LOCAL ] Loaded configuration for PFN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.015225] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, 80.0% accuracy [2025-12-02T20:44:58.015472] [DEBUG] [LOCAL ] Loaded configuration for KOF: 3 features, 60.0% accuracy [2025-12-02T20:44:58.015773] [DEBUG] [LOCAL ] Loaded configuration for EQH: 3 features, 70.0% accuracy [2025-12-02T20:44:58.016063] [DEBUG] [LOCAL ] Loaded configuration for BSL: 3 features, 70.0% accuracy [2025-12-02T20:44:58.016323] [DEBUG] [LOCAL ] Loaded configuration for KELYA: 1 features, 70.0% accuracy [2025-12-02T20:44:58.016621] [DEBUG] [LOCAL ] Loaded configuration for RITM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.016864] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-12-02T20:44:58.017132] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.017444] [DEBUG] [LOCAL ] Loaded configuration for HPK: 1 features, 80.0% accuracy [2025-12-02T20:44:58.017726] [DEBUG] [LOCAL ] Loaded configuration for OM: 1 features, 60.0% accuracy [2025-12-02T20:44:58.018029] [DEBUG] [LOCAL ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.018347] [DEBUG] [LOCAL ] Loaded configuration for RCI: 2 features, 90.0% accuracy [2025-12-02T20:44:58.018631] [DEBUG] [LOCAL ] Loaded configuration for RGP: 2 features, 80.0% accuracy [2025-12-02T20:44:58.018921] [DEBUG] [LOCAL ] Loaded configuration for NYXH: 0 features, 60.0% accuracy [2025-12-02T20:44:58.019177] [DEBUG] [LOCAL ] Loaded configuration for AIFF: 4 features, 80.0% accuracy [2025-12-02T20:44:58.019453] [DEBUG] [LOCAL ] Loaded configuration for MCN: 4 features, 70.0% accuracy [2025-12-02T20:44:58.019734] [DEBUG] [LOCAL ] Loaded configuration for SWKS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.020012] [DEBUG] [LOCAL ] Loaded configuration for CSGP: 2 features, 80.0% accuracy [2025-12-02T20:44:58.020287] [DEBUG] [LOCAL ] Loaded configuration for NBTB: 6 features, 70.0% accuracy [2025-12-02T20:44:58.020605] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-12-02T20:44:58.020865] [DEBUG] [LOCAL ] Loaded configuration for TRDA: 3 features, 60.0% accuracy [2025-12-02T20:44:58.021106] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.021379] [DEBUG] [LOCAL ] Loaded configuration for MAC: 2 features, 60.0% accuracy [2025-12-02T20:44:58.021689] [DEBUG] [LOCAL ] Loaded configuration for OKE: 3 features, 80.0% accuracy [2025-12-02T20:44:58.022012] [DEBUG] [LOCAL ] Loaded configuration for ZS: 3 features, 90.0% accuracy [2025-12-02T20:44:58.022286] [DEBUG] [LOCAL ] Loaded configuration for XPEL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.022601] [DEBUG] [LOCAL ] Loaded configuration for BIB: 1 features, 80.0% accuracy [2025-12-02T20:44:58.022676] [DEBUG] [LOCAL ] Loaded configuration for SPG: 0 features, 70.0% accuracy [2025-12-02T20:44:58.022929] [DEBUG] [LOCAL ] Loaded configuration for JFIN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.023165] [DEBUG] [LOCAL ] Loaded configuration for BLKB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.023422] [DEBUG] [LOCAL ] Loaded configuration for ROAD: 2 features, 70.0% accuracy [2025-12-02T20:44:58.023716] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 4 features, 80.0% accuracy [2025-12-02T20:44:58.023995] [DEBUG] [LOCAL ] Loaded configuration for SHIP: 3 features, 90.0% accuracy [2025-12-02T20:44:58.024258] [DEBUG] [LOCAL ] Loaded configuration for IMXI: 1 features, 70.0% accuracy [2025-12-02T20:44:58.024503] [DEBUG] [LOCAL ] Loaded configuration for SBS: 1 features, 70.0% accuracy [2025-12-02T20:44:58.024809] [DEBUG] [LOCAL ] Loaded configuration for PFH: 1 features, 80.0% accuracy [2025-12-02T20:44:58.025073] [DEBUG] [LOCAL ] Loaded configuration for EDBL: 1 features, 80.0% accuracy [2025-12-02T20:44:58.025341] [DEBUG] [LOCAL ] Loaded configuration for PBFS: 3 features, 60.0% accuracy [2025-12-02T20:44:58.025605] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 2 features, 70.0% accuracy [2025-12-02T20:44:58.025872] [DEBUG] [LOCAL ] Loaded configuration for SOGP: 0 features, 80.0% accuracy [2025-12-02T20:44:58.026179] [DEBUG] [LOCAL ] Loaded configuration for PEBO: 0 features, 70.0% accuracy [2025-12-02T20:44:58.026451] [DEBUG] [LOCAL ] Loaded configuration for RTO: 3 features, 80.0% accuracy [2025-12-02T20:44:58.026710] [DEBUG] [LOCAL ] Loaded configuration for PSF: 3 features, 80.0% accuracy [2025-12-02T20:44:58.026976] [DEBUG] [LOCAL ] Loaded configuration for PSN: 0 features, 90.0% accuracy [2025-12-02T20:44:58.027042] [DEBUG] [LOCAL ] Loaded configuration for GEOS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.027337] [DEBUG] [LOCAL ] Loaded configuration for COLB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.027601] [DEBUG] [LOCAL ] Loaded configuration for SNN: 3 features, 90.0% accuracy [2025-12-02T20:44:58.027835] [DEBUG] [LOCAL ] Loaded configuration for DIBS: 0 features, 80.0% accuracy [2025-12-02T20:44:58.028119] [DEBUG] [LOCAL ] Loaded configuration for ACWI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.028428] [DEBUG] [LOCAL ] Loaded configuration for PDS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.028737] [DEBUG] [LOCAL ] Loaded configuration for STRL: 3 features, 80.0% accuracy [2025-12-02T20:44:58.029028] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-12-02T20:44:58.029333] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 90.0% accuracy [2025-12-02T20:44:58.029635] [DEBUG] [LOCAL ] Loaded configuration for CHEF: 1 features, 70.0% accuracy [2025-12-02T20:44:58.029929] [DEBUG] [LOCAL ] Loaded configuration for LNG: 3 features, 70.0% accuracy [2025-12-02T20:44:58.030225] [DEBUG] [LOCAL ] Loaded configuration for ANNX: 2 features, 60.0% accuracy [2025-12-02T20:44:58.030492] [DEBUG] [LOCAL ] Loaded configuration for WSO: 1 features, 80.0% accuracy [2025-12-02T20:44:58.030757] [DEBUG] [LOCAL ] Loaded configuration for CNS: 4 features, 100.0% accuracy [2025-12-02T20:44:58.031064] [DEBUG] [LOCAL ] Loaded configuration for BWG: 2 features, 80.0% accuracy [2025-12-02T20:44:58.031335] [DEBUG] [LOCAL ] Loaded configuration for FNX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.031641] [DEBUG] [LOCAL ] Loaded configuration for NEXN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.031968] [DEBUG] [LOCAL ] Loaded configuration for LXP: 1 features, 80.0% accuracy [2025-12-02T20:44:58.032272] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 1 features, 70.0% accuracy [2025-12-02T20:44:58.032565] [DEBUG] [LOCAL ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy [2025-12-02T20:44:58.032894] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.033156] [DEBUG] [LOCAL ] Loaded configuration for LESL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.033462] [DEBUG] [LOCAL ] Loaded configuration for ABM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.033759] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 1 features, 80.0% accuracy [2025-12-02T20:44:58.034049] [DEBUG] [LOCAL ] Loaded configuration for PRDO: 3 features, 80.0% accuracy [2025-12-02T20:44:58.034319] [DEBUG] [LOCAL ] Loaded configuration for BSLK: 2 features, 80.0% accuracy [2025-12-02T20:44:58.034630] [DEBUG] [LOCAL ] Loaded configuration for AIG: 3 features, 90.0% accuracy [2025-12-02T20:44:58.034893] [DEBUG] [LOCAL ] Loaded configuration for SIRI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.035142] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 100.0% accuracy [2025-12-02T20:44:58.035384] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-12-02T20:44:58.035687] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.035981] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.036239] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 4 features, 90.0% accuracy [2025-12-02T20:44:58.036493] [DEBUG] [LOCAL ] Loaded configuration for OC: 4 features, 70.0% accuracy [2025-12-02T20:44:58.036800] [DEBUG] [LOCAL ] Loaded configuration for NNDM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.037138] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 80.0% accuracy [2025-12-02T20:44:58.037444] [DEBUG] [LOCAL ] Loaded configuration for GABC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.037716] [DEBUG] [LOCAL ] Loaded configuration for RMNI: 4 features, 70.0% accuracy [2025-12-02T20:44:58.038016] [DEBUG] [LOCAL ] Loaded configuration for HWKN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.038329] [DEBUG] [LOCAL ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy [2025-12-02T20:44:58.038614] [DEBUG] [LOCAL ] Loaded configuration for GNOM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.038884] [DEBUG] [LOCAL ] Loaded configuration for MSI: 4 features, 70.0% accuracy [2025-12-02T20:44:58.039134] [DEBUG] [LOCAL ] Loaded configuration for CACI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.039401] [DEBUG] [LOCAL ] Loaded configuration for LVHD: 4 features, 70.0% accuracy [2025-12-02T20:44:58.039667] [DEBUG] [LOCAL ] Loaded configuration for EGAN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.039915] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.040207] [DEBUG] [LOCAL ] Loaded configuration for HRTX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.040501] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy [2025-12-02T20:44:58.040819] [DEBUG] [LOCAL ] Loaded configuration for FTXN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.041126] [DEBUG] [LOCAL ] Loaded configuration for DCBO: 1 features, 80.0% accuracy [2025-12-02T20:44:58.041427] [DEBUG] [LOCAL ] Loaded configuration for SFNC: 2 features, 90.0% accuracy [2025-12-02T20:44:58.041737] [DEBUG] [LOCAL ] Loaded configuration for CRNX: 2 features, 80.0% accuracy [2025-12-02T20:44:58.041980] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 1 features, 80.0% accuracy [2025-12-02T20:44:58.042283] [DEBUG] [LOCAL ] Loaded configuration for NIKL: 0 features, 60.0% accuracy [2025-12-02T20:44:58.042554] [DEBUG] [LOCAL ] Loaded configuration for SPFI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.042857] [DEBUG] [LOCAL ] Loaded configuration for FMBH: 2 features, 60.0% accuracy [2025-12-02T20:44:58.043121] [DEBUG] [LOCAL ] Loaded configuration for IHD: 2 features, 70.0% accuracy [2025-12-02T20:44:58.043186] [DEBUG] [LOCAL ] Loaded configuration for RVSB: 1 features, 50.0% accuracy [2025-12-02T20:44:58.043495] [DEBUG] [LOCAL ] Loaded configuration for PSCE: 1 features, 90.0% accuracy [2025-12-02T20:44:58.043788] [DEBUG] [LOCAL ] Loaded configuration for IBTG: 2 features, 80.0% accuracy [2025-12-02T20:44:58.044084] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 90.0% accuracy [2025-12-02T20:44:58.044378] [DEBUG] [LOCAL ] Loaded configuration for EOLS: 1 features, 50.0% accuracy [2025-12-02T20:44:58.044674] [DEBUG] [LOCAL ] Loaded configuration for BSVO: 2 features, 90.0% accuracy [2025-12-02T20:44:58.044921] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-12-02T20:44:58.045223] [DEBUG] [LOCAL ] Loaded configuration for URI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.045538] [DEBUG] [LOCAL ] Loaded configuration for CWBC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.045867] [DEBUG] [LOCAL ] Loaded configuration for IOSP: 2 features, 80.0% accuracy [2025-12-02T20:44:58.046150] [DEBUG] [LOCAL ] Loaded configuration for NMRA: 2 features, 90.0% accuracy [2025-12-02T20:44:58.046409] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 80.0% accuracy [2025-12-02T20:44:58.046715] [DEBUG] [LOCAL ] Loaded configuration for SBRA: 6 features, 90.0% accuracy [2025-12-02T20:44:58.047015] [DEBUG] [LOCAL ] Loaded configuration for ATPC: 2 features, 90.0% accuracy [2025-12-02T20:44:58.047258] [DEBUG] [LOCAL ] Loaded configuration for SBH: 3 features, 70.0% accuracy [2025-12-02T20:44:58.047508] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-12-02T20:44:58.047800] [DEBUG] [LOCAL ] Loaded configuration for SHPH: 0 features, 80.0% accuracy [2025-12-02T20:44:58.048124] [DEBUG] [LOCAL ] Loaded configuration for NVDL: 6 features, 90.0% accuracy [2025-12-02T20:44:58.048376] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 0 features, 90.0% accuracy [2025-12-02T20:44:58.048672] [DEBUG] [LOCAL ] Loaded configuration for QMCO: 4 features, 90.0% accuracy [2025-12-02T20:44:58.048920] [DEBUG] [LOCAL ] Loaded configuration for AGNC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.049174] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 60.0% accuracy [2025-12-02T20:44:58.049420] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-12-02T20:44:58.049671] [DEBUG] [LOCAL ] Loaded configuration for AMC: 4 features, 70.0% accuracy [2025-12-02T20:44:58.049968] [DEBUG] [LOCAL ] Loaded configuration for TDF: 6 features, 90.0% accuracy [2025-12-02T20:44:58.050242] [DEBUG] [LOCAL ] Loaded configuration for XERS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.050548] [DEBUG] [LOCAL ] Loaded configuration for ALK: 2 features, 80.0% accuracy [2025-12-02T20:44:58.050870] [DEBUG] [LOCAL ] Loaded configuration for BNTX: 2 features, 90.0% accuracy [2025-12-02T20:44:58.051169] [DEBUG] [LOCAL ] Loaded configuration for CATH: 4 features, 60.0% accuracy [2025-12-02T20:44:58.051431] [DEBUG] [LOCAL ] Loaded configuration for WY: 0 features, 90.0% accuracy [2025-12-02T20:44:58.051726] [DEBUG] [LOCAL ] Loaded configuration for PPL: 3 features, 90.0% accuracy [2025-12-02T20:44:58.051988] [DEBUG] [LOCAL ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.052290] [DEBUG] [LOCAL ] Loaded configuration for MCHP: 2 features, 80.0% accuracy [2025-12-02T20:44:58.052562] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 5 features, 90.0% accuracy [2025-12-02T20:44:58.052901] [DEBUG] [LOCAL ] Loaded configuration for JRS: 2 features, 60.0% accuracy [2025-12-02T20:44:58.053202] [DEBUG] [LOCAL ] Loaded configuration for AMG: 2 features, 100.0% accuracy [2025-12-02T20:44:58.053450] [DEBUG] [LOCAL ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy [2025-12-02T20:44:58.053717] [DEBUG] [LOCAL ] Loaded configuration for KMDA: 6 features, 100.0% accuracy [2025-12-02T20:44:58.054000] [DEBUG] [LOCAL ] Loaded configuration for BWFG: 1 features, 70.0% accuracy [2025-12-02T20:44:58.054310] [DEBUG] [LOCAL ] Loaded configuration for PFBC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.054617] [DEBUG] [LOCAL ] Loaded configuration for ADTN: 3 features, 80.0% accuracy [2025-12-02T20:44:58.054924] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 3 features, 80.0% accuracy [2025-12-02T20:44:58.055172] [DEBUG] [LOCAL ] Loaded configuration for WDAY: 3 features, 80.0% accuracy [2025-12-02T20:44:58.055418] [DEBUG] [LOCAL ] Loaded configuration for CASY: 1 features, 80.0% accuracy [2025-12-02T20:44:58.055713] [DEBUG] [LOCAL ] Loaded configuration for CENTA: 2 features, 80.0% accuracy [2025-12-02T20:44:58.056007] [DEBUG] [LOCAL ] Loaded configuration for APPF: 2 features, 50.0% accuracy [2025-12-02T20:44:58.056278] [DEBUG] [LOCAL ] Loaded configuration for ASTH: 4 features, 100.0% accuracy [2025-12-02T20:44:58.056552] [DEBUG] [LOCAL ] Loaded configuration for SMCI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.056882] [DEBUG] [LOCAL ] Loaded configuration for FRO: 4 features, 80.0% accuracy [2025-12-02T20:44:58.057181] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 80.0% accuracy [2025-12-02T20:44:58.057425] [DEBUG] [LOCAL ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy [2025-12-02T20:44:58.057716] [DEBUG] [LOCAL ] Loaded configuration for COLM: 0 features, 90.0% accuracy [2025-12-02T20:44:58.058018] [DEBUG] [LOCAL ] Loaded configuration for IRM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.058330] [DEBUG] [LOCAL ] Loaded configuration for CHDN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.058606] [DEBUG] [LOCAL ] Loaded configuration for EXLS: 4 features, 80.0% accuracy [2025-12-02T20:44:58.058903] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-12-02T20:44:58.059151] [DEBUG] [LOCAL ] Loaded configuration for CRAI: 3 features, 70.0% accuracy [2025-12-02T20:44:58.059450] [DEBUG] [LOCAL ] Loaded configuration for SELF: 3 features, 70.0% accuracy [2025-12-02T20:44:58.059755] [DEBUG] [LOCAL ] Loaded configuration for MMSI: 4 features, 60.0% accuracy [2025-12-02T20:44:58.060025] [DEBUG] [LOCAL ] Loaded configuration for DLO: 4 features, 80.0% accuracy [2025-12-02T20:44:58.060286] [DEBUG] [LOCAL ] Loaded configuration for GENI: 1 features, 70.0% accuracy [2025-12-02T20:44:58.060598] [DEBUG] [LOCAL ] Loaded configuration for WKC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.060901] [DEBUG] [LOCAL ] Loaded configuration for NEE: 3 features, 80.0% accuracy [2025-12-02T20:44:58.061144] [DEBUG] [LOCAL ] Loaded configuration for BEEP: 1 features, 70.0% accuracy [2025-12-02T20:44:58.061393] [DEBUG] [LOCAL ] Loaded configuration for ARQ: 2 features, 70.0% accuracy [2025-12-02T20:44:58.061661] [DEBUG] [LOCAL ] Loaded configuration for MITK: 4 features, 70.0% accuracy [2025-12-02T20:44:58.061976] [DEBUG] [LOCAL ] Loaded configuration for VRSN: 1 features, 80.0% accuracy [2025-12-02T20:44:58.062260] [DEBUG] [LOCAL ] Loaded configuration for PGEN: 2 features, 60.0% accuracy [2025-12-02T20:44:58.062535] [DEBUG] [LOCAL ] Loaded configuration for HGBL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.062833] [DEBUG] [LOCAL ] Loaded configuration for DDD: 1 features, 70.0% accuracy [2025-12-02T20:44:58.063084] [DEBUG] [LOCAL ] Loaded configuration for JCI: 4 features, 90.0% accuracy [2025-12-02T20:44:58.063345] [DEBUG] [LOCAL ] Loaded configuration for GNLX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.063603] [DEBUG] [LOCAL ] Loaded configuration for VTGN: 1 features, 70.0% accuracy [2025-12-02T20:44:58.063907] [DEBUG] [LOCAL ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy [2025-12-02T20:44:58.064179] [DEBUG] [LOCAL ] Loaded configuration for TZOO: 1 features, 60.0% accuracy [2025-12-02T20:44:58.064428] [DEBUG] [LOCAL ] Loaded configuration for ASMB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.064719] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.065017] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.065286] [DEBUG] [LOCAL ] Loaded configuration for TWIN: 1 features, 70.0% accuracy [2025-12-02T20:44:58.065595] [DEBUG] [LOCAL ] Loaded configuration for FDTX: 1 features, 50.0% accuracy [2025-12-02T20:44:58.065894] [DEBUG] [LOCAL ] Loaded configuration for AAPB: 4 features, 70.0% accuracy [2025-12-02T20:44:58.066195] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 1 features, 80.0% accuracy [2025-12-02T20:44:58.066447] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-12-02T20:44:58.066719] [DEBUG] [LOCAL ] Loaded configuration for JPEF: 1 features, 90.0% accuracy [2025-12-02T20:44:58.067027] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-12-02T20:44:58.067332] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 1 features, 70.0% accuracy [2025-12-02T20:44:58.067596] [DEBUG] [LOCAL ] Loaded configuration for ACA: 2 features, 60.0% accuracy [2025-12-02T20:44:58.067882] [DEBUG] [LOCAL ] Loaded configuration for NWS: 2 features, 60.0% accuracy [2025-12-02T20:44:58.068211] [DEBUG] [LOCAL ] Loaded configuration for CAL: 0 features, 70.0% accuracy [2025-12-02T20:44:58.068516] [DEBUG] [LOCAL ] Loaded configuration for DELL: 2 features, 60.0% accuracy [2025-12-02T20:44:58.068836] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-12-02T20:44:58.069151] [DEBUG] [LOCAL ] Loaded configuration for CDTX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.069403] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-12-02T20:44:58.069700] [DEBUG] [LOCAL ] Loaded configuration for IREN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.070004] [DEBUG] [LOCAL ] Loaded configuration for ISTB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.070271] [DEBUG] [LOCAL ] Loaded configuration for KFS: 4 features, 80.0% accuracy [2025-12-02T20:44:58.070521] [DEBUG] [LOCAL ] Loaded configuration for RIG: 2 features, 70.0% accuracy [2025-12-02T20:44:58.070788] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.071068] [DEBUG] [LOCAL ] Loaded configuration for FIVN: 5 features, 90.0% accuracy [2025-12-02T20:44:58.071318] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-12-02T20:44:58.071614] [DEBUG] [LOCAL ] Loaded configuration for VALN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.071907] [DEBUG] [LOCAL ] Loaded configuration for BUI: 4 features, 50.0% accuracy [2025-12-02T20:44:58.072149] [DEBUG] [LOCAL ] Loaded configuration for SWX: 1 features, 80.0% accuracy [2025-12-02T20:44:58.072393] [DEBUG] [LOCAL ] Loaded configuration for FCAL: 3 features, 80.0% accuracy [2025-12-02T20:44:58.072687] [DEBUG] [LOCAL ] Loaded configuration for JAKK: 5 features, 80.0% accuracy [2025-12-02T20:44:58.073012] [DEBUG] [LOCAL ] Loaded configuration for BXP: 4 features, 80.0% accuracy [2025-12-02T20:44:58.073279] [DEBUG] [LOCAL ] Loaded configuration for IEI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.073586] [DEBUG] [LOCAL ] Loaded configuration for MMLP: 2 features, 90.0% accuracy [2025-12-02T20:44:58.073835] [DEBUG] [LOCAL ] Loaded configuration for APLE: 4 features, 90.0% accuracy [2025-12-02T20:44:58.074135] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.074401] [DEBUG] [LOCAL ] Loaded configuration for PXS: 4 features, 70.0% accuracy [2025-12-02T20:44:58.074702] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-12-02T20:44:58.075001] [DEBUG] [LOCAL ] Loaded configuration for MUX: 5 features, 70.0% accuracy [2025-12-02T20:44:58.075252] [DEBUG] [LOCAL ] Loaded configuration for GIL: 2 features, 70.0% accuracy [2025-12-02T20:44:58.075499] [DEBUG] [LOCAL ] Loaded configuration for COMP: 6 features, 70.0% accuracy [2025-12-02T20:44:58.075812] [DEBUG] [LOCAL ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.076076] [DEBUG] [LOCAL ] Loaded configuration for SIXG: 4 features, 70.0% accuracy [2025-12-02T20:44:58.076370] [DEBUG] [LOCAL ] Loaded configuration for ADC: 4 features, 90.0% accuracy [2025-12-02T20:44:58.076613] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-12-02T20:44:58.076877] [DEBUG] [LOCAL ] Loaded configuration for PLPC: 1 features, 90.0% accuracy [2025-12-02T20:44:58.077176] [DEBUG] [LOCAL ] Loaded configuration for KRRO: 4 features, 80.0% accuracy [2025-12-02T20:44:58.077438] [DEBUG] [LOCAL ] Loaded configuration for AI: 3 features, 100.0% accuracy [2025-12-02T20:44:58.077711] [DEBUG] [LOCAL ] Loaded configuration for GH: 3 features, 80.0% accuracy [2025-12-02T20:44:58.077983] [DEBUG] [LOCAL ] Loaded configuration for AVO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.078256] [DEBUG] [LOCAL ] Loaded configuration for PLBC: 1 features, 70.0% accuracy [2025-12-02T20:44:58.078555] [DEBUG] [LOCAL ] Loaded configuration for ORRF: 3 features, 60.0% accuracy [2025-12-02T20:44:58.078832] [DEBUG] [LOCAL ] Loaded configuration for CRBP: 0 features, 70.0% accuracy [2025-12-02T20:44:58.079139] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 4 features, 70.0% accuracy [2025-12-02T20:44:58.079437] [DEBUG] [LOCAL ] Loaded configuration for SFIX: 2 features, 60.0% accuracy [2025-12-02T20:44:58.079696] [DEBUG] [LOCAL ] Loaded configuration for BHP: 3 features, 70.0% accuracy [2025-12-02T20:44:58.079968] [DEBUG] [LOCAL ] Loaded configuration for FIXD: 3 features, 90.0% accuracy [2025-12-02T20:44:58.080261] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 3 features, 60.0% accuracy [2025-12-02T20:44:58.080584] [DEBUG] [LOCAL ] Loaded configuration for ENPH: 2 features, 80.0% accuracy [2025-12-02T20:44:58.080831] [DEBUG] [LOCAL ] Loaded configuration for BTE: 2 features, 80.0% accuracy [2025-12-02T20:44:58.081080] [DEBUG] [LOCAL ] Loaded configuration for SRTS: 3 features, 90.0% accuracy [2025-12-02T20:44:58.081376] [DEBUG] [LOCAL ] Loaded configuration for VRCA: 1 features, 60.0% accuracy [2025-12-02T20:44:58.081624] [DEBUG] [LOCAL ] Loaded configuration for PRME: 2 features, 90.0% accuracy [2025-12-02T20:44:58.081871] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 70.0% accuracy [2025-12-02T20:44:58.082111] [DEBUG] [LOCAL ] Loaded configuration for FOF: 0 features, 90.0% accuracy [2025-12-02T20:44:58.082372] [DEBUG] [LOCAL ] Loaded configuration for BSCP: 0 features, 80.0% accuracy [2025-12-02T20:44:58.082630] [DEBUG] [LOCAL ] Loaded configuration for RLI: 0 features, 90.0% accuracy [2025-12-02T20:44:58.082932] [DEBUG] [LOCAL ] Loaded configuration for MQ: 2 features, 80.0% accuracy [2025-12-02T20:44:58.083234] [DEBUG] [LOCAL ] Loaded configuration for TENX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.083540] [DEBUG] [LOCAL ] Loaded configuration for QTRX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.083868] [DEBUG] [LOCAL ] Loaded configuration for HSIC: 2 features, 100.0% accuracy [2025-12-02T20:44:58.084117] [DEBUG] [LOCAL ] Loaded configuration for UNP: 4 features, 90.0% accuracy [2025-12-02T20:44:58.084415] [DEBUG] [LOCAL ] Loaded configuration for VBNK: 2 features, 80.0% accuracy [2025-12-02T20:44:58.084683] [DEBUG] [LOCAL ] Loaded configuration for TRC: 2 features, 90.0% accuracy [2025-12-02T20:44:58.084976] [DEBUG] [LOCAL ] Loaded configuration for BIAF: 2 features, 90.0% accuracy [2025-12-02T20:44:58.085270] [DEBUG] [LOCAL ] Loaded configuration for HZO: 2 features, 70.0% accuracy [2025-12-02T20:44:58.085562] [DEBUG] [LOCAL ] Loaded configuration for ENSG: 4 features, 70.0% accuracy [2025-12-02T20:44:58.085848] [DEBUG] [LOCAL ] Loaded configuration for GLSI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.086115] [DEBUG] [LOCAL ] Loaded configuration for RMBI: 4 features, 100.0% accuracy [2025-12-02T20:44:58.086415] [DEBUG] [LOCAL ] Loaded configuration for BOF: 2 features, 80.0% accuracy [2025-12-02T20:44:58.086724] [DEBUG] [LOCAL ] Loaded configuration for FROG: 3 features, 80.0% accuracy [2025-12-02T20:44:58.087018] [DEBUG] [LOCAL ] Loaded configuration for JAGX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.087325] [DEBUG] [LOCAL ] Loaded configuration for DSL: 0 features, 60.0% accuracy [2025-12-02T20:44:58.087631] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 90.0% accuracy [2025-12-02T20:44:58.087924] [DEBUG] [LOCAL ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.088207] [DEBUG] [LOCAL ] Loaded configuration for NIM: 0 features, 70.0% accuracy [2025-12-02T20:44:58.088478] [DEBUG] [LOCAL ] Loaded configuration for XRAY: 4 features, 70.0% accuracy [2025-12-02T20:44:58.088748] [DEBUG] [LOCAL ] Loaded configuration for VICI: 4 features, 80.0% accuracy [2025-12-02T20:44:58.089052] [DEBUG] [LOCAL ] Loaded configuration for DK: 1 features, 70.0% accuracy [2025-12-02T20:44:58.089300] [DEBUG] [LOCAL ] Loaded configuration for DDL: 1 features, 80.0% accuracy [2025-12-02T20:44:58.089562] [DEBUG] [LOCAL ] Loaded configuration for HFFG: 0 features, 60.0% accuracy [2025-12-02T20:44:58.089877] [DEBUG] [LOCAL ] Loaded configuration for TIL: 3 features, 70.0% accuracy [2025-12-02T20:44:58.090146] [DEBUG] [LOCAL ] Loaded configuration for GHRS: 7 features, 90.0% accuracy [2025-12-02T20:44:58.090420] [DEBUG] [LOCAL ] Loaded configuration for LWLG: 1 features, 60.0% accuracy [2025-12-02T20:44:58.090673] [DEBUG] [LOCAL ] Loaded configuration for SAIA: 1 features, 70.0% accuracy [2025-12-02T20:44:58.090934] [DEBUG] [LOCAL ] Loaded configuration for PBH: 1 features, 80.0% accuracy [2025-12-02T20:44:58.091228] [DEBUG] [LOCAL ] Loaded configuration for PRI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.091468] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 2 features, 50.0% accuracy [2025-12-02T20:44:58.091763] [DEBUG] [LOCAL ] Loaded configuration for AWP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.092051] [DEBUG] [LOCAL ] Loaded configuration for AHCO: 2 features, 60.0% accuracy [2025-12-02T20:44:58.092348] [DEBUG] [LOCAL ] Loaded configuration for ESE: 3 features, 60.0% accuracy [2025-12-02T20:44:58.092648] [DEBUG] [LOCAL ] Loaded configuration for STOK: 2 features, 70.0% accuracy [2025-12-02T20:44:58.092977] [DEBUG] [LOCAL ] Loaded configuration for HOOD: 4 features, 80.0% accuracy [2025-12-02T20:44:58.093273] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 70.0% accuracy [2025-12-02T20:44:58.093525] [DEBUG] [LOCAL ] Loaded configuration for WGMI: 4 features, 60.0% accuracy [2025-12-02T20:44:58.093862] [DEBUG] [LOCAL ] Loaded configuration for FCN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.094129] [DEBUG] [LOCAL ] Loaded configuration for GTLB: 1 features, 60.0% accuracy [2025-12-02T20:44:58.094425] [DEBUG] [LOCAL ] Loaded configuration for WNEB: 2 features, 90.0% accuracy [2025-12-02T20:44:58.094671] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.094975] [DEBUG] [LOCAL ] Loaded configuration for LILAK: 1 features, 60.0% accuracy [2025-12-02T20:44:58.095242] [DEBUG] [LOCAL ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy [2025-12-02T20:44:58.095491] [DEBUG] [LOCAL ] Loaded configuration for SSNC: 4 features, 90.0% accuracy [2025-12-02T20:44:58.095789] [DEBUG] [LOCAL ] Loaded configuration for RUN: 1 features, 70.0% accuracy [2025-12-02T20:44:58.096084] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-12-02T20:44:58.096349] [DEBUG] [LOCAL ] Loaded configuration for YTRA: 2 features, 80.0% accuracy [2025-12-02T20:44:58.096616] [DEBUG] [LOCAL ] Loaded configuration for RSG: 1 features, 80.0% accuracy [2025-12-02T20:44:58.096929] [DEBUG] [LOCAL ] Loaded configuration for NVMI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.097203] [DEBUG] [LOCAL ] Loaded configuration for SKRE: 3 features, 90.0% accuracy [2025-12-02T20:44:58.097467] [DEBUG] [LOCAL ] Loaded configuration for MVBF: 1 features, 60.0% accuracy [2025-12-02T20:44:58.097709] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 1 features, 60.0% accuracy [2025-12-02T20:44:58.098008] [DEBUG] [LOCAL ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy [2025-12-02T20:44:58.098280] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.098599] [DEBUG] [LOCAL ] Loaded configuration for SFLO: 1 features, 70.0% accuracy [2025-12-02T20:44:58.098857] [DEBUG] [LOCAL ] Loaded configuration for MYN: 1 features, 100.0% accuracy [2025-12-02T20:44:58.099097] [DEBUG] [LOCAL ] Loaded configuration for HELE: 1 features, 90.0% accuracy [2025-12-02T20:44:58.099344] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 3 features, 80.0% accuracy [2025-12-02T20:44:58.099639] [DEBUG] [LOCAL ] Loaded configuration for DECK: 4 features, 80.0% accuracy [2025-12-02T20:44:58.099933] [DEBUG] [LOCAL ] Loaded configuration for HRMY: 4 features, 90.0% accuracy [2025-12-02T20:44:58.100231] [DEBUG] [LOCAL ] Loaded configuration for EMBC: 3 features, 100.0% accuracy [2025-12-02T20:44:58.100484] [DEBUG] [LOCAL ] Loaded configuration for WB: 1 features, 90.0% accuracy [2025-12-02T20:44:58.100728] [DEBUG] [LOCAL ] Loaded configuration for GNK: 2 features, 50.0% accuracy [2025-12-02T20:44:58.101029] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 1 features, 90.0% accuracy [2025-12-02T20:44:58.101297] [DEBUG] [LOCAL ] Loaded configuration for VBF: 4 features, 90.0% accuracy [2025-12-02T20:44:58.101539] [DEBUG] [LOCAL ] Loaded configuration for BGX: 5 features, 90.0% accuracy [2025-12-02T20:44:58.101808] [DEBUG] [LOCAL ] Loaded configuration for ASML: 2 features, 90.0% accuracy [2025-12-02T20:44:58.102105] [DEBUG] [LOCAL ] Loaded configuration for APPN: 5 features, 70.0% accuracy [2025-12-02T20:44:58.102372] [DEBUG] [LOCAL ] Loaded configuration for USIG: 4 features, 80.0% accuracy [2025-12-02T20:44:58.102643] [DEBUG] [LOCAL ] Loaded configuration for NRIM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.102907] [DEBUG] [LOCAL ] Loaded configuration for MGRC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.103205] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.103501] [DEBUG] [LOCAL ] Loaded configuration for MODL: 4 features, 80.0% accuracy [2025-12-02T20:44:58.103822] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-12-02T20:44:58.104087] [DEBUG] [LOCAL ] Loaded configuration for TNDM: 2 features, 70.0% accuracy [2025-12-02T20:44:58.104385] [DEBUG] [LOCAL ] Loaded configuration for FTGS: 3 features, 90.0% accuracy [2025-12-02T20:44:58.104626] [DEBUG] [LOCAL ] Loaded configuration for BLZE: 3 features, 90.0% accuracy [2025-12-02T20:44:58.104939] [DEBUG] [LOCAL ] Loaded configuration for GCMG: 2 features, 70.0% accuracy [2025-12-02T20:44:58.105210] [DEBUG] [LOCAL ] Loaded configuration for SMH: 2 features, 70.0% accuracy [2025-12-02T20:44:58.105453] [DEBUG] [LOCAL ] Loaded configuration for OEC: 0 features, 80.0% accuracy [2025-12-02T20:44:58.105700] [DEBUG] [LOCAL ] Loaded configuration for FALN: 4 features, 80.0% accuracy [2025-12-02T20:44:58.105990] [DEBUG] [LOCAL ] Loaded configuration for HLMN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.106252] [DEBUG] [LOCAL ] Loaded configuration for REPL: 0 features, 70.0% accuracy [2025-12-02T20:44:58.106549] [DEBUG] [LOCAL ] Loaded configuration for NFE: 0 features, 80.0% accuracy [2025-12-02T20:44:58.106839] [DEBUG] [LOCAL ] Loaded configuration for TCMD: 2 features, 70.0% accuracy [2025-12-02T20:44:58.107104] [DEBUG] [LOCAL ] Loaded configuration for CCB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.107370] [DEBUG] [LOCAL ] Loaded configuration for MSGM: 2 features, 70.0% accuracy [2025-12-02T20:44:58.107663] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 1 features, 80.0% accuracy [2025-12-02T20:44:58.107949] [DEBUG] [LOCAL ] Loaded configuration for NTRB: 1 features, 100.0% accuracy [2025-12-02T20:44:58.108218] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 90.0% accuracy [2025-12-02T20:44:58.108514] [DEBUG] [LOCAL ] Loaded configuration for STKL: 3 features, 90.0% accuracy [2025-12-02T20:44:58.108808] [DEBUG] [LOCAL ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy [2025-12-02T20:44:58.109097] [DEBUG] [LOCAL ] Loaded configuration for EVRG: 1 features, 70.0% accuracy [2025-12-02T20:44:58.109393] [DEBUG] [LOCAL ] Loaded configuration for UTEN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.109661] [DEBUG] [LOCAL ] Loaded configuration for EXAS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.109914] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.110178] [DEBUG] [LOCAL ] Loaded configuration for PI: 3 features, 50.0% accuracy [2025-12-02T20:44:58.110481] [DEBUG] [LOCAL ] Loaded configuration for OSBC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.110729] [DEBUG] [LOCAL ] Loaded configuration for SCD: 1 features, 70.0% accuracy [2025-12-02T20:44:58.110969] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-12-02T20:44:58.111235] [DEBUG] [LOCAL ] Loaded configuration for MELI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.111483] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.111775] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 3 features, 80.0% accuracy [2025-12-02T20:44:58.112082] [DEBUG] [LOCAL ] Loaded configuration for LNN: 1 features, 70.0% accuracy [2025-12-02T20:44:58.112380] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 2 features, 60.0% accuracy [2025-12-02T20:44:58.112693] [DEBUG] [LOCAL ] Loaded configuration for TBI: 4 features, 90.0% accuracy [2025-12-02T20:44:58.113032] [DEBUG] [LOCAL ] Loaded configuration for NVA: 1 features, 70.0% accuracy [2025-12-02T20:44:58.113341] [DEBUG] [LOCAL ] Loaded configuration for JLL: 5 features, 90.0% accuracy [2025-12-02T20:44:58.113649] [DEBUG] [LOCAL ] Loaded configuration for NICE: 3 features, 70.0% accuracy [2025-12-02T20:44:58.113907] [DEBUG] [LOCAL ] Loaded configuration for AON: 1 features, 70.0% accuracy [2025-12-02T20:44:58.114210] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 5 features, 90.0% accuracy [2025-12-02T20:44:58.114468] [DEBUG] [LOCAL ] Loaded configuration for UL: 3 features, 80.0% accuracy [2025-12-02T20:44:58.114740] [DEBUG] [LOCAL ] Loaded configuration for FEP: 1 features, 70.0% accuracy [2025-12-02T20:44:58.115040] [DEBUG] [LOCAL ] Loaded configuration for CHKP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.115339] [DEBUG] [LOCAL ] Loaded configuration for PSNL: 4 features, 90.0% accuracy [2025-12-02T20:44:58.115597] [DEBUG] [LOCAL ] Loaded configuration for CRNC: 1 features, 70.0% accuracy [2025-12-02T20:44:58.115906] [DEBUG] [LOCAL ] Loaded configuration for FCF: 3 features, 90.0% accuracy [2025-12-02T20:44:58.116205] [DEBUG] [LOCAL ] Loaded configuration for CQP: 2 features, 80.0% accuracy [2025-12-02T20:44:58.116457] [DEBUG] [LOCAL ] Loaded configuration for SOL: 2 features, 70.0% accuracy [2025-12-02T20:44:58.116724] [DEBUG] [LOCAL ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy [2025-12-02T20:44:58.116992] [DEBUG] [LOCAL ] Loaded configuration for VFS: 3 features, 60.0% accuracy [2025-12-02T20:44:58.117297] [DEBUG] [LOCAL ] Loaded configuration for MRVI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.117547] [DEBUG] [LOCAL ] Loaded configuration for BEKE: 6 features, 80.0% accuracy [2025-12-02T20:44:58.117814] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.118136] [DEBUG] [LOCAL ] Loaded configuration for WIX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.118401] [DEBUG] [LOCAL ] Loaded configuration for CVI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.118671] [DEBUG] [LOCAL ] Loaded configuration for DMRC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.118970] [DEBUG] [LOCAL ] Loaded configuration for IZEA: 1 features, 100.0% accuracy [2025-12-02T20:44:58.119218] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 4 features, 60.0% accuracy [2025-12-02T20:44:58.119515] [DEBUG] [LOCAL ] Loaded configuration for ZYME: 2 features, 60.0% accuracy [2025-12-02T20:44:58.119832] [DEBUG] [LOCAL ] Loaded configuration for QCOM: 2 features, 90.0% accuracy [2025-12-02T20:44:58.120094] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 2 features, 80.0% accuracy [2025-12-02T20:44:58.120395] [DEBUG] [LOCAL ] Loaded configuration for APVO: 2 features, 70.0% accuracy [2025-12-02T20:44:58.120640] [DEBUG] [LOCAL ] Loaded configuration for VZ: 3 features, 60.0% accuracy [2025-12-02T20:44:58.120942] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.121248] [DEBUG] [LOCAL ] Loaded configuration for DTE: 0 features, 70.0% accuracy [2025-12-02T20:44:58.121553] [DEBUG] [LOCAL ] Loaded configuration for ERIE: 2 features, 90.0% accuracy [2025-12-02T20:44:58.121847] [DEBUG] [LOCAL ] Loaded configuration for SNPS: 3 features, 80.0% accuracy [2025-12-02T20:44:58.122108] [DEBUG] [LOCAL ] Loaded configuration for NGS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.122371] [DEBUG] [LOCAL ] Loaded configuration for BAC: 1 features, 70.0% accuracy [2025-12-02T20:44:58.122639] [DEBUG] [LOCAL ] Loaded configuration for TPH: 2 features, 70.0% accuracy [2025-12-02T20:44:58.122934] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-12-02T20:44:58.123231] [DEBUG] [LOCAL ] Loaded configuration for MORN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.123511] [DEBUG] [LOCAL ] Loaded configuration for MBWM: 4 features, 90.0% accuracy [2025-12-02T20:44:58.123818] [DEBUG] [LOCAL ] Loaded configuration for HBANP: 2 features, 60.0% accuracy [2025-12-02T20:44:58.124092] [DEBUG] [LOCAL ] Loaded configuration for SSB: 3 features, 80.0% accuracy [2025-12-02T20:44:58.124390] [DEBUG] [LOCAL ] Loaded configuration for TK: 3 features, 70.0% accuracy [2025-12-02T20:44:58.124658] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.124957] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 80.0% accuracy [2025-12-02T20:44:58.125222] [DEBUG] [LOCAL ] Loaded configuration for FLXS: 3 features, 60.0% accuracy [2025-12-02T20:44:58.125507] [DEBUG] [LOCAL ] Loaded configuration for SLP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.125797] [DEBUG] [LOCAL ] Loaded configuration for III: 1 features, 70.0% accuracy [2025-12-02T20:44:58.126094] [DEBUG] [LOCAL ] Loaded configuration for PMM: 4 features, 70.0% accuracy [2025-12-02T20:44:58.126346] [DEBUG] [LOCAL ] Loaded configuration for WFG: 3 features, 80.0% accuracy [2025-12-02T20:44:58.126614] [DEBUG] [LOCAL ] Loaded configuration for AVY: 1 features, 40.0% accuracy [2025-12-02T20:44:58.126886] [DEBUG] [LOCAL ] Loaded configuration for HG: 2 features, 70.0% accuracy [2025-12-02T20:44:58.127189] [DEBUG] [LOCAL ] Loaded configuration for MNTK: 3 features, 70.0% accuracy [2025-12-02T20:44:58.127476] [DEBUG] [LOCAL ] Loaded configuration for SENEA: 1 features, 90.0% accuracy [2025-12-02T20:44:58.127738] [DEBUG] [LOCAL ] Loaded configuration for CRTO: 1 features, 100.0% accuracy [2025-12-02T20:44:58.128050] [DEBUG] [LOCAL ] Loaded configuration for CALC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.128303] [DEBUG] [LOCAL ] Loaded configuration for SPOK: 4 features, 90.0% accuracy [2025-12-02T20:44:58.128598] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 3 features, 70.0% accuracy [2025-12-02T20:44:58.128884] [DEBUG] [LOCAL ] Loaded configuration for NMFC: 0 features, 70.0% accuracy [2025-12-02T20:44:58.129146] [DEBUG] [LOCAL ] Loaded configuration for MYI: 4 features, 70.0% accuracy [2025-12-02T20:44:58.129393] [DEBUG] [LOCAL ] Loaded configuration for LDP: 2 features, 80.0% accuracy [2025-12-02T20:44:58.129644] [DEBUG] [LOCAL ] Loaded configuration for CXE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.129719] [DEBUG] [LOCAL ] Loaded configuration for DY: 4 features, 70.0% accuracy [2025-12-02T20:44:58.129983] [DEBUG] [LOCAL ] Loaded configuration for FORM: 2 features, 70.0% accuracy [2025-12-02T20:44:58.130287] [DEBUG] [LOCAL ] Loaded configuration for CENX: 3 features, 60.0% accuracy [2025-12-02T20:44:58.130599] [DEBUG] [LOCAL ] Loaded configuration for WLDN: 1 features, 50.0% accuracy [2025-12-02T20:44:58.130850] [DEBUG] [LOCAL ] Loaded configuration for DBL: 2 features, 70.0% accuracy [2025-12-02T20:44:58.131092] [DEBUG] [LOCAL ] Loaded configuration for CASH: 1 features, 80.0% accuracy [2025-12-02T20:44:58.131353] [DEBUG] [LOCAL ] Loaded configuration for CRUS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.131643] [DEBUG] [LOCAL ] Loaded configuration for ADSE: 0 features, 80.0% accuracy [2025-12-02T20:44:58.131913] [DEBUG] [LOCAL ] Loaded configuration for LECO: 2 features, 90.0% accuracy [2025-12-02T20:44:58.132184] [DEBUG] [LOCAL ] Loaded configuration for STAG: 0 features, 60.0% accuracy [2025-12-02T20:44:58.132492] [DEBUG] [LOCAL ] Loaded configuration for BTCS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.132756] [DEBUG] [LOCAL ] Loaded configuration for BLX: 5 features, 100.0% accuracy [2025-12-02T20:44:58.133018] [DEBUG] [LOCAL ] Loaded configuration for LIF: 4 features, 60.0% accuracy [2025-12-02T20:44:58.133282] [DEBUG] [LOCAL ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy [2025-12-02T20:44:58.133541] [DEBUG] [LOCAL ] Loaded configuration for IMTX: 0 features, 70.0% accuracy [2025-12-02T20:44:58.133822] [DEBUG] [LOCAL ] Loaded configuration for EVCM: 5 features, 70.0% accuracy [2025-12-02T20:44:58.134126] [DEBUG] [LOCAL ] Loaded configuration for EMB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.134424] [DEBUG] [LOCAL ] Loaded configuration for BYM: 3 features, 60.0% accuracy [2025-12-02T20:44:58.134698] [DEBUG] [LOCAL ] Loaded configuration for PHO: 2 features, 70.0% accuracy [2025-12-02T20:44:58.134941] [DEBUG] [LOCAL ] Loaded configuration for DAL: 0 features, 60.0% accuracy [2025-12-02T20:44:58.135185] [DEBUG] [LOCAL ] Loaded configuration for AMBA: 4 features, 90.0% accuracy [2025-12-02T20:44:58.135429] [DEBUG] [LOCAL ] Loaded configuration for SAH: 2 features, 70.0% accuracy [2025-12-02T20:44:58.135725] [DEBUG] [LOCAL ] Loaded configuration for CPIX: 2 features, 90.0% accuracy [2025-12-02T20:44:58.135968] [DEBUG] [LOCAL ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy [2025-12-02T20:44:58.136261] [DEBUG] [LOCAL ] Loaded configuration for BROS: 5 features, 90.0% accuracy [2025-12-02T20:44:58.136551] [DEBUG] [LOCAL ] Loaded configuration for CRESY: 1 features, 70.0% accuracy [2025-12-02T20:44:58.136954] [DEBUG] [LOCAL ] Loaded configuration for CC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.137253] [DEBUG] [LOCAL ] Loaded configuration for DEA: 3 features, 90.0% accuracy [2025-12-02T20:44:58.137516] [DEBUG] [LOCAL ] Loaded configuration for EXFY: 3 features, 80.0% accuracy [2025-12-02T20:44:58.137779] [DEBUG] [LOCAL ] Loaded configuration for PCM: 3 features, 80.0% accuracy [2025-12-02T20:44:58.138083] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 3 features, 90.0% accuracy [2025-12-02T20:44:58.138370] [DEBUG] [LOCAL ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy [2025-12-02T20:44:58.138682] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 0 features, 70.0% accuracy [2025-12-02T20:44:58.138981] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 1 features, 80.0% accuracy [2025-12-02T20:44:58.139280] [DEBUG] [LOCAL ] Loaded configuration for SLB: 3 features, 70.0% accuracy [2025-12-02T20:44:58.139551] [DEBUG] [LOCAL ] Loaded configuration for BRY: 2 features, 70.0% accuracy [2025-12-02T20:44:58.139853] [DEBUG] [LOCAL ] Loaded configuration for DPZ: 2 features, 80.0% accuracy [2025-12-02T20:44:58.140158] [DEBUG] [LOCAL ] Loaded configuration for VGM: 1 features, 80.0% accuracy [2025-12-02T20:44:58.140479] [DEBUG] [LOCAL ] Loaded configuration for MRCC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.140786] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 70.0% accuracy [2025-12-02T20:44:58.141038] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-12-02T20:44:58.141306] [DEBUG] [LOCAL ] Loaded configuration for GLUE: 2 features, 80.0% accuracy [2025-12-02T20:44:58.141586] [DEBUG] [LOCAL ] Loaded configuration for NOG: 1 features, 70.0% accuracy [2025-12-02T20:44:58.141898] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.142172] [DEBUG] [LOCAL ] Loaded configuration for GGAL: 2 features, 80.0% accuracy [2025-12-02T20:44:58.142471] [DEBUG] [LOCAL ] Loaded configuration for PESI: 0 features, 80.0% accuracy [2025-12-02T20:44:58.142717] [DEBUG] [LOCAL ] Loaded configuration for SHG: 4 features, 80.0% accuracy [2025-12-02T20:44:58.142964] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 70.0% accuracy [2025-12-02T20:44:58.143269] [DEBUG] [LOCAL ] Loaded configuration for KRC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.143586] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 70.0% accuracy [2025-12-02T20:44:58.143869] [DEBUG] [LOCAL ] Loaded configuration for GMM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.144133] [DEBUG] [LOCAL ] Loaded configuration for NATH: 4 features, 90.0% accuracy [2025-12-02T20:44:58.144439] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 2 features, 70.0% accuracy [2025-12-02T20:44:58.144715] [DEBUG] [LOCAL ] Loaded configuration for TLS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.144989] [DEBUG] [LOCAL ] Loaded configuration for MTSI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.145280] [DEBUG] [LOCAL ] Loaded configuration for ALEC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.145592] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-12-02T20:44:58.145850] [DEBUG] [LOCAL ] Loaded configuration for SITC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.146111] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 3 features, 60.0% accuracy [2025-12-02T20:44:58.146426] [DEBUG] [LOCAL ] Loaded configuration for SGRY: 3 features, 80.0% accuracy [2025-12-02T20:44:58.146723] [DEBUG] [LOCAL ] Loaded configuration for GEVO: 1 features, 60.0% accuracy [2025-12-02T20:44:58.147018] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 0 features, 80.0% accuracy [2025-12-02T20:44:58.147260] [DEBUG] [LOCAL ] Loaded configuration for PERF: 3 features, 70.0% accuracy [2025-12-02T20:44:58.147528] [DEBUG] [LOCAL ] Loaded configuration for SSL: 2 features, 60.0% accuracy [2025-12-02T20:44:58.147827] [DEBUG] [LOCAL ] Loaded configuration for RAY: 1 features, 80.0% accuracy [2025-12-02T20:44:58.148121] [DEBUG] [LOCAL ] Loaded configuration for VERA: 2 features, 80.0% accuracy [2025-12-02T20:44:58.148401] [DEBUG] [LOCAL ] Loaded configuration for CORZ: 2 features, 70.0% accuracy [2025-12-02T20:44:58.148693] [DEBUG] [LOCAL ] Loaded configuration for CCNE: 1 features, 90.0% accuracy [2025-12-02T20:44:58.148973] [DEBUG] [LOCAL ] Loaded configuration for PYXS: 5 features, 80.0% accuracy [2025-12-02T20:44:58.149283] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.149556] [DEBUG] [LOCAL ] Loaded configuration for EHTH: 2 features, 70.0% accuracy [2025-12-02T20:44:58.149870] [DEBUG] [LOCAL ] Loaded configuration for UGP: 4 features, 70.0% accuracy [2025-12-02T20:44:58.150115] [DEBUG] [LOCAL ] Loaded configuration for FUL: 3 features, 70.0% accuracy [2025-12-02T20:44:58.150411] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 90.0% accuracy [2025-12-02T20:44:58.150677] [DEBUG] [LOCAL ] Loaded configuration for FNLC: 0 features, 80.0% accuracy [2025-12-02T20:44:58.150953] [DEBUG] [LOCAL ] Loaded configuration for DLY: 3 features, 70.0% accuracy [2025-12-02T20:44:58.151205] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.151465] [DEBUG] [LOCAL ] Loaded configuration for BCYC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.151728] [DEBUG] [LOCAL ] Loaded configuration for METD: 4 features, 80.0% accuracy [2025-12-02T20:44:58.152038] [DEBUG] [LOCAL ] Loaded configuration for BUSE: 2 features, 90.0% accuracy [2025-12-02T20:44:58.152297] [DEBUG] [LOCAL ] Loaded configuration for KHC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.152629] [DEBUG] [LOCAL ] Loaded configuration for PEGA: 2 features, 90.0% accuracy [2025-12-02T20:44:58.152908] [DEBUG] [LOCAL ] Loaded configuration for PMVP: 0 features, 90.0% accuracy [2025-12-02T20:44:58.153173] [DEBUG] [LOCAL ] Loaded configuration for GLNG: 5 features, 80.0% accuracy [2025-12-02T20:44:58.153444] [DEBUG] [LOCAL ] Loaded configuration for VFC: 4 features, 90.0% accuracy [2025-12-02T20:44:58.153739] [DEBUG] [LOCAL ] Loaded configuration for ABVC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.153998] [DEBUG] [LOCAL ] Loaded configuration for CDP: 2 features, 80.0% accuracy [2025-12-02T20:44:58.154273] [DEBUG] [LOCAL ] Loaded configuration for MRX: 3 features, 90.0% accuracy [2025-12-02T20:44:58.154525] [DEBUG] [LOCAL ] Loaded configuration for SAMG: 0 features, 50.0% accuracy [2025-12-02T20:44:58.154790] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.155086] [DEBUG] [LOCAL ] Loaded configuration for USMC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.155351] [DEBUG] [LOCAL ] Loaded configuration for EVGO: 1 features, 100.0% accuracy [2025-12-02T20:44:58.155646] [DEBUG] [LOCAL ] Loaded configuration for TKC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.155902] [DEBUG] [LOCAL ] Loaded configuration for BMA: 2 features, 50.0% accuracy [2025-12-02T20:44:58.156154] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 5 features, 80.0% accuracy [2025-12-02T20:44:58.156464] [DEBUG] [LOCAL ] Loaded configuration for BKD: 4 features, 100.0% accuracy [2025-12-02T20:44:58.156762] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.157062] [DEBUG] [LOCAL ] Loaded configuration for SRG: 0 features, 80.0% accuracy [2025-12-02T20:44:58.157361] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-12-02T20:44:58.157655] [DEBUG] [LOCAL ] Loaded configuration for ENTA: 3 features, 70.0% accuracy [2025-12-02T20:44:58.157919] [DEBUG] [LOCAL ] Loaded configuration for VITL: 5 features, 80.0% accuracy [2025-12-02T20:44:58.158168] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 2 features, 90.0% accuracy [2025-12-02T20:44:58.158440] [DEBUG] [LOCAL ] Loaded configuration for ONCO: 4 features, 60.0% accuracy [2025-12-02T20:44:58.158736] [DEBUG] [LOCAL ] Loaded configuration for NI: 3 features, 70.0% accuracy [2025-12-02T20:44:58.159033] [DEBUG] [LOCAL ] Loaded configuration for CMPS: 3 features, 90.0% accuracy [2025-12-02T20:44:58.159284] [DEBUG] [LOCAL ] Loaded configuration for VUZI: 3 features, 90.0% accuracy [2025-12-02T20:44:58.159535] [DEBUG] [LOCAL ] Loaded configuration for BYSI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.159835] [DEBUG] [LOCAL ] Loaded configuration for SNDX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.160101] [DEBUG] [LOCAL ] Loaded configuration for CNA: 1 features, 20.0% accuracy [2025-12-02T20:44:58.160344] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.160596] [DEBUG] [LOCAL ] Loaded configuration for IBTM: 2 features, 70.0% accuracy [2025-12-02T20:44:58.160894] [DEBUG] [LOCAL ] Loaded configuration for ZION: 2 features, 70.0% accuracy [2025-12-02T20:44:58.161201] [DEBUG] [LOCAL ] Loaded configuration for MRTN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.161504] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 3 features, 70.0% accuracy [2025-12-02T20:44:58.161830] [DEBUG] [LOCAL ] Loaded configuration for PDX: 2 features, 80.0% accuracy [2025-12-02T20:44:58.162154] [DEBUG] [LOCAL ] Loaded configuration for BSVN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.162424] [DEBUG] [LOCAL ] Loaded configuration for OKYO: 0 features, 80.0% accuracy [2025-12-02T20:44:58.162670] [DEBUG] [LOCAL ] Loaded configuration for AIQ: 6 features, 80.0% accuracy [2025-12-02T20:44:58.162976] [DEBUG] [LOCAL ] Loaded configuration for RFM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.163226] [DEBUG] [LOCAL ] Loaded configuration for GSM: 1 features, 80.0% accuracy [2025-12-02T20:44:58.163502] [DEBUG] [LOCAL ] Loaded configuration for DLPN: 4 features, 70.0% accuracy [2025-12-02T20:44:58.163777] [DEBUG] [LOCAL ] Loaded configuration for WABC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.164065] [DEBUG] [LOCAL ] Loaded configuration for EEMA: 2 features, 40.0% accuracy [2025-12-02T20:44:58.164337] [DEBUG] [LOCAL ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy [2025-12-02T20:44:58.164595] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-12-02T20:44:58.164893] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 4 features, 90.0% accuracy [2025-12-02T20:44:58.165138] [DEBUG] [LOCAL ] Loaded configuration for WINN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.165430] [DEBUG] [LOCAL ] Loaded configuration for CMG: 6 features, 80.0% accuracy [2025-12-02T20:44:58.165694] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.165936] [DEBUG] [LOCAL ] Loaded configuration for ALRS: 2 features, 90.0% accuracy [2025-12-02T20:44:58.166227] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.166521] [DEBUG] [LOCAL ] Loaded configuration for LPTH: 1 features, 90.0% accuracy [2025-12-02T20:44:58.166808] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.167081] [DEBUG] [LOCAL ] Loaded configuration for UFCS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.167343] [DEBUG] [LOCAL ] Loaded configuration for EWBC: 1 features, 60.0% accuracy [2025-12-02T20:44:58.167637] [DEBUG] [LOCAL ] Loaded configuration for BTAI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.167894] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-12-02T20:44:58.168169] [DEBUG] [LOCAL ] Loaded configuration for KOP: 0 features, 90.0% accuracy [2025-12-02T20:44:58.168465] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.168729] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.169044] [DEBUG] [LOCAL ] Loaded configuration for DE: 3 features, 80.0% accuracy [2025-12-02T20:44:58.169332] [DEBUG] [LOCAL ] Loaded configuration for USVM: 1 features, 90.0% accuracy [2025-12-02T20:44:58.169627] [DEBUG] [LOCAL ] Loaded configuration for ECX: 4 features, 80.0% accuracy [2025-12-02T20:44:58.169914] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 90.0% accuracy [2025-12-02T20:44:58.170171] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.170477] [DEBUG] [LOCAL ] Loaded configuration for SBGI: 3 features, 70.0% accuracy [2025-12-02T20:44:58.170750] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.171071] [DEBUG] [LOCAL ] Loaded configuration for SSSS: 4 features, 80.0% accuracy [2025-12-02T20:44:58.171380] [DEBUG] [LOCAL ] Loaded configuration for FYC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.171689] [DEBUG] [LOCAL ] Loaded configuration for EB: 1 features, 90.0% accuracy [2025-12-02T20:44:58.171955] [DEBUG] [LOCAL ] Loaded configuration for VYMI: 4 features, 80.0% accuracy [2025-12-02T20:44:58.172212] [DEBUG] [LOCAL ] Loaded configuration for FSM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.172489] [DEBUG] [LOCAL ] Loaded configuration for SIGA: 3 features, 70.0% accuracy [2025-12-02T20:44:58.172755] [DEBUG] [LOCAL ] Loaded configuration for GLBS: 4 features, 90.0% accuracy [2025-12-02T20:44:58.173028] [DEBUG] [LOCAL ] Loaded configuration for METC: 4 features, 80.0% accuracy [2025-12-02T20:44:58.173294] [DEBUG] [LOCAL ] Loaded configuration for LRGE: 2 features, 70.0% accuracy [2025-12-02T20:44:58.173601] [DEBUG] [LOCAL ] Loaded configuration for EM: 2 features, 70.0% accuracy [2025-12-02T20:44:58.173882] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-12-02T20:44:58.174149] [DEBUG] [LOCAL ] Loaded configuration for UNM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.174449] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 1 features, 60.0% accuracy [2025-12-02T20:44:58.174769] [DEBUG] [LOCAL ] Loaded configuration for TSCO: 2 features, 100.0% accuracy [2025-12-02T20:44:58.175025] [DEBUG] [LOCAL ] Loaded configuration for PL: 3 features, 70.0% accuracy [2025-12-02T20:44:58.175323] [DEBUG] [LOCAL ] Loaded configuration for Z: 3 features, 80.0% accuracy [2025-12-02T20:44:58.175623] [DEBUG] [LOCAL ] Loaded configuration for CMMB: 1 features, 70.0% accuracy [2025-12-02T20:44:58.175898] [DEBUG] [LOCAL ] Loaded configuration for AMAL: 4 features, 90.0% accuracy [2025-12-02T20:44:58.176207] [DEBUG] [LOCAL ] Loaded configuration for BK: 0 features, 80.0% accuracy [2025-12-02T20:44:58.176470] [DEBUG] [LOCAL ] Loaded configuration for TUSK: 1 features, 70.0% accuracy [2025-12-02T20:44:58.176766] [DEBUG] [LOCAL ] Loaded configuration for STRS: 3 features, 90.0% accuracy [2025-12-02T20:44:58.177069] [DEBUG] [LOCAL ] Loaded configuration for STZ: 0 features, 70.0% accuracy [2025-12-02T20:44:58.177371] [DEBUG] [LOCAL ] Loaded configuration for CARE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.177640] [DEBUG] [LOCAL ] Loaded configuration for UMBF: 2 features, 50.0% accuracy [2025-12-02T20:44:58.177958] [DEBUG] [LOCAL ] Loaded configuration for NDRA: 2 features, 70.0% accuracy [2025-12-02T20:44:58.178230] [DEBUG] [LOCAL ] Loaded configuration for TARS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.178475] [DEBUG] [LOCAL ] Loaded configuration for LTC: 3 features, 90.0% accuracy [2025-12-02T20:44:58.178768] [DEBUG] [LOCAL ] Loaded configuration for USLM: 0 features, 70.0% accuracy [2025-12-02T20:44:58.179030] [DEBUG] [LOCAL ] Loaded configuration for LWAY: 4 features, 90.0% accuracy [2025-12-02T20:44:58.179299] [DEBUG] [LOCAL ] Loaded configuration for DORM: 4 features, 90.0% accuracy [2025-12-02T20:44:58.179557] [DEBUG] [LOCAL ] Loaded configuration for TJX: 2 features, 60.0% accuracy [2025-12-02T20:44:58.179884] [DEBUG] [LOCAL ] Loaded configuration for CREG: 2 features, 60.0% accuracy [2025-12-02T20:44:58.180140] [DEBUG] [LOCAL ] Loaded configuration for ASPI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.180408] [DEBUG] [LOCAL ] Loaded configuration for FLWS: 1 features, 90.0% accuracy [2025-12-02T20:44:58.180683] [DEBUG] [LOCAL ] Loaded configuration for WYNN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.180955] [DEBUG] [LOCAL ] Loaded configuration for FMAO: 5 features, 80.0% accuracy [2025-12-02T20:44:58.181207] [DEBUG] [LOCAL ] Loaded configuration for ASTS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.181471] [DEBUG] [LOCAL ] Loaded configuration for USCB: 4 features, 80.0% accuracy [2025-12-02T20:44:58.181736] [DEBUG] [LOCAL ] Loaded configuration for GIFI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.182015] [DEBUG] [LOCAL ] Loaded configuration for LRHC: 4 features, 80.0% accuracy [2025-12-02T20:44:58.182274] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-12-02T20:44:58.182599] [DEBUG] [LOCAL ] Loaded configuration for RC: 2 features, 60.0% accuracy [2025-12-02T20:44:58.182890] [DEBUG] [LOCAL ] Loaded configuration for JGLO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.183206] [DEBUG] [LOCAL ] Loaded configuration for FWONK: 3 features, 80.0% accuracy [2025-12-02T20:44:58.183487] [DEBUG] [LOCAL ] Loaded configuration for OFS: 3 features, 90.0% accuracy [2025-12-02T20:44:58.183788] [DEBUG] [LOCAL ] Loaded configuration for CNEY: 2 features, 90.0% accuracy [2025-12-02T20:44:58.184100] [DEBUG] [LOCAL ] Loaded configuration for STWD: 3 features, 60.0% accuracy [2025-12-02T20:44:58.184377] [DEBUG] [LOCAL ] Loaded configuration for IAC: 3 features, 60.0% accuracy [2025-12-02T20:44:58.184673] [DEBUG] [LOCAL ] Loaded configuration for RCL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.184918] [DEBUG] [LOCAL ] Loaded configuration for ANIK: 2 features, 60.0% accuracy [2025-12-02T20:44:58.185182] [DEBUG] [LOCAL ] Loaded configuration for HDSN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.185429] [DEBUG] [LOCAL ] Loaded configuration for DRMA: 4 features, 90.0% accuracy [2025-12-02T20:44:58.185693] [DEBUG] [LOCAL ] Loaded configuration for EVOK: 4 features, 60.0% accuracy [2025-12-02T20:44:58.185945] [DEBUG] [LOCAL ] Loaded configuration for BLNK: 0 features, 70.0% accuracy [2025-12-02T20:44:58.186245] [DEBUG] [LOCAL ] Loaded configuration for MRSN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.186550] [DEBUG] [LOCAL ] Loaded configuration for IXUS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.186878] [DEBUG] [LOCAL ] Loaded configuration for APH: 4 features, 80.0% accuracy [2025-12-02T20:44:58.187133] [DEBUG] [LOCAL ] Loaded configuration for GRWG: 5 features, 80.0% accuracy [2025-12-02T20:44:58.187398] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 3 features, 70.0% accuracy [2025-12-02T20:44:58.187654] [DEBUG] [LOCAL ] Loaded configuration for SOFI: 4 features, 80.0% accuracy [2025-12-02T20:44:58.187937] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 4 features, 80.0% accuracy [2025-12-02T20:44:58.188239] [DEBUG] [LOCAL ] Loaded configuration for MLAB: 2 features, 90.0% accuracy [2025-12-02T20:44:58.188502] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 0 features, 70.0% accuracy [2025-12-02T20:44:58.188817] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-12-02T20:44:58.189085] [DEBUG] [LOCAL ] Loaded configuration for MERC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.189392] [DEBUG] [LOCAL ] Loaded configuration for SUSC: 2 features, 60.0% accuracy [2025-12-02T20:44:58.189664] [DEBUG] [LOCAL ] Loaded configuration for LSCC: 2 features, 100.0% accuracy [2025-12-02T20:44:58.189983] [DEBUG] [LOCAL ] Loaded configuration for GAIN: 3 features, 90.0% accuracy [2025-12-02T20:44:58.190271] [DEBUG] [LOCAL ] Loaded configuration for SLRC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.190345] [DEBUG] [LOCAL ] Loaded configuration for YUM: 3 features, 70.0% accuracy [2025-12-02T20:44:58.190655] [DEBUG] [LOCAL ] Loaded configuration for KRUS: 4 features, 60.0% accuracy [2025-12-02T20:44:58.190721] [DEBUG] [LOCAL ] Loaded configuration for NTIC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.190970] [DEBUG] [LOCAL ] Loaded configuration for SPRO: 2 features, 70.0% accuracy [2025-12-02T20:44:58.191265] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.191525] [DEBUG] [LOCAL ] Loaded configuration for OI: 3 features, 60.0% accuracy [2025-12-02T20:44:58.191810] [DEBUG] [LOCAL ] Loaded configuration for PCYO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.192070] [DEBUG] [LOCAL ] Loaded configuration for ANDE: 4 features, 100.0% accuracy [2025-12-02T20:44:58.192369] [DEBUG] [LOCAL ] Loaded configuration for CSX: 5 features, 90.0% accuracy [2025-12-02T20:44:58.192639] [DEBUG] [LOCAL ] Loaded configuration for VNO: 1 features, 80.0% accuracy [2025-12-02T20:44:58.192896] [DEBUG] [LOCAL ] Loaded configuration for FBL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.193206] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 2 features, 90.0% accuracy [2025-12-02T20:44:58.193499] [DEBUG] [LOCAL ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy [2025-12-02T20:44:58.193780] [DEBUG] [LOCAL ] Loaded configuration for AGX: 2 features, 90.0% accuracy [2025-12-02T20:44:58.194073] [DEBUG] [LOCAL ] Loaded configuration for SUN: 4 features, 70.0% accuracy [2025-12-02T20:44:58.194310] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-12-02T20:44:58.194606] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, 60.0% accuracy [2025-12-02T20:44:58.194875] [DEBUG] [LOCAL ] Loaded configuration for SLDB: 2 features, 70.0% accuracy [2025-12-02T20:44:58.195170] [DEBUG] [LOCAL ] Loaded configuration for GDC: 2 features, 90.0% accuracy [2025-12-02T20:44:58.195435] [DEBUG] [LOCAL ] Loaded configuration for SY: 3 features, 90.0% accuracy [2025-12-02T20:44:58.195731] [DEBUG] [LOCAL ] Loaded configuration for IRMD: 2 features, 90.0% accuracy [2025-12-02T20:44:58.195997] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 0 features, 80.0% accuracy [2025-12-02T20:44:58.196243] [DEBUG] [LOCAL ] Loaded configuration for AMRX: 2 features, 100.0% accuracy [2025-12-02T20:44:58.196495] [DEBUG] [LOCAL ] Loaded configuration for HLX: 4 features, 70.0% accuracy [2025-12-02T20:44:58.196792] [DEBUG] [LOCAL ] Loaded configuration for OMAB: 3 features, 70.0% accuracy [2025-12-02T20:44:58.197092] [DEBUG] [LOCAL ] Loaded configuration for OS: 5 features, 80.0% accuracy [2025-12-02T20:44:58.197346] [DEBUG] [LOCAL ] Loaded configuration for ASX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.197637] [DEBUG] [LOCAL ] Loaded configuration for AEE: 1 features, 80.0% accuracy [2025-12-02T20:44:58.197957] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 2 features, 90.0% accuracy [2025-12-02T20:44:58.198256] [DEBUG] [LOCAL ] Loaded configuration for ADMA: 3 features, 60.0% accuracy [2025-12-02T20:44:58.198523] [DEBUG] [LOCAL ] Loaded configuration for CSCO: 5 features, 60.0% accuracy [2025-12-02T20:44:58.198794] [DEBUG] [LOCAL ] Loaded configuration for CNI: 1 features, 70.0% accuracy [2025-12-02T20:44:58.199070] [DEBUG] [LOCAL ] Loaded configuration for TXN: 5 features, 90.0% accuracy [2025-12-02T20:44:58.199143] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-12-02T20:44:58.199384] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-12-02T20:44:58.199647] [DEBUG] [LOCAL ] Loaded configuration for FID: 1 features, 80.0% accuracy [2025-12-02T20:44:58.199913] [DEBUG] [LOCAL ] Loaded configuration for AVDL: 3 features, 90.0% accuracy [2025-12-02T20:44:58.200197] [DEBUG] [LOCAL ] Loaded configuration for PCB: 1 features, 70.0% accuracy [2025-12-02T20:44:58.200490] [DEBUG] [LOCAL ] Loaded configuration for TDC: 2 features, 60.0% accuracy [2025-12-02T20:44:58.200759] [DEBUG] [LOCAL ] Loaded configuration for MFIC: 5 features, 80.0% accuracy [2025-12-02T20:44:58.201086] [DEBUG] [LOCAL ] Loaded configuration for TRUE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.201564] [DEBUG] [LOCAL ] Loaded configuration for GOF: 3 features, 70.0% accuracy [2025-12-02T20:44:58.201884] [DEBUG] [LOCAL ] Loaded configuration for UE: 3 features, 70.0% accuracy [2025-12-02T20:44:58.202345] [DEBUG] [LOCAL ] Loaded configuration for PHUN: 1 features, 90.0% accuracy [2025-12-02T20:44:58.202619] [DEBUG] [LOCAL ] Loaded configuration for WTFC: 0 features, 70.0% accuracy [2025-12-02T20:44:58.202883] [DEBUG] [LOCAL ] Loaded configuration for SIGI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.203252] [DEBUG] [LOCAL ] Loaded configuration for APAM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.203534] [DEBUG] [LOCAL ] Loaded configuration for NWL: 3 features, 60.0% accuracy [2025-12-02T20:44:58.203868] [DEBUG] [LOCAL ] Loaded configuration for AEIS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.204169] [DEBUG] [LOCAL ] Loaded configuration for BGRN: 3 features, 90.0% accuracy [2025-12-02T20:44:58.204419] [DEBUG] [LOCAL ] Loaded configuration for AVA: 2 features, 90.0% accuracy [2025-12-02T20:44:58.204717] [DEBUG] [LOCAL ] Loaded configuration for BMRN: 2 features, 90.0% accuracy [2025-12-02T20:44:58.205204] [DEBUG] [LOCAL ] Loaded configuration for CNTY: 5 features, 80.0% accuracy [2025-12-02T20:44:58.205492] [DEBUG] [LOCAL ] Loaded configuration for UBND: 2 features, 90.0% accuracy [2025-12-02T20:44:58.205768] [DEBUG] [LOCAL ] Loaded configuration for PLSE: 2 features, 80.0% accuracy [2025-12-02T20:44:58.206096] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-12-02T20:44:58.206600] [DEBUG] [LOCAL ] Loaded configuration for MEGL: 1 features, 90.0% accuracy [2025-12-02T20:44:58.206908] [DEBUG] [LOCAL ] Loaded configuration for IPGP: 0 features, 90.0% accuracy [2025-12-02T20:44:58.207158] [DEBUG] [LOCAL ] Loaded configuration for CDIO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.207457] [DEBUG] [LOCAL ] Loaded configuration for ADX: 2 features, 80.0% accuracy [2025-12-02T20:44:58.207753] [DEBUG] [LOCAL ] Loaded configuration for QTEC: 4 features, 70.0% accuracy [2025-12-02T20:44:58.208191] [DEBUG] [LOCAL ] Loaded configuration for DAWN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.208474] [DEBUG] [LOCAL ] Loaded configuration for RGNX: 3 features, 70.0% accuracy [2025-12-02T20:44:58.208766] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 1 features, 70.0% accuracy [2025-12-02T20:44:58.209054] [DEBUG] [LOCAL ] Loaded configuration for CVBF: 2 features, 70.0% accuracy [2025-12-02T20:44:58.209314] [DEBUG] [LOCAL ] Loaded configuration for BBCP: 4 features, 90.0% accuracy [2025-12-02T20:44:58.209618] [DEBUG] [LOCAL ] Loaded configuration for CRL: 3 features, 70.0% accuracy [2025-12-02T20:44:58.209921] [DEBUG] [LOCAL ] Loaded configuration for CARG: 2 features, 80.0% accuracy [2025-12-02T20:44:58.210216] [DEBUG] [LOCAL ] Loaded configuration for JPM: 1 features, 80.0% accuracy [2025-12-02T20:44:58.210527] [DEBUG] [LOCAL ] Loaded configuration for SUUN: 1 features, 70.0% accuracy [2025-12-02T20:44:58.210847] [DEBUG] [LOCAL ] Loaded configuration for BSY: 2 features, 80.0% accuracy [2025-12-02T20:44:58.211149] [DEBUG] [LOCAL ] Loaded configuration for NWFL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.211413] [DEBUG] [LOCAL ] Loaded configuration for KMB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.211677] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 1 features, 90.0% accuracy [2025-12-02T20:44:58.211938] [DEBUG] [LOCAL ] Loaded configuration for IGIC: 3 features, 90.0% accuracy [2025-12-02T20:44:58.212232] [DEBUG] [LOCAL ] Loaded configuration for ATO: 3 features, 80.0% accuracy [2025-12-02T20:44:58.212496] [DEBUG] [LOCAL ] Loaded configuration for UPWK: 5 features, 90.0% accuracy [2025-12-02T20:44:58.212758] [DEBUG] [LOCAL ] Loaded configuration for CLMB: 0 features, 50.0% accuracy [2025-12-02T20:44:58.213051] [DEBUG] [LOCAL ] Loaded configuration for ESPO: 1 features, 80.0% accuracy [2025-12-02T20:44:58.213125] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-12-02T20:44:58.213413] [DEBUG] [LOCAL ] Loaded configuration for FC: 1 features, 90.0% accuracy [2025-12-02T20:44:58.213661] [DEBUG] [LOCAL ] Loaded configuration for SAVA: 2 features, 70.0% accuracy [2025-12-02T20:44:58.213953] [DEBUG] [LOCAL ] Loaded configuration for SHEN: 2 features, 90.0% accuracy [2025-12-02T20:44:58.214206] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 80.0% accuracy [2025-12-02T20:44:58.214514] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 90.0% accuracy [2025-12-02T20:44:58.214832] [DEBUG] [LOCAL ] Loaded configuration for NUWE: 3 features, 80.0% accuracy [2025-12-02T20:44:58.215075] [DEBUG] [LOCAL ] Loaded configuration for SANM: 2 features, 90.0% accuracy [2025-12-02T20:44:58.215365] [DEBUG] [LOCAL ] Loaded configuration for AQMS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.215658] [DEBUG] [LOCAL ] Loaded configuration for BCBP: 1 features, 60.0% accuracy [2025-12-02T20:44:58.215923] [DEBUG] [LOCAL ] Loaded configuration for KRG: 4 features, 100.0% accuracy [2025-12-02T20:44:58.216219] [DEBUG] [LOCAL ] Loaded configuration for NVD: 2 features, 100.0% accuracy [2025-12-02T20:44:58.216463] [DEBUG] [LOCAL ] Loaded configuration for CTKB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.216709] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 5 features, 100.0% accuracy [2025-12-02T20:44:58.216970] [DEBUG] [LOCAL ] Loaded configuration for INSE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.217212] [DEBUG] [LOCAL ] Loaded configuration for ATEC: 5 features, 80.0% accuracy [2025-12-02T20:44:58.217475] [DEBUG] [LOCAL ] Loaded configuration for UFPI: 1 features, 60.0% accuracy [2025-12-02T20:44:58.217740] [DEBUG] [LOCAL ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy [2025-12-02T20:44:58.218040] [DEBUG] [LOCAL ] Loaded configuration for SBFM: 3 features, 60.0% accuracy [2025-12-02T20:44:58.218305] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 5 features, 60.0% accuracy [2025-12-02T20:44:58.218590] [DEBUG] [LOCAL ] Loaded configuration for RIVN: 0 features, 60.0% accuracy [2025-12-02T20:44:58.218864] [DEBUG] [LOCAL ] Loaded configuration for ASTI: 1 features, 70.0% accuracy [2025-12-02T20:44:58.218937] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-12-02T20:44:58.219197] [DEBUG] [LOCAL ] Loaded configuration for FLNC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.219495] [DEBUG] [LOCAL ] Loaded configuration for ROP: 0 features, 70.0% accuracy [2025-12-02T20:44:58.219778] [DEBUG] [LOCAL ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy [2025-12-02T20:44:58.220044] [DEBUG] [LOCAL ] Loaded configuration for DJCO: 6 features, 90.0% accuracy [2025-12-02T20:44:58.220345] [DEBUG] [LOCAL ] Loaded configuration for WHF: 3 features, 60.0% accuracy [2025-12-02T20:44:58.220637] [DEBUG] [LOCAL ] Loaded configuration for AUB: 1 features, 50.0% accuracy [2025-12-02T20:44:58.220936] [DEBUG] [LOCAL ] Loaded configuration for BYD: 5 features, 90.0% accuracy [2025-12-02T20:44:58.221242] [DEBUG] [LOCAL ] Loaded configuration for WIMI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.221533] [DEBUG] [LOCAL ] Loaded configuration for BWA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.221791] [DEBUG] [LOCAL ] Loaded configuration for EXPO: 1 features, 80.0% accuracy [2025-12-02T20:44:58.222085] [DEBUG] [LOCAL ] Loaded configuration for ING: 1 features, 90.0% accuracy [2025-12-02T20:44:58.222348] [DEBUG] [LOCAL ] Loaded configuration for CYN: 4 features, 80.0% accuracy [2025-12-02T20:44:58.222621] [DEBUG] [LOCAL ] Loaded configuration for PTEN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.222860] [DEBUG] [LOCAL ] Loaded configuration for APD: 1 features, 60.0% accuracy [2025-12-02T20:44:58.223161] [DEBUG] [LOCAL ] Loaded configuration for BEN: 2 features, 90.0% accuracy [2025-12-02T20:44:58.223450] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 70.0% accuracy [2025-12-02T20:44:58.223716] [DEBUG] [LOCAL ] Loaded configuration for DLX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.223983] [DEBUG] [LOCAL ] Loaded configuration for CNF: 2 features, 80.0% accuracy [2025-12-02T20:44:58.224239] [DEBUG] [LOCAL ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy [2025-12-02T20:44:58.224513] [DEBUG] [LOCAL ] Loaded configuration for NTLA: 5 features, 50.0% accuracy [2025-12-02T20:44:58.224838] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, 80.0% accuracy [2025-12-02T20:44:58.225110] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 4 features, 90.0% accuracy [2025-12-02T20:44:58.225412] [DEBUG] [LOCAL ] Loaded configuration for CALX: 0 features, 60.0% accuracy [2025-12-02T20:44:58.225682] [DEBUG] [LOCAL ] Loaded configuration for OPRA: 4 features, 80.0% accuracy [2025-12-02T20:44:58.225975] [DEBUG] [LOCAL ] Loaded configuration for ERO: 3 features, 100.0% accuracy [2025-12-02T20:44:58.226267] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 4 features, 70.0% accuracy [2025-12-02T20:44:58.226542] [DEBUG] [LOCAL ] Loaded configuration for SYRE: 3 features, 80.0% accuracy [2025-12-02T20:44:58.226827] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 60.0% accuracy [2025-12-02T20:44:58.227100] [DEBUG] [LOCAL ] Loaded configuration for JTEK: 2 features, 70.0% accuracy [2025-12-02T20:44:58.227377] [DEBUG] [LOCAL ] Loaded configuration for JSMD: 3 features, 70.0% accuracy [2025-12-02T20:44:58.227688] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-12-02T20:44:58.228004] [DEBUG] [LOCAL ] Loaded configuration for HURN: 0 features, 70.0% accuracy [2025-12-02T20:44:58.228309] [DEBUG] [LOCAL ] Loaded configuration for VSEC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.228642] [DEBUG] [LOCAL ] Loaded configuration for ACLX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.228938] [DEBUG] [LOCAL ] Loaded configuration for KZIA: 0 features, 80.0% accuracy [2025-12-02T20:44:58.229221] [DEBUG] [LOCAL ] Loaded configuration for WRLD: 1 features, 50.0% accuracy [2025-12-02T20:44:58.229485] [DEBUG] [LOCAL ] Loaded configuration for BNY: 3 features, 70.0% accuracy [2025-12-02T20:44:58.229752] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.229821] [DEBUG] [LOCAL ] Loaded configuration for SRI: 4 features, 90.0% accuracy [2025-12-02T20:44:58.230090] [DEBUG] [LOCAL ] Loaded configuration for IBOC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.230353] [DEBUG] [LOCAL ] Loaded configuration for BWIN: 3 features, 90.0% accuracy [2025-12-02T20:44:58.230601] [DEBUG] [LOCAL ] Loaded configuration for BJRI: 3 features, 70.0% accuracy [2025-12-02T20:44:58.230860] [DEBUG] [LOCAL ] Loaded configuration for TASK: 4 features, 70.0% accuracy [2025-12-02T20:44:58.231117] [DEBUG] [LOCAL ] Loaded configuration for RLAY: 0 features, 60.0% accuracy [2025-12-02T20:44:58.231383] [DEBUG] [LOCAL ] Loaded configuration for MXL: 4 features, 60.0% accuracy [2025-12-02T20:44:58.231652] [DEBUG] [LOCAL ] Loaded configuration for DTIL: 4 features, 90.0% accuracy [2025-12-02T20:44:58.231993] [DEBUG] [LOCAL ] Loaded configuration for SHBI: 1 features, 40.0% accuracy [2025-12-02T20:44:58.232076] [DEBUG] [LOCAL ] Loaded configuration for EXPE: 4 features, 70.0% accuracy [2025-12-02T20:44:58.232354] [DEBUG] [LOCAL ] Loaded configuration for SMCX: 3 features, 60.0% accuracy [2025-12-02T20:44:58.232628] [DEBUG] [LOCAL ] Loaded configuration for OLED: 1 features, 80.0% accuracy [2025-12-02T20:44:58.232935] [DEBUG] [LOCAL ] Loaded configuration for AGM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.233246] [DEBUG] [LOCAL ] Loaded configuration for GRND: 2 features, 90.0% accuracy [2025-12-02T20:44:58.233555] [DEBUG] [LOCAL ] Loaded configuration for BBY: 1 features, 80.0% accuracy [2025-12-02T20:44:58.233881] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-12-02T20:44:58.234176] [DEBUG] [LOCAL ] Loaded configuration for BURL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.234470] [DEBUG] [LOCAL ] Loaded configuration for AVB: 1 features, 90.0% accuracy [2025-12-02T20:44:58.234759] [DEBUG] [LOCAL ] Loaded configuration for SNEX: 1 features, 80.0% accuracy [2025-12-02T20:44:58.235037] [DEBUG] [LOCAL ] Loaded configuration for VECO: 0 features, 90.0% accuracy [2025-12-02T20:44:58.235336] [DEBUG] [LOCAL ] Loaded configuration for RBC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.235598] [DEBUG] [LOCAL ] Loaded configuration for WTO: 2 features, 100.0% accuracy [2025-12-02T20:44:58.235864] [DEBUG] [LOCAL ] Loaded configuration for CXSE: 3 features, 70.0% accuracy [2025-12-02T20:44:58.236158] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-12-02T20:44:58.236455] [DEBUG] [LOCAL ] Loaded configuration for PML: 1 features, 80.0% accuracy [2025-12-02T20:44:58.236768] [DEBUG] [LOCAL ] Loaded configuration for FTA: 2 features, 80.0% accuracy [2025-12-02T20:44:58.237034] [DEBUG] [LOCAL ] Loaded configuration for JJSF: 0 features, 60.0% accuracy [2025-12-02T20:44:58.237298] [DEBUG] [LOCAL ] Loaded configuration for DASH: 1 features, 90.0% accuracy [2025-12-02T20:44:58.237533] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.237842] [DEBUG] [LOCAL ] Loaded configuration for CIM: 4 features, 80.0% accuracy [2025-12-02T20:44:58.238153] [DEBUG] [LOCAL ] Loaded configuration for BNZI: 1 features, 60.0% accuracy [2025-12-02T20:44:58.238474] [DEBUG] [LOCAL ] Loaded configuration for QNTM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.238780] [DEBUG] [LOCAL ] Loaded configuration for CRIS: 4 features, 70.0% accuracy [2025-12-02T20:44:58.239054] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.239301] [DEBUG] [LOCAL ] Loaded configuration for ARHS: 4 features, 90.0% accuracy [2025-12-02T20:44:58.239596] [DEBUG] [LOCAL ] Loaded configuration for WGS: 1 features, 60.0% accuracy [2025-12-02T20:44:58.239875] [DEBUG] [LOCAL ] Loaded configuration for SOCL: 4 features, 90.0% accuracy [2025-12-02T20:44:58.240176] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-12-02T20:44:58.240439] [DEBUG] [LOCAL ] Loaded configuration for IDXX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.240682] [DEBUG] [LOCAL ] Loaded configuration for ATAI: 0 features, 50.0% accuracy [2025-12-02T20:44:58.240952] [DEBUG] [LOCAL ] Loaded configuration for UPBD: 3 features, 70.0% accuracy [2025-12-02T20:44:58.241208] [DEBUG] [LOCAL ] Loaded configuration for BKCH: 1 features, 80.0% accuracy [2025-12-02T20:44:58.241464] [DEBUG] [LOCAL ] Loaded configuration for CLFD: 2 features, 70.0% accuracy [2025-12-02T20:44:58.241746] [DEBUG] [LOCAL ] Loaded configuration for PATK: 1 features, 80.0% accuracy [2025-12-02T20:44:58.242056] [DEBUG] [LOCAL ] Loaded configuration for CWCO: 2 features, 90.0% accuracy [2025-12-02T20:44:58.242326] [DEBUG] [LOCAL ] Loaded configuration for TLSI: 0 features, 50.0% accuracy [2025-12-02T20:44:58.242634] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 60.0% accuracy [2025-12-02T20:44:58.242931] [DEBUG] [LOCAL ] Loaded configuration for RNG: 2 features, 70.0% accuracy [2025-12-02T20:44:58.243226] [DEBUG] [LOCAL ] Loaded configuration for CVKD: 1 features, 80.0% accuracy [2025-12-02T20:44:58.243523] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-12-02T20:44:58.243857] [DEBUG] [LOCAL ] Loaded configuration for E: 2 features, 80.0% accuracy [2025-12-02T20:44:58.244170] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 1 features, 80.0% accuracy [2025-12-02T20:44:58.244479] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.244755] [DEBUG] [LOCAL ] Loaded configuration for TMDX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.245036] [DEBUG] [LOCAL ] Loaded configuration for UONE: 2 features, 100.0% accuracy [2025-12-02T20:44:58.245346] [DEBUG] [LOCAL ] Loaded configuration for MNDO: 3 features, 80.0% accuracy [2025-12-02T20:44:58.245653] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy [2025-12-02T20:44:58.245966] [DEBUG] [LOCAL ] Loaded configuration for FWONA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.246275] [DEBUG] [LOCAL ] Loaded configuration for RES: 4 features, 90.0% accuracy [2025-12-02T20:44:58.246605] [DEBUG] [LOCAL ] Loaded configuration for SBLK: 2 features, 70.0% accuracy [2025-12-02T20:44:58.246887] [DEBUG] [LOCAL ] Loaded configuration for BAK: 2 features, 60.0% accuracy [2025-12-02T20:44:58.247145] [DEBUG] [LOCAL ] Loaded configuration for EOS: 1 features, 70.0% accuracy [2025-12-02T20:44:58.247452] [DEBUG] [LOCAL ] Loaded configuration for CRC: 3 features, 60.0% accuracy [2025-12-02T20:44:58.247728] [DEBUG] [LOCAL ] Loaded configuration for GILD: 0 features, 80.0% accuracy [2025-12-02T20:44:58.248009] [DEBUG] [LOCAL ] Loaded configuration for OBLG: 1 features, 40.0% accuracy [2025-12-02T20:44:58.248269] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 1 features, 90.0% accuracy [2025-12-02T20:44:58.248593] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 80.0% accuracy [2025-12-02T20:44:58.248908] [DEBUG] [LOCAL ] Loaded configuration for FTRE: 1 features, 50.0% accuracy [2025-12-02T20:44:58.249291] [DEBUG] [LOCAL ] Loaded configuration for LINK: 3 features, 80.0% accuracy [2025-12-02T20:44:58.249605] [DEBUG] [LOCAL ] Loaded configuration for FINS: 1 features, 70.0% accuracy [2025-12-02T20:44:58.249890] [DEBUG] [LOCAL ] Loaded configuration for HCM: 2 features, 70.0% accuracy [2025-12-02T20:44:58.250158] [DEBUG] [LOCAL ] Loaded configuration for CLNE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.250444] [DEBUG] [LOCAL ] Loaded configuration for RQI: 4 features, 60.0% accuracy [2025-12-02T20:44:58.250727] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-12-02T20:44:58.251005] [DEBUG] [LOCAL ] Loaded configuration for NIPG: 2 features, 60.0% accuracy [2025-12-02T20:44:58.251279] [DEBUG] [LOCAL ] Loaded configuration for SXTC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.251536] [DEBUG] [LOCAL ] Loaded configuration for UNH: 1 features, 80.0% accuracy [2025-12-02T20:44:58.251835] [DEBUG] [LOCAL ] Loaded configuration for USDX: 0 features, 50.0% accuracy [2025-12-02T20:44:58.252145] [DEBUG] [LOCAL ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy [2025-12-02T20:44:58.252420] [DEBUG] [LOCAL ] Loaded configuration for VLN: 4 features, 70.0% accuracy [2025-12-02T20:44:58.252717] [DEBUG] [LOCAL ] Loaded configuration for REG: 3 features, 70.0% accuracy [2025-12-02T20:44:58.253024] [DEBUG] [LOCAL ] Loaded configuration for TSLL: 2 features, 80.0% accuracy [2025-12-02T20:44:58.253334] [DEBUG] [LOCAL ] Loaded configuration for LOVE: 2 features, 80.0% accuracy [2025-12-02T20:44:58.253606] [DEBUG] [LOCAL ] Loaded configuration for HBCP: 1 features, 50.0% accuracy [2025-12-02T20:44:58.253881] [DEBUG] [LOCAL ] Loaded configuration for OCUL: 2 features, 80.0% accuracy [2025-12-02T20:44:58.254275] [DEBUG] [LOCAL ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy [2025-12-02T20:44:58.254589] [DEBUG] [LOCAL ] Loaded configuration for SNOA: 1 features, 80.0% accuracy [2025-12-02T20:44:58.254918] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 80.0% accuracy [2025-12-02T20:44:58.255423] [DEBUG] [LOCAL ] Loaded configuration for DWSH: 4 features, 70.0% accuracy [2025-12-02T20:44:58.255736] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 90.0% accuracy [2025-12-02T20:44:58.256242] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.256518] [DEBUG] [LOCAL ] Loaded configuration for NKTX: 5 features, 90.0% accuracy [2025-12-02T20:44:58.256839] [DEBUG] [LOCAL ] Loaded configuration for BANC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.257200] [DEBUG] [LOCAL ] Loaded configuration for IUS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.257503] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 90.0% accuracy [2025-12-02T20:44:58.257823] [DEBUG] [LOCAL ] Loaded configuration for APO: 2 features, 90.0% accuracy [2025-12-02T20:44:58.258238] [DEBUG] [LOCAL ] Loaded configuration for AMZD: 3 features, 90.0% accuracy [2025-12-02T20:44:58.258543] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-12-02T20:44:58.258825] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-12-02T20:44:58.259101] [DEBUG] [LOCAL ] Loaded configuration for RBB: 1 features, 80.0% accuracy [2025-12-02T20:44:58.259408] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 1 features, 90.0% accuracy [2025-12-02T20:44:58.259681] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 80.0% accuracy [2025-12-02T20:44:58.259947] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-12-02T20:44:58.260011] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 90.0% accuracy [2025-12-02T20:44:58.260304] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 1 features, 70.0% accuracy [2025-12-02T20:44:58.260600] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 4 features, 70.0% accuracy [2025-12-02T20:44:58.260867] [DEBUG] [LOCAL ] Loaded configuration for RMBS: 3 features, 100.0% accuracy [2025-12-02T20:44:58.261132] [DEBUG] [LOCAL ] Loaded configuration for TLSA: 5 features, 60.0% accuracy [2025-12-02T20:44:58.261393] [DEBUG] [LOCAL ] Loaded configuration for CCLD: 3 features, 80.0% accuracy [2025-12-02T20:44:58.261633] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 3 features, 70.0% accuracy [2025-12-02T20:44:58.261923] [DEBUG] [LOCAL ] Loaded configuration for EOSE: 3 features, 80.0% accuracy [2025-12-02T20:44:58.262162] [DEBUG] [LOCAL ] Loaded configuration for TGS: 1 features, 70.0% accuracy [2025-12-02T20:44:58.262424] [DEBUG] [LOCAL ] Loaded configuration for MAXN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.262730] [DEBUG] [LOCAL ] Loaded configuration for HSAI: 1 features, 90.0% accuracy [2025-12-02T20:44:58.263214] [DEBUG] [LOCAL ] Loaded configuration for PEY: 1 features, 80.0% accuracy [2025-12-02T20:44:58.263521] [DEBUG] [LOCAL ] Loaded configuration for ADVM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.263790] [DEBUG] [LOCAL ] Loaded configuration for APG: 4 features, 70.0% accuracy [2025-12-02T20:44:58.264061] [DEBUG] [LOCAL ] Loaded configuration for NSC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.264332] [DEBUG] [LOCAL ] Loaded configuration for EKSO: 2 features, 90.0% accuracy [2025-12-02T20:44:58.264645] [DEBUG] [LOCAL ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy [2025-12-02T20:44:58.264951] [DEBUG] [LOCAL ] Loaded configuration for FOXF: 1 features, 70.0% accuracy [2025-12-02T20:44:58.265436] [DEBUG] [LOCAL ] Loaded configuration for DBX: 5 features, 100.0% accuracy [2025-12-02T20:44:58.265684] [DEBUG] [LOCAL ] Loaded configuration for SHOP: 3 features, 70.0% accuracy [2025-12-02T20:44:58.266177] [DEBUG] [LOCAL ] Loaded configuration for USB: 3 features, 80.0% accuracy [2025-12-02T20:44:58.266428] [DEBUG] [LOCAL ] Loaded configuration for CVAC: 2 features, 90.0% accuracy [2025-12-02T20:44:58.266693] [DEBUG] [LOCAL ] Loaded configuration for PPSI: 1 features, 70.0% accuracy [2025-12-02T20:44:58.266937] [DEBUG] [LOCAL ] Loaded configuration for CLH: 3 features, 70.0% accuracy [2025-12-02T20:44:58.267228] [DEBUG] [LOCAL ] Loaded configuration for AMPL: 2 features, 90.0% accuracy [2025-12-02T20:44:58.267495] [DEBUG] [LOCAL ] Loaded configuration for SMHX: 3 features, 70.0% accuracy [2025-12-02T20:44:58.267790] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 90.0% accuracy [2025-12-02T20:44:58.268099] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-12-02T20:44:58.268364] [DEBUG] [LOCAL ] Loaded configuration for BRZE: 5 features, 90.0% accuracy [2025-12-02T20:44:58.268666] [DEBUG] [LOCAL ] Loaded configuration for PEBK: 1 features, 50.0% accuracy [2025-12-02T20:44:58.268923] [DEBUG] [LOCAL ] Loaded configuration for TRIP: 3 features, 70.0% accuracy [2025-12-02T20:44:58.269201] [DEBUG] [LOCAL ] Loaded configuration for NWPX: 3 features, 70.0% accuracy [2025-12-02T20:44:58.269443] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 90.0% accuracy [2025-12-02T20:44:58.269741] [DEBUG] [LOCAL ] Loaded configuration for STKH: 5 features, 90.0% accuracy [2025-12-02T20:44:58.270036] [DEBUG] [LOCAL ] Loaded configuration for SUPN: 5 features, 90.0% accuracy [2025-12-02T20:44:58.270278] [DEBUG] [LOCAL ] Loaded configuration for CP: 2 features, 60.0% accuracy [2025-12-02T20:44:58.270593] [DEBUG] [LOCAL ] Loaded configuration for ERAS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.270892] [DEBUG] [LOCAL ] Loaded configuration for BTM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.271188] [DEBUG] [LOCAL ] Loaded configuration for ES: 3 features, 70.0% accuracy [2025-12-02T20:44:58.271438] [DEBUG] [LOCAL ] Loaded configuration for PFD: 2 features, 90.0% accuracy [2025-12-02T20:44:58.271737] [DEBUG] [LOCAL ] Loaded configuration for BVFL: 0 features, 80.0% accuracy [2025-12-02T20:44:58.272037] [DEBUG] [LOCAL ] Loaded configuration for CCAP: 2 features, 70.0% accuracy [2025-12-02T20:44:58.272330] [DEBUG] [LOCAL ] Loaded configuration for MTG: 1 features, 80.0% accuracy [2025-12-02T20:44:58.272606] [DEBUG] [LOCAL ] Loaded configuration for XRX: 3 features, 90.0% accuracy [2025-12-02T20:44:58.272874] [DEBUG] [LOCAL ] Loaded configuration for TXMD: 3 features, 70.0% accuracy [2025-12-02T20:44:58.273139] [DEBUG] [LOCAL ] Loaded configuration for NODK: 2 features, 70.0% accuracy [2025-12-02T20:44:58.273429] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 70.0% accuracy [2025-12-02T20:44:58.273706] [DEBUG] [LOCAL ] Loaded configuration for LUCY: 1 features, 70.0% accuracy [2025-12-02T20:44:58.274021] [DEBUG] [LOCAL ] Loaded configuration for LPLA: 2 features, 50.0% accuracy [2025-12-02T20:44:58.274268] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 5 features, 100.0% accuracy [2025-12-02T20:44:58.274566] [DEBUG] [LOCAL ] Loaded configuration for DHI: 2 features, 90.0% accuracy [2025-12-02T20:44:58.274855] [DEBUG] [LOCAL ] Loaded configuration for RNAC: 2 features, 60.0% accuracy [2025-12-02T20:44:58.275147] [DEBUG] [LOCAL ] Loaded configuration for ARVN: 3 features, 90.0% accuracy [2025-12-02T20:44:58.275438] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-12-02T20:44:58.275685] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy [2025-12-02T20:44:58.275980] [DEBUG] [LOCAL ] Loaded configuration for WMS: 8 features, 100.0% accuracy [2025-12-02T20:44:58.276247] [DEBUG] [LOCAL ] Loaded configuration for CYRX: 6 features, 80.0% accuracy [2025-12-02T20:44:58.276539] [DEBUG] [LOCAL ] Loaded configuration for BELFB: 5 features, 100.0% accuracy [2025-12-02T20:44:58.276810] [DEBUG] [LOCAL ] Loaded configuration for BLND: 2 features, 70.0% accuracy [2025-12-02T20:44:58.277060] [DEBUG] [LOCAL ] Loaded configuration for MHUA: 2 features, 70.0% accuracy [2025-12-02T20:44:58.277355] [DEBUG] [LOCAL ] Loaded configuration for CREX: 2 features, 80.0% accuracy [2025-12-02T20:44:58.277616] [DEBUG] [LOCAL ] Loaded configuration for UAE: 4 features, 80.0% accuracy [2025-12-02T20:44:58.277879] [DEBUG] [LOCAL ] Loaded configuration for GIII: 4 features, 80.0% accuracy [2025-12-02T20:44:58.278165] [DEBUG] [LOCAL ] Loaded configuration for GNLN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.278414] [DEBUG] [LOCAL ] Loaded configuration for WF: 2 features, 80.0% accuracy [2025-12-02T20:44:58.278678] [DEBUG] [LOCAL ] Loaded configuration for LAES: 2 features, 90.0% accuracy [2025-12-02T20:44:58.278938] [DEBUG] [LOCAL ] Loaded configuration for NVG: 1 features, 60.0% accuracy [2025-12-02T20:44:58.279199] [DEBUG] [LOCAL ] Loaded configuration for ON: 1 features, 70.0% accuracy [2025-12-02T20:44:58.279462] [DEBUG] [LOCAL ] Loaded configuration for EUFN: 1 features, 70.0% accuracy [2025-12-02T20:44:58.279769] [DEBUG] [LOCAL ] Loaded configuration for MRNA: 2 features, 80.0% accuracy [2025-12-02T20:44:58.280079] [DEBUG] [LOCAL ] Loaded configuration for GENK: 3 features, 70.0% accuracy [2025-12-02T20:44:58.280373] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-12-02T20:44:58.280621] [DEBUG] [LOCAL ] Loaded configuration for CRK: 2 features, 80.0% accuracy [2025-12-02T20:44:58.280863] [DEBUG] [LOCAL ] Loaded configuration for RZB: 3 features, 60.0% accuracy [2025-12-02T20:44:58.281155] [DEBUG] [LOCAL ] Loaded configuration for RPD: 1 features, 60.0% accuracy [2025-12-02T20:44:58.281411] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 3 features, 80.0% accuracy [2025-12-02T20:44:58.281659] [DEBUG] [LOCAL ] Loaded configuration for CNVS: 6 features, 80.0% accuracy [2025-12-02T20:44:58.281961] [DEBUG] [LOCAL ] Loaded configuration for COMM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.282222] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 1 features, 80.0% accuracy [2025-12-02T20:44:58.282466] [DEBUG] [LOCAL ] Loaded configuration for DRTS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.282720] [DEBUG] [LOCAL ] Loaded configuration for CGON: 0 features, 90.0% accuracy [2025-12-02T20:44:58.282986] [DEBUG] [LOCAL ] Loaded configuration for WOOF: 1 features, 60.0% accuracy [2025-12-02T20:44:58.283282] [DEBUG] [LOCAL ] Loaded configuration for SHC: 4 features, 80.0% accuracy [2025-12-02T20:44:58.283541] [DEBUG] [LOCAL ] Loaded configuration for PRA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.283809] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.284123] [DEBUG] [LOCAL ] Loaded configuration for REX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.284387] [DEBUG] [LOCAL ] Loaded configuration for AVBP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.284681] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-12-02T20:44:58.284940] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 80.0% accuracy [2025-12-02T20:44:58.285191] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 70.0% accuracy [2025-12-02T20:44:58.285452] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-12-02T20:44:58.285716] [DEBUG] [LOCAL ] Loaded configuration for ELDN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.285964] [DEBUG] [LOCAL ] Loaded configuration for FFC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.286227] [DEBUG] [LOCAL ] Loaded configuration for VERO: 2 features, 70.0% accuracy [2025-12-02T20:44:58.286470] [DEBUG] [LOCAL ] Loaded configuration for CGC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.286718] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 3 features, 80.0% accuracy [2025-12-02T20:44:58.286985] [DEBUG] [LOCAL ] Loaded configuration for PIE: 2 features, 80.0% accuracy [2025-12-02T20:44:58.287240] [DEBUG] [LOCAL ] Loaded configuration for EH: 3 features, 70.0% accuracy [2025-12-02T20:44:58.287545] [DEBUG] [LOCAL ] Loaded configuration for ASA: 0 features, 90.0% accuracy [2025-12-02T20:44:58.287933] [DEBUG] [LOCAL ] Loaded configuration for NVDD: 7 features, 90.0% accuracy [2025-12-02T20:44:58.288193] [DEBUG] [LOCAL ] Loaded configuration for NZF: 1 features, 60.0% accuracy [2025-12-02T20:44:58.288487] [DEBUG] [LOCAL ] Loaded configuration for MDWD: 1 features, 70.0% accuracy [2025-12-02T20:44:58.288747] [DEBUG] [LOCAL ] Loaded configuration for CVEO: 3 features, 90.0% accuracy [2025-12-02T20:44:58.289010] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 90.0% accuracy [2025-12-02T20:44:58.289255] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 70.0% accuracy [2025-12-02T20:44:58.289503] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 1 features, 70.0% accuracy [2025-12-02T20:44:58.289821] [DEBUG] [LOCAL ] Loaded configuration for SES: 1 features, 60.0% accuracy [2025-12-02T20:44:58.290118] [DEBUG] [LOCAL ] Loaded configuration for WMK: 4 features, 70.0% accuracy [2025-12-02T20:44:58.290423] [DEBUG] [LOCAL ] Loaded configuration for EXG: 3 features, 80.0% accuracy [2025-12-02T20:44:58.290718] [DEBUG] [LOCAL ] Loaded configuration for RAPP: 1 features, 70.0% accuracy [2025-12-02T20:44:58.291012] [DEBUG] [LOCAL ] Loaded configuration for DENN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.291306] [DEBUG] [LOCAL ] Loaded configuration for RA: 2 features, 80.0% accuracy [2025-12-02T20:44:58.291588] [DEBUG] [LOCAL ] Loaded configuration for MX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.291904] [DEBUG] [LOCAL ] Loaded configuration for UYLD: 1 features, 80.0% accuracy [2025-12-02T20:44:58.292179] [DEBUG] [LOCAL ] Loaded configuration for BBH: 3 features, 70.0% accuracy [2025-12-02T20:44:58.292429] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 3 features, 60.0% accuracy [2025-12-02T20:44:58.292675] [DEBUG] [LOCAL ] Loaded configuration for GSHD: 1 features, 90.0% accuracy [2025-12-02T20:44:58.292954] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.293255] [DEBUG] [LOCAL ] Loaded configuration for YPF: 3 features, 70.0% accuracy [2025-12-02T20:44:58.293516] [DEBUG] [LOCAL ] Loaded configuration for IFF: 4 features, 70.0% accuracy [2025-12-02T20:44:58.293806] [DEBUG] [LOCAL ] Loaded configuration for PLBY: 2 features, 70.0% accuracy [2025-12-02T20:44:58.294072] [DEBUG] [LOCAL ] Loaded configuration for RBBN: 1 features, 80.0% accuracy [2025-12-02T20:44:58.294321] [DEBUG] [LOCAL ] Loaded configuration for ASYS: 3 features, 80.0% accuracy [2025-12-02T20:44:58.294594] [DEBUG] [LOCAL ] Loaded configuration for EVO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.294862] [DEBUG] [LOCAL ] Loaded configuration for NA: 5 features, 80.0% accuracy [2025-12-02T20:44:58.295123] [DEBUG] [LOCAL ] Loaded configuration for FEM: 2 features, 70.0% accuracy [2025-12-02T20:44:58.295418] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 2 features, 70.0% accuracy [2025-12-02T20:44:58.295681] [DEBUG] [LOCAL ] Loaded configuration for NAVI: 2 features, 100.0% accuracy [2025-12-02T20:44:58.295930] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 70.0% accuracy [2025-12-02T20:44:58.296226] [DEBUG] [LOCAL ] Loaded configuration for MRBK: 2 features, 80.0% accuracy [2025-12-02T20:44:58.296493] [DEBUG] [LOCAL ] Loaded configuration for SLN: 4 features, 90.0% accuracy [2025-12-02T20:44:58.296795] [DEBUG] [LOCAL ] Loaded configuration for HLNE: 1 features, 50.0% accuracy [2025-12-02T20:44:58.297033] [DEBUG] [LOCAL ] Loaded configuration for HHH: 5 features, 70.0% accuracy [2025-12-02T20:44:58.297299] [DEBUG] [LOCAL ] Loaded configuration for VGSH: 5 features, 90.0% accuracy [2025-12-02T20:44:58.297562] [DEBUG] [LOCAL ] Loaded configuration for PGC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.297874] [DEBUG] [LOCAL ] Loaded configuration for BHRB: 3 features, 100.0% accuracy [2025-12-02T20:44:58.298945] [DEBUG] [LOCAL ] Loaded configuration for STIM: 1 features, 60.0% accuracy [2025-12-02T20:44:58.299207] [DEBUG] [LOCAL ] Loaded configuration for ELVA: 4 features, 90.0% accuracy [2025-12-02T20:44:58.299510] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 90.0% accuracy [2025-12-02T20:44:58.299792] [DEBUG] [LOCAL ] Loaded configuration for SRCE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.300069] [DEBUG] [LOCAL ] Loaded configuration for UMH: 2 features, 60.0% accuracy [2025-12-02T20:44:58.300373] [DEBUG] [LOCAL ] Loaded configuration for CAF: 4 features, 80.0% accuracy [2025-12-02T20:44:58.300682] [DEBUG] [LOCAL ] Loaded configuration for HTBK: 0 features, 80.0% accuracy [2025-12-02T20:44:58.300957] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 80.0% accuracy [2025-12-02T20:44:58.301241] [DEBUG] [LOCAL ] Loaded configuration for LFUS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.301533] [DEBUG] [LOCAL ] Loaded configuration for MCHX: 3 features, 60.0% accuracy [2025-12-02T20:44:58.301806] [DEBUG] [LOCAL ] Loaded configuration for WGO: 3 features, 90.0% accuracy [2025-12-02T20:44:58.302091] [DEBUG] [LOCAL ] Loaded configuration for LFMD: 3 features, 60.0% accuracy [2025-12-02T20:44:58.302355] [DEBUG] [LOCAL ] Loaded configuration for MIRM: 1 features, 70.0% accuracy [2025-12-02T20:44:58.302621] [DEBUG] [LOCAL ] Loaded configuration for PB: 3 features, 80.0% accuracy [2025-12-02T20:44:58.302879] [DEBUG] [LOCAL ] Loaded configuration for VTSI: 2 features, 70.0% accuracy [2025-12-02T20:44:58.303191] [DEBUG] [LOCAL ] Loaded configuration for SDA: 1 features, 90.0% accuracy [2025-12-02T20:44:58.303493] [DEBUG] [LOCAL ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.303791] [DEBUG] [LOCAL ] Loaded configuration for VMI: 3 features, 70.0% accuracy [2025-12-02T20:44:58.304092] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-12-02T20:44:58.304337] [DEBUG] [LOCAL ] Loaded configuration for ELME: 3 features, 90.0% accuracy [2025-12-02T20:44:58.304597] [DEBUG] [LOCAL ] Loaded configuration for PX: 2 features, 90.0% accuracy [2025-12-02T20:44:58.304895] [DEBUG] [LOCAL ] Loaded configuration for CXDO: 2 features, 90.0% accuracy [2025-12-02T20:44:58.305188] [DEBUG] [LOCAL ] Loaded configuration for BAP: 5 features, 90.0% accuracy [2025-12-02T20:44:58.305453] [DEBUG] [LOCAL ] Loaded configuration for VRE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.305752] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-12-02T20:44:58.306007] [DEBUG] [LOCAL ] Loaded configuration for DOX: 4 features, 80.0% accuracy [2025-12-02T20:44:58.306275] [DEBUG] [LOCAL ] Loaded configuration for TITN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.306530] [DEBUG] [LOCAL ] Loaded configuration for ASTL: 3 features, 90.0% accuracy [2025-12-02T20:44:58.306844] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 2 features, 60.0% accuracy [2025-12-02T20:44:58.307091] [DEBUG] [LOCAL ] Loaded configuration for CASS: 5 features, 90.0% accuracy [2025-12-02T20:44:58.307352] [DEBUG] [LOCAL ] Loaded configuration for RELY: 2 features, 70.0% accuracy [2025-12-02T20:44:58.307614] [DEBUG] [LOCAL ] Loaded configuration for VINP: 1 features, 80.0% accuracy [2025-12-02T20:44:58.307881] [DEBUG] [LOCAL ] Loaded configuration for RARE: 2 features, 90.0% accuracy [2025-12-02T20:44:58.308196] [DEBUG] [LOCAL ] Loaded configuration for FYX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.308464] [DEBUG] [LOCAL ] Loaded configuration for KBWD: 3 features, 90.0% accuracy [2025-12-02T20:44:58.308739] [DEBUG] [LOCAL ] Loaded configuration for FOXA: 2 features, 90.0% accuracy [2025-12-02T20:44:58.309004] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 4 features, 80.0% accuracy [2025-12-02T20:44:58.309267] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 80.0% accuracy [2025-12-02T20:44:58.309564] [DEBUG] [LOCAL ] Loaded configuration for FULC: 1 features, 70.0% accuracy [2025-12-02T20:44:58.309846] [DEBUG] [LOCAL ] Loaded configuration for PYPL: 2 features, 70.0% accuracy [2025-12-02T20:44:58.310094] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-12-02T20:44:58.310359] [DEBUG] [LOCAL ] Loaded configuration for CHH: 1 features, 100.0% accuracy [2025-12-02T20:44:58.310629] [DEBUG] [LOCAL ] Loaded configuration for GRAB: 4 features, 80.0% accuracy [2025-12-02T20:44:58.310927] [DEBUG] [LOCAL ] Loaded configuration for LNKB: 3 features, 80.0% accuracy [2025-12-02T20:44:58.311179] [DEBUG] [LOCAL ] Loaded configuration for AVGX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.311422] [DEBUG] [LOCAL ] Loaded configuration for BCDA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.311715] [DEBUG] [LOCAL ] Loaded configuration for ACDC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.312018] [DEBUG] [LOCAL ] Loaded configuration for PDYN: 2 features, 100.0% accuracy [2025-12-02T20:44:58.312264] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.312530] [DEBUG] [LOCAL ] Loaded configuration for GLTO: 2 features, 90.0% accuracy [2025-12-02T20:44:58.312798] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-12-02T20:44:58.313085] [DEBUG] [LOCAL ] Loaded configuration for HYXF: 3 features, 90.0% accuracy [2025-12-02T20:44:58.313344] [DEBUG] [LOCAL ] Loaded configuration for NUTX: 0 features, 70.0% accuracy [2025-12-02T20:44:58.313601] [DEBUG] [LOCAL ] Loaded configuration for HII: 1 features, 60.0% accuracy [2025-12-02T20:44:58.313880] [DEBUG] [LOCAL ] Loaded configuration for ACI: 4 features, 80.0% accuracy [2025-12-02T20:44:58.314148] [DEBUG] [LOCAL ] Loaded configuration for EXK: 1 features, 60.0% accuracy [2025-12-02T20:44:58.314405] [DEBUG] [LOCAL ] Loaded configuration for ELS: 3 features, 50.0% accuracy [2025-12-02T20:44:58.314707] [DEBUG] [LOCAL ] Loaded configuration for BUXX: 5 features, 100.0% accuracy [2025-12-02T20:44:58.315007] [DEBUG] [LOCAL ] Loaded configuration for CMI: 5 features, 90.0% accuracy [2025-12-02T20:44:58.315322] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.315598] [DEBUG] [LOCAL ] Loaded configuration for FLL: 2 features, 70.0% accuracy [2025-12-02T20:44:58.315877] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 0 features, 90.0% accuracy [2025-12-02T20:44:58.316206] [DEBUG] [LOCAL ] Loaded configuration for UVSP: 3 features, 60.0% accuracy [2025-12-02T20:44:58.316518] [DEBUG] [LOCAL ] Loaded configuration for GSL: 1 features, 90.0% accuracy [2025-12-02T20:44:58.316844] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 80.0% accuracy [2025-12-02T20:44:58.317094] [DEBUG] [LOCAL ] Loaded configuration for AMSC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.317395] [DEBUG] [LOCAL ] Loaded configuration for UTMD: 3 features, 70.0% accuracy [2025-12-02T20:44:58.317694] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 70.0% accuracy [2025-12-02T20:44:58.317972] [DEBUG] [LOCAL ] Loaded configuration for NKX: 5 features, 80.0% accuracy [2025-12-02T20:44:58.318235] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-12-02T20:44:58.318534] [DEBUG] [LOCAL ] Loaded configuration for STVN: 3 features, 70.0% accuracy [2025-12-02T20:44:58.318802] [DEBUG] [LOCAL ] Loaded configuration for BMI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.319087] [DEBUG] [LOCAL ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy [2025-12-02T20:44:58.319411] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-12-02T20:44:58.319741] [DEBUG] [LOCAL ] Loaded configuration for ENVX: 4 features, 90.0% accuracy [2025-12-02T20:44:58.320076] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-12-02T20:44:58.320468] [DEBUG] [LOCAL ] Loaded configuration for BCRX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.320743] [DEBUG] [LOCAL ] Loaded configuration for PY: 1 features, 70.0% accuracy [2025-12-02T20:44:58.321061] [DEBUG] [LOCAL ] Loaded configuration for PSHG: 2 features, 80.0% accuracy [2025-12-02T20:44:58.321332] [DEBUG] [LOCAL ] Loaded configuration for LANDO: 0 features, 80.0% accuracy [2025-12-02T20:44:58.321604] [DEBUG] [LOCAL ] Loaded configuration for NMRK: 3 features, 80.0% accuracy [2025-12-02T20:44:58.321874] [DEBUG] [LOCAL ] Loaded configuration for MBCN: 3 features, 80.0% accuracy [2025-12-02T20:44:58.322120] [DEBUG] [LOCAL ] Loaded configuration for GSBC: 6 features, 90.0% accuracy [2025-12-02T20:44:58.322421] [DEBUG] [LOCAL ] Loaded configuration for CAKE: 3 features, 70.0% accuracy [2025-12-02T20:44:58.322686] [DEBUG] [LOCAL ] Loaded configuration for ACXP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.322981] [DEBUG] [LOCAL ] Loaded configuration for FTHI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.323276] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-12-02T20:44:58.323600] [DEBUG] [LOCAL ] Loaded configuration for RNP: 4 features, 70.0% accuracy [2025-12-02T20:44:58.323922] [DEBUG] [LOCAL ] Loaded configuration for GEHC: 0 features, 80.0% accuracy [2025-12-02T20:44:58.324353] [DEBUG] [LOCAL ] Loaded configuration for VFLO: 4 features, 70.0% accuracy [2025-12-02T20:44:58.324642] [DEBUG] [LOCAL ] Loaded configuration for IBTK: 3 features, 70.0% accuracy [2025-12-02T20:44:58.324963] [DEBUG] [LOCAL ] Loaded configuration for OSS: 3 features, 100.0% accuracy [2025-12-02T20:44:58.325401] [DEBUG] [LOCAL ] Loaded configuration for WVE: 5 features, 60.0% accuracy [2025-12-02T20:44:58.325659] [DEBUG] [LOCAL ] Loaded configuration for BSJP: 1 features, 70.0% accuracy [2025-12-02T20:44:58.325965] [DEBUG] [LOCAL ] Loaded configuration for ZG: 3 features, 80.0% accuracy [2025-12-02T20:44:58.326213] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 100.0% accuracy [2025-12-02T20:44:58.326459] [DEBUG] [LOCAL ] Loaded configuration for AVK: 5 features, 90.0% accuracy [2025-12-02T20:44:58.326729] [DEBUG] [LOCAL ] Loaded configuration for CFG: 4 features, 100.0% accuracy [2025-12-02T20:44:58.326991] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.327304] [DEBUG] [LOCAL ] Loaded configuration for TDS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.327595] [DEBUG] [LOCAL ] Loaded configuration for BDSX: 3 features, 90.0% accuracy [2025-12-02T20:44:58.327915] [DEBUG] [LOCAL ] Loaded configuration for FTC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.328231] [DEBUG] [LOCAL ] Loaded configuration for OSPN: 1 features, 80.0% accuracy [2025-12-02T20:44:58.328532] [DEBUG] [LOCAL ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy [2025-12-02T20:44:58.328869] [DEBUG] [LOCAL ] Loaded configuration for DUOL: 2 features, 60.0% accuracy [2025-12-02T20:44:58.329158] [DEBUG] [LOCAL ] Loaded configuration for REBN: 1 features, 80.0% accuracy [2025-12-02T20:44:58.329428] [DEBUG] [LOCAL ] Loaded configuration for TARA: 3 features, 70.0% accuracy [2025-12-02T20:44:58.329678] [DEBUG] [LOCAL ] Loaded configuration for CABA: 3 features, 70.0% accuracy [2025-12-02T20:44:58.329987] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 70.0% accuracy [2025-12-02T20:44:58.330254] [DEBUG] [LOCAL ] Loaded configuration for TTSH: 3 features, 70.0% accuracy [2025-12-02T20:44:58.330552] [DEBUG] [LOCAL ] Loaded configuration for STAA: 1 features, 60.0% accuracy [2025-12-02T20:44:58.330880] [DEBUG] [LOCAL ] Loaded configuration for DMO: 1 features, 70.0% accuracy [2025-12-02T20:44:58.331159] [DEBUG] [LOCAL ] Loaded configuration for CINF: 3 features, 80.0% accuracy [2025-12-02T20:44:58.331454] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 3 features, 80.0% accuracy [2025-12-02T20:44:58.331768] [DEBUG] [LOCAL ] Loaded configuration for EDF: 3 features, 100.0% accuracy [2025-12-02T20:44:58.332044] [DEBUG] [LOCAL ] Loaded configuration for ACN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.332313] [DEBUG] [LOCAL ] Loaded configuration for OKTA: 1 features, 80.0% accuracy [2025-12-02T20:44:58.332611] [DEBUG] [LOCAL ] Loaded configuration for CRI: 0 features, 70.0% accuracy [2025-12-02T20:44:58.332858] [DEBUG] [LOCAL ] Loaded configuration for GRPN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.333123] [DEBUG] [LOCAL ] Loaded configuration for BKNG: 3 features, 70.0% accuracy [2025-12-02T20:44:58.333420] [DEBUG] [LOCAL ] Loaded configuration for GEN: 1 features, 90.0% accuracy [2025-12-02T20:44:58.333678] [DEBUG] [LOCAL ] Loaded configuration for SATS: 7 features, 90.0% accuracy [2025-12-02T20:44:58.333974] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 3 features, 60.0% accuracy [2025-12-02T20:44:58.334220] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 6 features, 90.0% accuracy [2025-12-02T20:44:58.334468] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 1 features, 80.0% accuracy [2025-12-02T20:44:58.334780] [DEBUG] [LOCAL ] Loaded configuration for PRN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.335063] [DEBUG] [LOCAL ] Loaded configuration for SMID: 2 features, 60.0% accuracy [2025-12-02T20:44:58.335305] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 2 features, 70.0% accuracy [2025-12-02T20:44:58.335616] [DEBUG] [LOCAL ] Loaded configuration for THRM: 3 features, 90.0% accuracy [2025-12-02T20:44:58.335870] [DEBUG] [LOCAL ] Loaded configuration for BSCS: 2 features, 60.0% accuracy [2025-12-02T20:44:58.336164] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-12-02T20:44:58.336428] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 90.0% accuracy [2025-12-02T20:44:58.336721] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-12-02T20:44:58.336995] [DEBUG] [LOCAL ] Loaded configuration for INAB: 2 features, 80.0% accuracy [2025-12-02T20:44:58.337254] [DEBUG] [LOCAL ] Loaded configuration for HYLS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.337519] [DEBUG] [LOCAL ] Loaded configuration for OESX: 2 features, 50.0% accuracy [2025-12-02T20:44:58.337833] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 60.0% accuracy [2025-12-02T20:44:58.338146] [DEBUG] [LOCAL ] Loaded configuration for JEF: 1 features, 80.0% accuracy [2025-12-02T20:44:58.338398] [DEBUG] [LOCAL ] Loaded configuration for ASO: 3 features, 100.0% accuracy [2025-12-02T20:44:58.338703] [DEBUG] [LOCAL ] Loaded configuration for NECB: 2 features, 70.0% accuracy [2025-12-02T20:44:58.338950] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-12-02T20:44:58.339214] [DEBUG] [LOCAL ] Loaded configuration for EVAX: 2 features, 90.0% accuracy [2025-12-02T20:44:58.339514] [DEBUG] [LOCAL ] Loaded configuration for PUK: 5 features, 90.0% accuracy [2025-12-02T20:44:58.339784] [DEBUG] [LOCAL ] Loaded configuration for XPO: 3 features, 60.0% accuracy [2025-12-02T20:44:58.340086] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 70.0% accuracy [2025-12-02T20:44:58.340331] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 3 features, 90.0% accuracy [2025-12-02T20:44:58.340590] [DEBUG] [LOCAL ] Loaded configuration for BAND: 3 features, 80.0% accuracy [2025-12-02T20:44:58.340853] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 2 features, 70.0% accuracy [2025-12-02T20:44:58.341102] [DEBUG] [LOCAL ] Loaded configuration for VNDA: 3 features, 80.0% accuracy [2025-12-02T20:44:58.341347] [DEBUG] [LOCAL ] Loaded configuration for CNXN: 4 features, 60.0% accuracy [2025-12-02T20:44:58.341640] [DEBUG] [LOCAL ] Loaded configuration for ITRN: 2 features, 90.0% accuracy [2025-12-02T20:44:58.341887] [DEBUG] [LOCAL ] Loaded configuration for WEYS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.342138] [DEBUG] [LOCAL ] Loaded configuration for CCOI: 4 features, 70.0% accuracy [2025-12-02T20:44:58.342446] [DEBUG] [LOCAL ] Loaded configuration for RCS: 3 features, 90.0% accuracy [2025-12-02T20:44:58.342694] [DEBUG] [LOCAL ] Loaded configuration for SXI: 1 features, 70.0% accuracy [2025-12-02T20:44:58.342954] [DEBUG] [LOCAL ] Loaded configuration for GXAI: 0 features, 80.0% accuracy [2025-12-02T20:44:58.343280] [DEBUG] [LOCAL ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy [2025-12-02T20:44:58.343524] [DEBUG] [LOCAL ] Loaded configuration for HERO: 4 features, 90.0% accuracy [2025-12-02T20:44:58.343818] [DEBUG] [LOCAL ] Loaded configuration for JTAI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.344133] [DEBUG] [LOCAL ] Loaded configuration for AEP: 1 features, 60.0% accuracy [2025-12-02T20:44:58.344385] [DEBUG] [LOCAL ] Loaded configuration for DRI: 4 features, 60.0% accuracy [2025-12-02T20:44:58.344628] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-12-02T20:44:58.344935] [DEBUG] [LOCAL ] Loaded configuration for RUNN: 1 features, 80.0% accuracy [2025-12-02T20:44:58.345243] [DEBUG] [LOCAL ] Loaded configuration for AIA: 2 features, 70.0% accuracy [2025-12-02T20:44:58.345492] [DEBUG] [LOCAL ] Loaded configuration for KNX: 1 features, 80.0% accuracy [2025-12-02T20:44:58.345821] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 1 features, 70.0% accuracy [2025-12-02T20:44:58.346164] [DEBUG] [LOCAL ] Loaded configuration for QSI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.346499] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-12-02T20:44:58.346789] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-12-02T20:44:58.347068] [DEBUG] [LOCAL ] Loaded configuration for FCX: 4 features, 90.0% accuracy [2025-12-02T20:44:58.347319] [DEBUG] [LOCAL ] Loaded configuration for BATRK: 1 features, 60.0% accuracy [2025-12-02T20:44:58.347590] [DEBUG] [LOCAL ] Loaded configuration for MLI: 4 features, 80.0% accuracy [2025-12-02T20:44:58.347920] [DEBUG] [LOCAL ] Loaded configuration for RPRX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.348195] [DEBUG] [LOCAL ] Loaded configuration for UROY: 5 features, 60.0% accuracy [2025-12-02T20:44:58.348467] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 70.0% accuracy [2025-12-02T20:44:58.348788] [DEBUG] [LOCAL ] Loaded configuration for CCEP: 4 features, 70.0% accuracy [2025-12-02T20:44:58.349064] [DEBUG] [LOCAL ] Loaded configuration for IBTI: 2 features, 60.0% accuracy [2025-12-02T20:44:58.349329] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-12-02T20:44:58.349608] [DEBUG] [LOCAL ] Loaded configuration for IMNN: 4 features, 100.0% accuracy [2025-12-02T20:44:58.349900] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy [2025-12-02T20:44:58.350193] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-12-02T20:44:58.350455] [DEBUG] [LOCAL ] Loaded configuration for CCL: 1 features, 100.0% accuracy [2025-12-02T20:44:58.350774] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-12-02T20:44:58.351064] [DEBUG] [LOCAL ] Loaded configuration for UMMA: 2 features, 80.0% accuracy [2025-12-02T20:44:58.351318] [DEBUG] [LOCAL ] Loaded configuration for ALL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.351597] [DEBUG] [LOCAL ] Loaded configuration for XOMA: 2 features, 90.0% accuracy [2025-12-02T20:44:58.351899] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 80.0% accuracy [2025-12-02T20:44:58.352161] [DEBUG] [LOCAL ] Loaded configuration for HEPS: 3 features, 80.0% accuracy [2025-12-02T20:44:58.352408] [DEBUG] [LOCAL ] Loaded configuration for WH: 5 features, 90.0% accuracy [2025-12-02T20:44:58.352715] [DEBUG] [LOCAL ] Loaded configuration for SFL: 4 features, 70.0% accuracy [2025-12-02T20:44:58.352993] [DEBUG] [LOCAL ] Loaded configuration for TKNO: 1 features, 60.0% accuracy [2025-12-02T20:44:58.353286] [DEBUG] [LOCAL ] Loaded configuration for PEPG: 2 features, 60.0% accuracy [2025-12-02T20:44:58.353549] [DEBUG] [LOCAL ] Loaded configuration for TTMI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.353813] [DEBUG] [LOCAL ] Loaded configuration for FPH: 2 features, 80.0% accuracy [2025-12-02T20:44:58.354113] [DEBUG] [LOCAL ] Loaded configuration for QRHC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.354357] [DEBUG] [LOCAL ] Loaded configuration for SYF: 1 features, 80.0% accuracy [2025-12-02T20:44:58.354657] [DEBUG] [LOCAL ] Loaded configuration for DLHC: 3 features, 70.0% accuracy [2025-12-02T20:44:58.354907] [DEBUG] [LOCAL ] Loaded configuration for TOYO: 2 features, 80.0% accuracy [2025-12-02T20:44:58.354980] [DEBUG] [LOCAL ] Loaded configuration for OWL: 2 features, 80.0% accuracy [2025-12-02T20:44:58.355244] [DEBUG] [LOCAL ] Loaded configuration for CZWI: 4 features, 90.0% accuracy [2025-12-02T20:44:58.355544] [DEBUG] [LOCAL ] Loaded configuration for FCEL: 3 features, 60.0% accuracy [2025-12-02T20:44:58.355872] [DEBUG] [LOCAL ] Loaded configuration for CMC: 1 features, 70.0% accuracy [2025-12-02T20:44:58.356162] [DEBUG] [LOCAL ] Loaded configuration for TYRA: 1 features, 70.0% accuracy [2025-12-02T20:44:58.356408] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 80.0% accuracy [2025-12-02T20:44:58.356703] [DEBUG] [LOCAL ] Loaded configuration for CTS: 4 features, 90.0% accuracy [2025-12-02T20:44:58.356998] [DEBUG] [LOCAL ] Loaded configuration for CULP: 1 features, 70.0% accuracy [2025-12-02T20:44:58.357302] [DEBUG] [LOCAL ] Loaded configuration for WMG: 4 features, 80.0% accuracy [2025-12-02T20:44:58.357377] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 70.0% accuracy [2025-12-02T20:44:58.357643] [DEBUG] [LOCAL ] Loaded configuration for INBX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.357962] [DEBUG] [LOCAL ] Loaded configuration for PGP: 3 features, 70.0% accuracy [2025-12-02T20:44:58.358232] [DEBUG] [LOCAL ] Loaded configuration for STTK: 0 features, 90.0% accuracy [2025-12-02T20:44:58.358481] [DEBUG] [LOCAL ] Loaded configuration for OIS: 3 features, 60.0% accuracy [2025-12-02T20:44:58.358750] [DEBUG] [LOCAL ] Loaded configuration for PPC: 2 features, 70.0% accuracy [2025-12-02T20:44:58.359046] [DEBUG] [LOCAL ] Loaded configuration for BOX: 1 features, 70.0% accuracy [2025-12-02T20:44:58.359312] [DEBUG] [LOCAL ] Loaded configuration for VCEL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.359608] [DEBUG] [LOCAL ] Loaded configuration for ARTL: 4 features, 80.0% accuracy [2025-12-02T20:44:58.359872] [DEBUG] [LOCAL ] Loaded configuration for ABNB: 3 features, 70.0% accuracy [2025-12-02T20:44:58.360145] [DEBUG] [LOCAL ] Loaded configuration for VCIG: 2 features, 70.0% accuracy [2025-12-02T20:44:58.360412] [DEBUG] [LOCAL ] Loaded configuration for NCMI: 3 features, 70.0% accuracy [2025-12-02T20:44:58.360715] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 90.0% accuracy [2025-12-02T20:44:58.360988] [DEBUG] [LOCAL ] Loaded configuration for MGNX: 0 features, 80.0% accuracy [2025-12-02T20:44:58.361243] [DEBUG] [LOCAL ] Loaded configuration for VLY: 2 features, 90.0% accuracy [2025-12-02T20:44:58.361541] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 1 features, 70.0% accuracy [2025-12-02T20:44:58.361808] [DEBUG] [LOCAL ] Loaded configuration for NWG: 0 features, 70.0% accuracy [2025-12-02T20:44:58.362104] [DEBUG] [LOCAL ] Loaded configuration for AOHY: 1 features, 80.0% accuracy [2025-12-02T20:44:58.362405] [DEBUG] [LOCAL ] Loaded configuration for CRSP: 4 features, 60.0% accuracy [2025-12-02T20:44:58.362679] [DEBUG] [LOCAL ] Loaded configuration for PGY: 1 features, 60.0% accuracy [2025-12-02T20:44:58.362998] [DEBUG] [LOCAL ] Loaded configuration for LPCN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.363268] [DEBUG] [LOCAL ] Loaded configuration for RIGL: 3 features, 60.0% accuracy [2025-12-02T20:44:58.363511] [DEBUG] [LOCAL ] Loaded configuration for CHRS: 1 features, 60.0% accuracy [2025-12-02T20:44:58.363782] [DEBUG] [LOCAL ] Loaded configuration for SRRK: 0 features, 60.0% accuracy [2025-12-02T20:44:58.364096] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 1 features, 60.0% accuracy [2025-12-02T20:44:58.364339] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-12-02T20:44:58.364602] [DEBUG] [LOCAL ] Loaded configuration for BDRX: 3 features, 70.0% accuracy [2025-12-02T20:44:58.364900] [DEBUG] [LOCAL ] Loaded configuration for APA: 4 features, 80.0% accuracy [2025-12-02T20:44:58.365197] [DEBUG] [LOCAL ] Loaded configuration for SCSC: 2 features, 100.0% accuracy [2025-12-02T20:44:58.365504] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 2 features, 70.0% accuracy [2025-12-02T20:44:58.365598] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 3 features, 80.0% accuracy [2025-12-02T20:44:58.365866] [DEBUG] [LOCAL ] Loaded configuration for IDYA: 3 features, 50.0% accuracy [2025-12-02T20:44:58.366152] [DEBUG] [LOCAL ] Loaded configuration for PRVA: 1 features, 90.0% accuracy [2025-12-02T20:44:58.366421] [DEBUG] [LOCAL ] Loaded configuration for MBLY: 2 features, 60.0% accuracy [2025-12-02T20:44:58.366724] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 70.0% accuracy [2025-12-02T20:44:58.366987] [DEBUG] [LOCAL ] Loaded configuration for CUK: 4 features, 80.0% accuracy [2025-12-02T20:44:58.367061] [DEBUG] [LOCAL ] Loaded configuration for RFL: 4 features, 70.0% accuracy [2025-12-02T20:44:58.367313] [DEBUG] [LOCAL ] Loaded configuration for PLRX: 3 features, 90.0% accuracy [2025-12-02T20:44:58.367588] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 70.0% accuracy [2025-12-02T20:44:58.367888] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 2 features, 90.0% accuracy [2025-12-02T20:44:58.371045] [DEBUG] [LOCAL ] Loaded configuration for VERI: 2 features, 50.0% accuracy [2025-12-02T20:44:58.371316] [DEBUG] [LOCAL ] Loaded configuration for FIBK: 1 features, 90.0% accuracy [2025-12-02T20:44:58.371600] [DEBUG] [LOCAL ] Loaded configuration for VAL: 2 features, 80.0% accuracy [2025-12-02T20:44:58.371876] [DEBUG] [LOCAL ] Loaded configuration for LAND: 3 features, 60.0% accuracy [2025-12-02T20:44:58.372175] [DEBUG] [LOCAL ] Loaded configuration for MNDY: 2 features, 70.0% accuracy [2025-12-02T20:44:58.372469] [DEBUG] [LOCAL ] Loaded configuration for AKAM: 2 features, 80.0% accuracy [2025-12-02T20:44:58.372542] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-12-02T20:44:58.372832] [DEBUG] [LOCAL ] Loaded configuration for NREF: 0 features, 60.0% accuracy [2025-12-02T20:44:58.373097] [DEBUG] [LOCAL ] Loaded configuration for ICMB: 4 features, 80.0% accuracy [2025-12-02T20:44:58.373174] [DEBUG] [LOCAL ] Loaded configuration for XYF: 5 features, 70.0% accuracy [2025-12-02T20:44:58.373439] [DEBUG] [LOCAL ] Loaded configuration for OZEM: 1 features, 80.0% accuracy [2025-12-02T20:44:58.373710] [DEBUG] [LOCAL ] Loaded configuration for SNDL: 5 features, 80.0% accuracy [2025-12-02T20:44:58.374036] [DEBUG] [LOCAL ] Loaded configuration for MLTX: 1 features, 80.0% accuracy [2025-12-02T20:44:58.374281] [DEBUG] [LOCAL ] Loaded configuration for DOMO: 4 features, 90.0% accuracy [2025-12-02T20:44:58.374538] [DEBUG] [LOCAL ] Loaded configuration for ALTY: 2 features, 80.0% accuracy [2025-12-02T20:44:58.374859] [DEBUG] [LOCAL ] Loaded configuration for NMI: 3 features, 80.0% accuracy [2025-12-02T20:44:58.375154] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.375422] [DEBUG] [LOCAL ] Loaded configuration for LEGH: 2 features, 60.0% accuracy [2025-12-02T20:44:58.375690] [DEBUG] [LOCAL ] Loaded configuration for MLKN: 1 features, 60.0% accuracy [2025-12-02T20:44:58.376001] [DEBUG] [LOCAL ] Loaded configuration for DFGP: 3 features, 80.0% accuracy [2025-12-02T20:44:58.376322] [DEBUG] [LOCAL ] Loaded configuration for RF: 5 features, 90.0% accuracy [2025-12-02T20:44:58.376593] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-12-02T20:44:58.376928] [DEBUG] [LOCAL ] Loaded configuration for ELWS: 1 features, 60.0% accuracy [2025-12-02T20:44:58.377018] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 3 features, 60.0% accuracy [2025-12-02T20:44:58.377306] [DEBUG] [LOCAL ] Loaded configuration for QUIK: 4 features, 80.0% accuracy [2025-12-02T20:44:58.377586] [DEBUG] [LOCAL ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy [2025-12-02T20:44:58.377885] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-12-02T20:44:58.378151] [DEBUG] [LOCAL ] Loaded configuration for WBD: 3 features, 60.0% accuracy [2025-12-02T20:44:58.378467] [DEBUG] [LOCAL ] Loaded configuration for TIGO: 0 features, 80.0% accuracy [2025-12-02T20:44:58.378731] [DEBUG] [LOCAL ] Loaded configuration for LPX: 3 features, 80.0% accuracy [2025-12-02T20:44:58.379009] [DEBUG] [LOCAL ] Loaded configuration for OCFC: 5 features, 90.0% accuracy [2025-12-02T20:44:58.379311] [DEBUG] [LOCAL ] Loaded configuration for TGTX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.379558] [DEBUG] [LOCAL ] Loaded configuration for CVCO: 3 features, 70.0% accuracy [2025-12-02T20:44:58.379857] [DEBUG] [LOCAL ] Loaded configuration for RCEL: 4 features, 60.0% accuracy [2025-12-02T20:44:58.380136] [DEBUG] [LOCAL ] Loaded configuration for SLS: 1 features, 70.0% accuracy [2025-12-02T20:44:58.380384] [DEBUG] [LOCAL ] Loaded configuration for CURI: 2 features, 60.0% accuracy [2025-12-02T20:44:58.380699] [DEBUG] [LOCAL ] Loaded configuration for HON: 3 features, 70.0% accuracy [2025-12-02T20:44:58.380987] [DEBUG] [LOCAL ] Loaded configuration for COIN: 0 features, 70.0% accuracy [2025-12-02T20:44:58.381278] [DEBUG] [LOCAL ] Loaded configuration for CRWS: 6 features, 60.0% accuracy [2025-12-02T20:44:58.381638] [DEBUG] [LOCAL ] Loaded configuration for CSPI: 2 features, 80.0% accuracy [2025-12-02T20:44:58.381927] [DEBUG] [LOCAL ] Loaded configuration for ATEX: 2 features, 80.0% accuracy [2025-12-02T20:44:58.382253] [DEBUG] [LOCAL ] Loaded configuration for VRDN: 5 features, 80.0% accuracy [2025-12-02T20:44:58.382564] [DEBUG] [LOCAL ] Loaded configuration for EFX: 2 features, 70.0% accuracy [2025-12-02T20:44:58.382879] [DEBUG] [LOCAL ] Loaded configuration for EXEL: 3 features, 80.0% accuracy [2025-12-02T20:44:58.383176] [DEBUG] [LOCAL ] Loaded configuration for REAX: 3 features, 90.0% accuracy [2025-12-02T20:44:58.383450] [DEBUG] [LOCAL ] Loaded configuration for LANDP: 3 features, 60.0% accuracy [2025-12-02T20:44:58.383705] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-12-02T20:44:58.383772] [DEBUG] [LOCAL ] Loaded configuration for MCO: 3 features, 90.0% accuracy [2025-12-02T20:44:58.384033] [DEBUG] [LOCAL ] Loaded configuration for CODI: 0 features, 60.0% accuracy [2025-12-02T20:44:58.384291] [DEBUG] [LOCAL ] Loaded configuration for LEN: 6 features, 100.0% accuracy [2025-12-02T20:44:58.384552] [DEBUG] [LOCAL ] Loaded configuration for MKTX: 4 features, 80.0% accuracy [2025-12-02T20:44:58.384876] [DEBUG] [LOCAL ] Loaded configuration for CIO: 2 features, 60.0% accuracy [2025-12-02T20:44:58.385125] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 1 features, 80.0% accuracy [2025-12-02T20:44:58.385418] [DEBUG] [LOCAL ] Loaded configuration for CRS: 1 features, 80.0% accuracy [2025-12-02T20:44:58.385724] [DEBUG] [LOCAL ] Loaded configuration for EFC: 1 features, 90.0% accuracy [2025-12-02T20:44:58.386047] [DEBUG] [LOCAL ] Loaded configuration for WLFC: 3 features, 60.0% accuracy [2025-12-02T20:44:58.386333] [DEBUG] [LOCAL ] Loaded configuration for NN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.386670] [DEBUG] [LOCAL ] Loaded configuration for HOPE: 1 features, 70.0% accuracy [2025-12-02T20:44:58.387027] [DEBUG] [LOCAL ] Loaded configuration for EAI: 2 features, 70.0% accuracy [2025-12-02T20:44:58.387399] [DEBUG] [LOCAL ] Loaded configuration for OPP: 5 features, 90.0% accuracy [2025-12-02T20:44:58.387730] [DEBUG] [LOCAL ] Loaded configuration for GBDC: 3 features, 90.0% accuracy [2025-12-02T20:44:58.388043] [DEBUG] [LOCAL ] Loaded configuration for ELVN: 2 features, 80.0% accuracy [2025-12-02T20:44:58.389283] [INFO ] [LOCAL ] Saved consolidated report: 3544 forecasts -> ./output/forecasts/full/2025-12-03.txt [2025-12-02T20:44:58.389326] [INFO ] [sig ] [36/36] Successfully generated report for 2025-12-03: 3544 entries [2025-12-02T20:44:58.389355] [INFO ] [sig ] ================================================== [2025-12-02T20:44:58.389380] [INFO ] [sig ] Report generation complete: 36/36 reports succeeded [2025-12-02T20:44:58.939860] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-12-02T20:44:58.940030] [INFO ] [sig ] Email notification sent [2025-12-02T20:44:58.940453] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-12-02T20:44:58.940754] [INFO ] [STATE ] Last completion updated: 2025-12-02T20:44:58.940544